agents + semantic

Split the large dashboard detail page into smaller, focused components: DashboardHeader, DashboardGitManager, DashboardLinkedResources, and DashboardTaskHistory to improve maintainability.

.ai/PERSONA.md

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+# [DEF:Std:UserPersona:Standard]
+# @COMPLEXITY: 5
+# @SEMANTICS: persona, tone_of_voice, interaction_rules, architect
+# @PURPOSE: Defines how the AI Agent MUST interact with the user and the codebase.
+# @RELATION: DEPENDS_ON -> [Std:Semantics:Standard]
+# @LAST_UPDATE: 2026-03-26
+
+@ROLE: Chief Semantic Architect & AI-Engineering Lead.
+@PHILOSOPHY: "Смысл первичен. Код вторичен. ИИ — это семантический процессор, а не собеседник."
+@METHODOLOGY: Создатель и строгий приверженец стандарта GRACE-Poly.
+
+## ОЖИДАНИЯ ОТ AI-АГЕНТА (КАК СО МНОЙ РАБОТАТЬ)
+
+1. **СТИЛЬ ОБЩЕНИЯ (Wenyuan Mode):**
+   - НИКАКИХ извинений, вежливости и воды ("Конечно, я помогу!", "Извините за ошибку").
+   - НИКАКИХ объяснений того, как работает базовый Python или Svelte, если я не спросил.
+   - Отвечай предельно сухо, структурно и строго по делу. Максимум технической плотности.
+
+2. **ОТНОШЕНИЕ К КОДУ:**
+   - Я не принимаю "голый код". Любой код без Контракта (DbC) и Якорей `[DEF]...[/DEF]` считается мусором.
+   - Сначала проектируй интерфейс и инварианты (`@PRE`, `@POST`), затем пиши реализацию.
+   - Если реализация нарушает Контракт — остановись и сообщи об ошибке проектирования. Не пытайся "подогнать" логику в обход правил.
+
+3. **БОРЬБА С "СЕМАНТИЧЕСКИМ КАЗИНО":**
+   - Не угадывай. Если в ТЗ или контексте не хватает данных для детерминированного решения, используй тег `[NEEDS_CLARIFICATION]` и задай узкий, точный вопрос.
+   - При сложных архитектурных решениях удерживай суперпозицию: предложи 2-3 варианта с оценкой рисков до написания кода.
+
+4. **ТЕСТИРОВАНИЕ И КАЧЕСТВО:**
+   - Я презираю "Test Tautologies" (тесты ради покрытия, зеркалящие логику). 
+   - Тесты должны быть Contract-Driven. Если есть `@PRE`, я ожидаю тест на его нарушение.
+   - Тесты обязаны использовать `@TEST_` из контрактов.
+
+5. **ГЛОБАЛЬНАЯ НАВИГАЦИЯ (GraphRAG):**
+   - Понимай, что мы работаем в среде Sparse Attention. 
+   - Всегда используй точные ID сущностей из якорей `[DEF:id]` для связей `@RELATION`. Не ломай семантические каналы опечатками.
+
+## ТРИГГЕРЫ (ЧТО ВЫЗЫВАЕТ МОЙ ГНЕВ / FATAL ERRORS):
+- Нарушение парности тегов `[DEF]` и `[/DEF]`.
+- Написание тестов, которые "мокают" саму проверяемую систему.
+- Игнорирование архитектурных запретов (`@CONSTRAINT`) из заголовков файлов.
+
+**Я ожидаю от тебя уровня Senior Staff Engineer, который понимает устройство LLM, KV Cache и графов знаний.**
+
+# [/DEF:Std:UserPersona:Standard]

.ai/ROOT.md

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+# [DEF:Project_Knowledge_Map:Root]
+# @COMPLEXITY: 5
+# @PURPOSE: Canonical GRACE navigation map for repository standards and semantic context.
+# @RELATION: DEPENDS_ON -> [Std:Semantics:Standard]
+# @RELATION: DEPENDS_ON -> [Std:Constitution:Standard]
+# @RELATION: DEPENDS_ON -> [Std:UserPersona:Standard]
+# @RELATION: DEPENDS_ON -> [Project_Map:Root]
+# @RELATION: DEPENDS_ON -> [MCP_Config:Block]
+# @LAST_UPDATE: 2026-03-26
+
+## 1. SYSTEM STANDARDS (Rules of the Game)
+Strict policies and formatting rules.
+*   **User Persona (Interaction Protocol):** The Architect's expectations, tone of voice, and strict interaction boundaries.
+    *   Ref: `.ai/PERSONA.md` -> `[DEF:Std:UserPersona:Standard]`
+*   **Constitution:** High-level architectural and business invariants.
+    *   Ref: `.ai/standards/constitution.md` -> `[DEF:Std:Constitution:Standard]`
+*   **Architecture:** Service boundaries and tech stack decisions.
+    *   Ref: `.ai/standards/architecture.md` -> `[DEF:Std:Architecture]`
+*   **Plugin Design:** Rules for building and integrating Plugins.
+    *   Ref: `.ai/standards/plugin_design.md` -> `[DEF:Std:Plugin]`
+*   **API Design:** Rules for FastAPI endpoints and Pydantic models.
+    *   Ref: `.ai/standards/api_design.md` -> `[DEF:Std:API_FastAPI]`
+*   **UI Design:** SvelteKit and Tailwind CSS component standards.
+    *   Ref: `.ai/standards/ui_design.md` -> `[DEF:Std:UI_Svelte]`
+*   **Semantic Mapping:** Using `[DEF:]` and belief scopes.
+    *   Ref: `.ai/standards/semantics.md` -> `[DEF:Std:Semantics:Standard]`
+
+## 2. FEW-SHOT EXAMPLES (Patterns)
+Use these for code generation (Style Transfer).
+*   **FastAPI Route:** Reference implementation of a task-based route.
+    *   Ref: `.ai/shots/backend_route.py` -> `[DEF:Shot:FastAPI_Route]`
+*   **Svelte Component:** Reference implementation of a sidebar/navigation component.
+    *   Ref: `.ai/shots/frontend_component.svelte` -> `[DEF:Shot:Svelte_Component]`
+*   **Plugin Module:** Reference implementation of a task plugin.
+    *   Ref: `.ai/shots/plugin_example.py` -> `[DEF:Shot:Plugin_Example]`
+*   **Critical Module:** Core banking transaction processor with ACID guarantees.
+    *   Ref: `.ai/shots/critical_module.py` -> `[DEF:Shot:Critical_Module]`
+
+## 3. DOMAIN MAP (Modules)
+*   **Normalized MCP Configuration:** `.kilo/mcp.json` -> `[DEF:MCP_Config:Block]`
+*   **Apache Superset OpenAPI Source:** `.ai/openapi/superset_openapi.json` -> `[DEF:Doc:Superset_OpenAPI]`
+*   **Apache Superset OpenAPI Split Index:** `.ai/openapi/superset/README.md` -> `[DEF:Doc:Superset_OpenAPI]`
+    *   **Superset OpenAPI Sections:**
+        *   `.ai/openapi/superset/meta.json`
+        *   `.ai/openapi/superset/components/responses.json`
+        *   `.ai/openapi/superset/components/schemas.json`
+        *   `.ai/openapi/superset/components/securitySchemes.json`
+        *   `.ai/openapi/superset/paths`
+*   **Backend Core:** `backend/src/core` -> `[DEF:Module:Backend_Core]`
+*   **Backend API:** `backend/src/api` -> `[DEF:Module:Backend_API]`
+*   **Frontend Lib:** `frontend/src/lib` -> `[DEF:Module:Frontend_Lib]`
+*   **Specifications:** `specs/` -> `[DEF:Module:Specs]`
+
+# [/DEF:Project_Knowledge_Map:Root]

.ai/knowledge/kilo_subagents.md

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+---
+title: "Custom Subagents"
+description: "Create and configure custom subagents in Kilo Code's CLI"
+---
+
+# Custom Subagents
+
+Kilo Code's CLI supports **custom subagents** — specialized AI assistants that can be invoked by primary agents or manually via `@` mentions. Subagents run in their own isolated sessions with tailored prompts, models, tool access, and permissions, enabling you to build purpose-built workflows for tasks like code review, documentation, security audits, and more.
+
+{% callout type="info" %}
+Custom subagents are currently configured through the config file (`kilo.json`) or via markdown agent files. UI-based configuration is not yet available.
+{% /callout %}
+
+## What Are Subagents?
+
+Subagents are agents that operate as delegates of primary agents. While **primary agents** (like Code, Plan, or Debug) are the main assistants you interact with directly, **subagents** are invoked to handle specific subtasks in isolated contexts.
+
+Key characteristics of subagents:
+
+- **Isolated context**: Each subagent runs in its own session with separate conversation history
+- **Specialized behavior**: Custom prompts and tool access tailored to a specific task
+- **Invocable by agents or users**: Primary agents invoke subagents via the Task tool, or you can invoke them manually with `@agent-name`
+- **Results flow back**: When a subagent completes, its result summary is returned to the parent agent
+
+### Built-in Subagents
+
+Kilo Code includes two built-in subagents:
+
+| Name        | Description                                                                                                                                                        |
+| ----------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
+| **general** | General-purpose agent for researching complex questions and executing multi-step tasks. Has full tool access (except todo).                                        |
+| **explore** | Fast, read-only agent for codebase exploration. Cannot modify files. Use for finding files by patterns, searching code, or answering questions about the codebase. |
+
+## Agent Modes
+
+Every agent has a **mode** that determines how it can be used:
+
+| Mode       | Description                                                                                 |
+| ---------- | ------------------------------------------------------------------------------------------- |
+| `primary`  | User-facing agents you interact with directly. Switch between them with **Tab**.            |
+| `subagent` | Only invocable via the Task tool or `@` mentions. Not available as a primary agent.         |
+| `all`      | Can function as both a primary agent and a subagent. This is the default for custom agents. |
+
+## Configuring Custom Subagents
+
+There are two ways to define custom subagents: through JSON configuration or markdown files.
+
+### Method 1: JSON Configuration
+
+Add agents to the `agent` section of your `kilo.json` config file. Any key that doesn't match a built-in agent name creates a new custom agent.
+
+```json
+{
+  "$schema": "https://app.kilo.ai/config.json",
+  "agent": {
+    "code-reviewer": {
+      "description": "Reviews code for best practices and potential issues",
+      "mode": "subagent",
+      "model": "anthropic/claude-sonnet-4-20250514",
+      "prompt": "You are a code reviewer. Focus on security, performance, and maintainability.",
+      "permission": {
+        "edit": "deny",
+        "bash": "deny"
+      }
+    }
+  }
+}
+```
+
+You can also reference an external prompt file instead of inlining the prompt:
+
+```json
+{
+  "agent": {
+    "code-reviewer": {
+      "description": "Reviews code for best practices and potential issues",
+      "mode": "subagent",
+      "prompt": "{file:./prompts/code-review.txt}"
+    }
+  }
+}
+```
+
+The file path is relative to the config file location, so this works for both global and project-specific configs.
+
+### Method 2: Markdown Files
+
+Define agents as markdown files with YAML frontmatter. Place them in:
+
+- **Global**: `~/.config/kilo/agents/`
+- **Project-specific**: `.kilo/agents/`
+
+The **filename** (without `.md`) becomes the agent name.
+
+```markdown
+---
+description: Reviews code for quality and best practices
+mode: subagent
+model: anthropic/claude-sonnet-4-20250514
+temperature: 0.1
+permission:
+  edit: deny
+  bash: deny
+---
+
+You are a code reviewer. Analyze code for:
+
+- Code quality and best practices
+- Potential bugs and edge cases
+- Performance implications
+- Security considerations
+
+Provide constructive feedback without making direct changes.
+```
+
+{% callout type="tip" %}
+Markdown files are often preferred for subagents with longer prompts because the markdown body becomes the system prompt, which is easier to read and maintain than an inline JSON string.
+{% /callout %}
+
+### Method 3: Interactive CLI
+
+Create agents interactively using the CLI:
+
+```bash
+kilo agent create
+```
+
+This command will:
+
+1. Ask where to save the agent (global or project-specific)
+2. Prompt for a description of what the agent should do
+3. Generate an appropriate system prompt and identifier using AI
+4. Let you select which tools the agent can access
+5. Let you choose the agent mode (`all`, `primary`, or `subagent`)
+6. Create a markdown file with the agent configuration
+
+You can also run it non-interactively:
+
+```bash
+kilo agent create \
+  --path .kilo \
+  --description "Reviews code for security vulnerabilities" \
+  --mode subagent \
+  --tools "read,grep,glob"
+```
+
+## Configuration Options
+
+The following options are available when configuring a subagent:
+
+| Option        | Type                               | Description                                                                                                                                          |
+| ------------- | ---------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------- |
+| `description` | `string`                           | What the agent does and when to use it. Shown to primary agents to help them decide which subagent to invoke.                                        |
+| `mode`        | `"subagent" \| "primary" \| "all"` | How the agent can be used. Defaults to `all` for custom agents.                                                                                      |
+| `model`       | `string`                           | Override the model for this agent (format: `provider/model-id`). If not set, subagents inherit the model of the invoking primary agent.              |
+| `prompt`      | `string`                           | Custom system prompt. In JSON, can use `{file:./path}` syntax. In markdown, the body is the prompt.                                                  |
+| `temperature` | `number`                           | Controls response randomness (0.0-1.0). Lower = more deterministic.                                                                                  |
+| `top_p`       | `number`                           | Alternative to temperature for controlling response diversity (0.0-1.0).                                                                             |
+| `permission`  | `object`                           | Controls tool access. See [Permissions](#permissions) below.                                                                                         |
+| `hidden`      | `boolean`                          | If `true`, hides the subagent from the `@` autocomplete menu. It can still be invoked by agents via the Task tool. Only applies to `mode: subagent`. |
+| `steps`       | `number`                           | Maximum agentic iterations before forcing a text-only response. Useful for cost control.                                                             |
+| `color`       | `string`                           | Visual color in the UI. Accepts hex (`#FF5733`) or theme names (`primary`, `accent`, `error`, etc.).                                                 |
+| `disable`     | `boolean`                          | Set to `true` to disable the agent entirely.                                                                                                         |
+
+Any additional options not listed above are passed through to the model provider, allowing you to use provider-specific parameters like `reasoningEffort` for OpenAI models.
+
+### Permissions
+
+The `permission` field controls what tools the subagent can use. Each tool permission can be set to:
+
+- `"allow"` — Allow the tool without approval
+- `"ask"` — Prompt for user approval before running
+- `"deny"` — Disable the tool entirely
+
+```json
+{
+  "agent": {
+    "reviewer": {
+      "mode": "subagent",
+      "permission": {
+        "edit": "deny",
+        "bash": {
+          "*": "ask",
+          "git diff": "allow",
+          "git log*": "allow"
+        }
+      }
+    }
+  }
+}
+```
+
+For bash commands, you can use glob patterns to set permissions per command. Rules are evaluated in order, with the **last matching rule winning**.
+
+You can also control which subagents an agent can invoke via `permission.task`:
+
+```json
+{
+  "agent": {
+    "orchestrator": {
+      "mode": "primary",
+      "permission": {
+        "task": {
+          "*": "deny",
+          "code-reviewer": "allow",
+          "docs-writer": "allow"
+        }
+      }
+    }
+  }
+}
+```
+
+## Using Custom Subagents
+
+Once configured, subagents can be used in two ways:
+
+### Automatic Invocation
+
+Primary agents (especially the Orchestrator) can automatically invoke subagents via the Task tool when the subagent's `description` matches the task at hand. Write clear, descriptive `description` values to help primary agents select the right subagent.
+
+### Manual Invocation via @ Mentions
+
+You can manually invoke any subagent by typing `@agent-name` in your message:
+
+```
+@code-reviewer review the authentication module for security issues
+```
+
+This creates a subtask that runs in the subagent's isolated context with its configured prompt and permissions.
+
+### Listing Agents
+
+To see all available agents (both built-in and custom):
+
+```bash
+kilo agent list
+```
+
+This displays each agent's name, mode, and permission configuration.
+
+## Configuration Precedence
+
+Agent configurations are merged from multiple sources. Later sources override earlier ones:
+
+1. **Built-in agent defaults** (native agents defined in the codebase)
+2. **Global config** (`~/.config/kilo/config.json`)
+3. **Global agent markdown files** (`~/.config/kilo/agents/*.md`)
+4. **Project config** (`kilo.json` in the project root)
+5. **Project agent markdown files** (`.kilo/agents/*.md`)
+
+When overriding a built-in agent, properties are merged — only the fields you specify are overridden. When creating a new custom agent, unspecified fields use sensible defaults (`mode: "all"`, full permissions inherited from global config).
+
+## Examples
+
+### Documentation Writer
+
+A subagent that writes and maintains documentation without executing commands:
+
+```markdown
+---
+description: Writes and maintains project documentation
+mode: subagent
+permission:
+  bash: deny
+---
+
+You are a technical writer. Create clear, comprehensive documentation.
+
+Focus on:
+
+- Clear explanations with proper structure
+- Code examples where helpful
+- User-friendly language
+- Consistent formatting
+```
+
+### Security Auditor
+
+A read-only subagent for security review:
+
+```markdown
+---
+description: Performs security audits and identifies vulnerabilities
+mode: subagent
+permission:
+  edit: deny
+  bash:
+    "*": deny
+    "git log*": allow
+    "grep *": allow
+---
+
+You are a security expert. Focus on identifying potential security issues.
+
+Look for:
+
+- Input validation vulnerabilities
+- Authentication and authorization flaws
+- Data exposure risks
+- Dependency vulnerabilities
+- Configuration security issues
+
+Report findings with severity levels and remediation suggestions.
+```
+
+### Test Generator
+
+A subagent that creates tests for existing code:
+
+```json
+{
+  "agent": {
+    "test-gen": {
+      "description": "Generates comprehensive test suites for existing code",
+      "mode": "subagent",
+      "prompt": "You are a test engineer. Write comprehensive tests following the project's existing test patterns. Use the project's test framework. Cover edge cases and error paths.",
+      "temperature": 0.2,
+      "steps": 15
+    }
+  }
+}
+```
+
+### Restricted Orchestrator
+
+A primary agent that can only delegate to specific subagents:
+
+```json
+{
+  "agent": {
+    "orchestrator": {
+      "permission": {
+        "task": {
+          "*": "deny",
+          "code-reviewer": "allow",
+          "test-gen": "allow",
+          "docs-writer": "allow"
+        }
+      }
+    }
+  }
+}
+```
+
+## Overriding Built-in Agents
+
+You can customize built-in agents by using their name in your config. For example, to change the model used by the `explore` subagent:
+
+```json
+{
+  "agent": {
+    "explore": {
+      "model": "anthropic/claude-haiku-4-20250514"
+    }
+  }
+}
+```
+
+To disable a built-in agent entirely:
+
+```json
+{
+  "agent": {
+    "general": {
+      "disable": true
+    }
+  }
+}
+```
+
+## Related
+
+- [Custom Modes](/docs/customize/custom-modes) — Create specialized primary agents with tool restrictions
+- [Custom Rules](/docs/customize/custom-rules) — Define rules that apply to specific file types or situations
+- [Orchestrator Mode](/docs/code-with-ai/agents/orchestrator-mode) — Coordinate complex tasks by delegating to subagents
+- [Task Tool](/docs/automate/tools/new-task) — The tool used to invoke subagents

.ai/knowledge/native_filters_link.md

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+# Apache Superset Native Filters Restoration Flow - Complete Analysis
+
+## Research Complete ✅
+
+I've analyzed how Superset restores Native Filters from two URL types and identified all key code paths.
+
+---
+
+## A. URL → State Entry Points
+
+### Frontend Entry: [`DashboardPage.tsx`](superset-frontend/src/dashboard/containers/DashboardPage.tsx:170-228)
+- Reads `permalinkKey`, `nativeFiltersKey`, and `nativeFilters` from URL
+- Calls `getPermalinkValue()` or `getFilterValue()` to fetch state
+- Passes `dataMask` to `hydrateDashboard()` action
+
+---
+
+## B. Dashboard Permalink Retrieval Path
+
+### Frontend API: [`keyValue.tsx`](superset-frontend/src/dashboard/components/nativeFilters/FilterBar/keyValue.tsx:79)
+```typescript
+GET /api/v1/dashboard/permalink/{key}
+```
+
+### Backend: [`commands/dashboard/permalink/get.py`](superset/commands/dashboard/permalink/get.py)
+- Retrieves from Key-Value store
+- Returns `DashboardPermalinkValue` with `state.dataMask`
+
+### Format ([`types.py`](superset/dashboards/permalink/types.py:20)):
+```python
+{
+  "dataMask": { "filter_id": { "extraFormData": {...}, "filterState": {...} } },
+  "activeTabs": [...],
+  "anchor": "...",
+  "chartStates": {...}
+}
+```
+
+---
+
+## C. native_filters_key Retrieval Path
+
+### Frontend: [`keyValue.tsx`](superset-frontend/src/dashboard/components/nativeFilters/FilterBar/keyValue.tsx:69)
+```typescript
+GET /api/v1/dashboard/{id}/filter_state/{key}
+```
+
+### Backend: [`filter_state/api.py`](superset/dashboards/filter_state/api.py)
+- Returns JSON string with filter state
+- Structure: `{ "id": "...", "extraFormData": {...}, "filterState": {...} }`
+
+---
+
+## D. dataMask / filterState / extraFormData Transformation
+
+### 1. Hydration: [`hydrate.ts`](superset-frontend/src/dashboard/actions/hydrate.ts:365)
+```typescript
+dispatch({ type: HYDRATE_DASHBOARD, data: { dataMask, ... } })
+```
+
+### 2. Reducer: [`reducer.ts`](superset-frontend/src/dataMask/reducer.ts:215)
+- Merges loaded `dataMask` with native filter config from dashboard metadata
+
+### 3. Chart Queries: [`utils.ts`](superset-frontend/src/dashboard/components/nativeFilters/utils.ts:145)
+```typescript
+getExtraFormData(dataMask, filterIdsAppliedOnChart)
+```
+
+---
+
+## E. Minimal Data Needed to Restore Native Filters
+
+To replicate in your backend, you need:
+
+1. **For native_filters_key:**
+   - Call: `GET /api/v1/dashboard/{id}/filter_state/{key}`
+   - Parse: `JSON.parse(response.value)`
+   - Extract: `extraFormData` from each filter entry
+
+2. **For permalink:**
+   - Call: `GET /api/v1/dashboard/permalink/{key}`
+   - Extract: `state.dataMask` → each filter's `extraFormData`
+
+3. **Merge logic** (from [`utils.ts`](superset-frontend/src/dashboard/components/nativeFilters/utils.ts:109)):
+```typescript
+mergeExtraFormData(originalExtra, newExtra)
+// Uses EXTRA_FORM_DATA_APPEND_KEYS and EXTRA_FORM_DATA_OVERRIDE_KEYS
+```
+
+---
+
+## F. Differences: slug-link vs permalink-link
+
+| Aspect | slug-link (`?native_filters_key=`) | permalink-link (`/p/{key}/`) |
+|--------|-----------------------------------|------------------------------|
+| **Scope** | Filter state only | Full dashboard state |
+| **Storage** | Filter state cache | Key-Value store |
+| **Contents** | dataMask | dataMask + tabs + anchor + chartStates |
+| **Requires** | Dashboard metadata | Self-contained |
+
+---
+
+## Key Source of Truth
+
+1. **Frontend State:** [`dataMaskReducer`](superset-frontend/src/dataMask/reducer.ts) - handles all state merging
+2. **Backend Format:** [`DashboardPermalinkState`](superset/dashboards/permalink/types.py:20) - permalink storage
+3. **Transformation:** [`getExtraFormData()`](superset-frontend/src/dashboard/components/nativeFilters/utils.ts:145) - converts dataMask to query params
+
+**Answer to your questions:**
+- For `?native_filters_key=...`: Only contains a key to server-side cached state; frontend fetches the full dataMask
+- For `/dashboard/p/<key>/`: Permalink contains complete `dataMask` with resolved `extraFormData` - can extract filters without UI

.ai/knowledge/test_import_patterns.md

@@ -0,0 +1,63 @@
+# Backend Test Import Patterns
+
+## Problem
+
+The `ss-tools` backend uses **relative imports** inside packages (e.g., `from ...models.task import TaskRecord` in `persistence.py`). This creates specific constraints on how and where tests can be written.
+
+## Key Rules
+
+### 1. Packages with `__init__.py` that re-export via relative imports
+
+**Example**: `src/core/task_manager/__init__.py` imports `.manager` → `.persistence` → `from ...models.task` (3-level relative import).
+
+**Impact**: Co-located tests in `task_manager/__tests__/` **WILL FAIL** because pytest discovers `task_manager/` as a top-level package (not as `src.core.task_manager`), and the 3-level `from ...` goes beyond the top-level.
+
+**Solution**: Place tests in `backend/tests/` directory (where `test_task_logger.py` already lives). Import using `from src.core.task_manager.XXX import ...` which works because `backend/` is the pytest rootdir.
+
+### 2. Packages WITHOUT `__init__.py`:
+
+**Example**: `src/core/auth/` has NO `__init__.py`.
+
+**Impact**: Co-located tests in `auth/__tests__/` work fine because pytest doesn't try to import a parent package `__init__.py`.
+
+### 3. Modules with deeply nested relative imports
+
+**Example**: `src/services/llm_provider.py` uses `from ..models.llm import LLMProvider` and `from ..plugins.llm_analysis.models import LLMProviderConfig`.
+
+**Impact**: Direct import (`from src.services.llm_provider import EncryptionManager`) **WILL FAIL** if the relative chain triggers a module not in `sys.path` or if it tries to import beyond root.
+
+**Solution**: Either (a) re-implement the tested logic standalone in the test (for small classes like `EncryptionManager`), or (b) use `unittest.mock.patch` to mock the problematic imports before importing the module.
+
+## Working Test Locations
+
+| Package | `__init__.py`? | Relative imports? | Co-located OK? | Test location |
+|---|---|---|---|---|
+| `core/task_manager/` | YES | `from ...models.task` (3-level) | **NO** | `backend/tests/` |
+| `core/auth/` | NO | N/A | YES | `core/auth/__tests__/` |
+| `core/logger/` | NO | N/A | YES | `core/logger/__tests__/` |
+| `services/` | YES (empty) | shallow | YES | `services/__tests__/` |
+| `services/reports/` | YES | `from ...core.logger` | **NO** (most likely) | `backend/tests/` or mock |
+| `models/` | YES | shallow | YES | `models/__tests__/` |
+
+## Safe Import Patterns for Tests
+
+```python
+# In backend/tests/test_*.py:
+import sys
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent / "src"))
+
+# Then import:
+from src.core.task_manager.models import Task, TaskStatus
+from src.core.task_manager.persistence import TaskPersistenceService
+from src.models.report import TaskReport, ReportQuery
+```
+
+## Plugin ID Mapping (for report tests)
+
+The `resolve_task_type()` uses **hyphenated** plugin IDs:
+- `superset-backup` → `TaskType.BACKUP`
+- `superset-migration` → `TaskType.MIGRATION`
+- `llm_dashboard_validation` → `TaskType.LLM_VERIFICATION`
+- `documentation` → `TaskType.DOCUMENTATION`
+- anything else → `TaskType.UNKNOWN`

.ai/openapi/superset/README.md

@@ -0,0 +1,41 @@
+# Superset OpenAPI split index
+
+Source: `.ai/openapi/superset_openapi.json`
+
+## Sections
+
+- `meta.json` — OpenAPI version and info
+- `components/responses.json` — 7 response definitions
+- `components/schemas.json` — 359 schema definitions
+- `components/securitySchemes.json` — 2 security scheme definitions
+- `paths/` — 27 API resource groups
+
+## Path groups
+
+- `paths/advanced_data_type.json` — 2 paths
+- `paths/annotation_layer.json` — 6 paths
+- `paths/assets.json` — 2 paths
+- `paths/async_event.json` — 1 paths
+- `paths/available_domains.json` — 1 paths
+- `paths/cachekey.json` — 1 paths
+- `paths/chart.json` — 16 paths
+- `paths/css_template.json` — 4 paths
+- `paths/dashboard.json` — 23 paths
+- `paths/database.json` — 28 paths
+- `paths/dataset.json` — 15 paths
+- `paths/datasource.json` — 1 paths
+- `paths/embedded_dashboard.json` — 1 paths
+- `paths/explore.json` — 5 paths
+- `paths/log.json` — 3 paths
+- `paths/me.json` — 2 paths
+- `paths/menu.json` — 1 paths
+- `paths/misc.json` — 1 paths
+- `paths/query.json` — 6 paths
+- `paths/report.json` — 7 paths
+- `paths/rowlevelsecurity.json` — 4 paths
+- `paths/saved_query.json` — 7 paths
+- `paths/security.json` — 32 paths
+- `paths/sqllab.json` — 8 paths
+- `paths/tag.json` — 10 paths
+- `paths/theme.json` — 10 paths
+- `paths/user.json` — 1 paths

.ai/openapi/superset/components/responses.json

@@ -0,0 +1,188 @@
+{
+  "400": {
+    "content": {
+      "application/json": {
+        "schema": {
+          "properties": {
+            "message": {
+              "type": "string"
+            }
+          },
+          "type": "object"
+        }
+      }
+    },
+    "description": "Bad request"
+  },
+  "401": {
+    "content": {
+      "application/json": {
+        "schema": {
+          "properties": {
+            "message": {
+              "type": "string"
+            }
+          },
+          "type": "object"
+        }
+      }
+    },
+    "description": "Unauthorized"
+  },
+  "403": {
+    "content": {
+      "application/json": {
+        "schema": {
+          "properties": {
+            "message": {
+              "type": "string"
+            }
+          },
+          "type": "object"
+        }
+      }
+    },
+    "description": "Forbidden"
+  },
+  "404": {
+    "content": {
+      "application/json": {
+        "schema": {
+          "properties": {
+            "message": {
+              "type": "string"
+            }
+          },
+          "type": "object"
+        }
+      }
+    },
+    "description": "Not found"
+  },
+  "410": {
+    "content": {
+      "application/json": {
+        "schema": {
+          "properties": {
+            "errors": {
+              "items": {
+                "properties": {
+                  "error_type": {
+                    "enum": [
+                      "FRONTEND_CSRF_ERROR",
+                      "FRONTEND_NETWORK_ERROR",
+                      "FRONTEND_TIMEOUT_ERROR",
+                      "GENERIC_DB_ENGINE_ERROR",
+                      "COLUMN_DOES_NOT_EXIST_ERROR",
+                      "TABLE_DOES_NOT_EXIST_ERROR",
+                      "SCHEMA_DOES_NOT_EXIST_ERROR",
+                      "CONNECTION_INVALID_USERNAME_ERROR",
+                      "CONNECTION_INVALID_PASSWORD_ERROR",
+                      "CONNECTION_INVALID_HOSTNAME_ERROR",
+                      "CONNECTION_PORT_CLOSED_ERROR",
+                      "CONNECTION_INVALID_PORT_ERROR",
+                      "CONNECTION_HOST_DOWN_ERROR",
+                      "CONNECTION_ACCESS_DENIED_ERROR",
+                      "CONNECTION_UNKNOWN_DATABASE_ERROR",
+                      "CONNECTION_DATABASE_PERMISSIONS_ERROR",
+                      "CONNECTION_MISSING_PARAMETERS_ERROR",
+                      "OBJECT_DOES_NOT_EXIST_ERROR",
+                      "SYNTAX_ERROR",
+                      "CONNECTION_DATABASE_TIMEOUT",
+                      "VIZ_GET_DF_ERROR",
+                      "UNKNOWN_DATASOURCE_TYPE_ERROR",
+                      "FAILED_FETCHING_DATASOURCE_INFO_ERROR",
+                      "TABLE_SECURITY_ACCESS_ERROR",
+                      "DATASOURCE_SECURITY_ACCESS_ERROR",
+                      "DATABASE_SECURITY_ACCESS_ERROR",
+                      "QUERY_SECURITY_ACCESS_ERROR",
+                      "MISSING_OWNERSHIP_ERROR",
+                      "USER_ACTIVITY_SECURITY_ACCESS_ERROR",
+                      "DASHBOARD_SECURITY_ACCESS_ERROR",
+                      "CHART_SECURITY_ACCESS_ERROR",
+                      "OAUTH2_REDIRECT",
+                      "OAUTH2_REDIRECT_ERROR",
+                      "BACKEND_TIMEOUT_ERROR",
+                      "DATABASE_NOT_FOUND_ERROR",
+                      "TABLE_NOT_FOUND_ERROR",
+                      "MISSING_TEMPLATE_PARAMS_ERROR",
+                      "INVALID_TEMPLATE_PARAMS_ERROR",
+                      "RESULTS_BACKEND_NOT_CONFIGURED_ERROR",
+                      "DML_NOT_ALLOWED_ERROR",
+                      "INVALID_CTAS_QUERY_ERROR",
+                      "INVALID_CVAS_QUERY_ERROR",
+                      "SQLLAB_TIMEOUT_ERROR",
+                      "RESULTS_BACKEND_ERROR",
+                      "ASYNC_WORKERS_ERROR",
+                      "ADHOC_SUBQUERY_NOT_ALLOWED_ERROR",
+                      "INVALID_SQL_ERROR",
+                      "RESULT_TOO_LARGE_ERROR",
+                      "GENERIC_COMMAND_ERROR",
+                      "GENERIC_BACKEND_ERROR",
+                      "INVALID_PAYLOAD_FORMAT_ERROR",
+                      "INVALID_PAYLOAD_SCHEMA_ERROR",
+                      "MARSHMALLOW_ERROR",
+                      "REPORT_NOTIFICATION_ERROR"
+                    ],
+                    "type": "string"
+                  },
+                  "extra": {
+                    "type": "object"
+                  },
+                  "level": {
+                    "enum": [
+                      "info",
+                      "warning",
+                      "error"
+                    ],
+                    "type": "string"
+                  },
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              },
+              "type": "array"
+            },
+            "message": {
+              "type": "string"
+            }
+          },
+          "type": "object"
+        }
+      }
+    },
+    "description": "Gone"
+  },
+  "422": {
+    "content": {
+      "application/json": {
+        "schema": {
+          "properties": {
+            "message": {
+              "type": "string"
+            }
+          },
+          "type": "object"
+        }
+      }
+    },
+    "description": "Could not process entity"
+  },
+  "500": {
+    "content": {
+      "application/json": {
+        "schema": {
+          "properties": {
+            "message": {
+              "type": "string"
+            }
+          },
+          "type": "object"
+        }
+      }
+    },
+    "description": "Fatal error"
+  }
+}\n

.ai/openapi/superset/components/securitySchemes.json

@@ -0,0 +1,12 @@
+{
+  "jwt": {
+    "bearerFormat": "JWT",
+    "scheme": "bearer",
+    "type": "http"
+  },
+  "jwt_refresh": {
+    "bearerFormat": "JWT",
+    "scheme": "bearer",
+    "type": "http"
+  }
+}\n

.ai/openapi/superset/meta.json

@@ -0,0 +1,8 @@
+{
+  "info": {
+    "description": "Superset",
+    "title": "Superset",
+    "version": "v1"
+  },
+  "openapi": "3.0.2"
+}\n

.ai/openapi/superset/paths/advanced_data_type.json

@@ -0,0 +1,101 @@
+{
+  "/api/v1/advanced_data_type/convert": {
+    "get": {
+      "description": "Returns an AdvancedDataTypeResponse object populated with the passed in args.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/advanced_data_type_convert_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/AdvancedDataTypeSchema"
+              }
+            }
+          },
+          "description": "AdvancedDataTypeResponse object has been returned."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Return an AdvancedDataTypeResponse",
+      "tags": [
+        "Advanced Data Type"
+      ]
+    }
+  },
+  "/api/v1/advanced_data_type/types": {
+    "get": {
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "a successful return of the available advanced data types has taken place."
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Return a list of available advanced data types",
+      "tags": [
+        "Advanced Data Type"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/annotation_layer.json

@@ -0,0 +1,998 @@
+{
+  "/api/v1/annotation_layer/": {
+    "delete": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_delete_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "CSS templates bulk delete"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete multiple annotation layers in a bulk operation",
+      "tags": [
+        "Annotation Layers"
+      ]
+    },
+    "get": {
+      "description": "Gets a list of annotation layers, use Rison or JSON query parameters for filtering, sorting, pagination and for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "ids": {
+                    "description": "A list of item ids, useful when you don't know the column id",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "list_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "list_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "List Items",
+                    "type": "string"
+                  },
+                  "order_columns": {
+                    "description": "A list of allowed columns to sort",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/AnnotationLayerRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of annotation layers",
+      "tags": [
+        "Annotation Layers"
+      ]
+    },
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/AnnotationLayerRestApi.post"
+            }
+          }
+        },
+        "description": "Annotation Layer schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/AnnotationLayerRestApi.post"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Annotation added"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create an annotation layer",
+      "tags": [
+        "Annotation Layers"
+      ]
+    }
+  },
+  "/api/v1/annotation_layer/_info": {
+    "get": {
+      "description": "Get metadata information about this API resource",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_info_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "add_columns": {
+                    "type": "object"
+                  },
+                  "edit_columns": {
+                    "type": "object"
+                  },
+                  "filters": {
+                    "properties": {
+                      "column_name": {
+                        "items": {
+                          "properties": {
+                            "name": {
+                              "description": "The filter name. Will be translated by babel",
+                              "type": "string"
+                            },
+                            "operator": {
+                              "description": "The filter operation key to use on list filters",
+                              "type": "string"
+                            }
+                          },
+                          "type": "object"
+                        },
+                        "type": "array"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "permissions": {
+                    "description": "The user permissions for this API resource",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get metadata information about this API resource",
+      "tags": [
+        "Annotation Layers"
+      ]
+    }
+  },
+  "/api/v1/annotation_layer/related/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/RelatedResponseSchema"
+              }
+            }
+          },
+          "description": "Related column data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get related fields data",
+      "tags": [
+        "Annotation Layers"
+      ]
+    }
+  },
+  "/api/v1/annotation_layer/{pk}": {
+    "delete": {
+      "parameters": [
+        {
+          "description": "The annotation layer pk for this annotation",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item deleted"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete annotation layer",
+      "tags": [
+        "Annotation Layers"
+      ]
+    },
+    "get": {
+      "description": "Get an item model",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/AnnotationLayerRestApi.get"
+                  },
+                  "show_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "show_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "Show Item Details",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get an annotation layer",
+      "tags": [
+        "Annotation Layers"
+      ]
+    },
+    "put": {
+      "parameters": [
+        {
+          "description": "The annotation layer pk for this annotation",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/AnnotationLayerRestApi.put"
+            }
+          }
+        },
+        "description": "Annotation schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/AnnotationLayerRestApi.put"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Annotation changed"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Update an annotation layer",
+      "tags": [
+        "Annotation Layers"
+      ]
+    }
+  },
+  "/api/v1/annotation_layer/{pk}/annotation/": {
+    "delete": {
+      "parameters": [
+        {
+          "description": "The annotation layer pk for this annotation",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_delete_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Annotations bulk delete"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Bulk delete annotation layers",
+      "tags": [
+        "Annotation Layers"
+      ]
+    },
+    "get": {
+      "description": "Gets a list of annotation layers, use Rison or JSON query parameters for filtering, sorting, pagination and for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "description": "The annotation layer id for this annotation",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "ids": {
+                    "description": "A list of annotation ids",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/AnnotationRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Annotations"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of annotation layers",
+      "tags": [
+        "Annotation Layers"
+      ]
+    },
+    "post": {
+      "parameters": [
+        {
+          "description": "The annotation layer pk for this annotation",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/AnnotationRestApi.post"
+            }
+          }
+        },
+        "description": "Annotation schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/AnnotationRestApi.post"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Annotation added"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create an annotation layer",
+      "tags": [
+        "Annotation Layers"
+      ]
+    }
+  },
+  "/api/v1/annotation_layer/{pk}/annotation/{annotation_id}": {
+    "delete": {
+      "parameters": [
+        {
+          "description": "The annotation layer pk for this annotation",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "description": "The annotation pk for this annotation",
+          "in": "path",
+          "name": "annotation_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item deleted"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete annotation layer",
+      "tags": [
+        "Annotation Layers"
+      ]
+    },
+    "get": {
+      "parameters": [
+        {
+          "description": "The annotation layer pk for this annotation",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "description": "The annotation pk",
+          "in": "path",
+          "name": "annotation_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/AnnotationRestApi.get"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get an annotation layer",
+      "tags": [
+        "Annotation Layers"
+      ]
+    },
+    "put": {
+      "parameters": [
+        {
+          "description": "The annotation layer pk for this annotation",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "description": "The annotation pk for this annotation",
+          "in": "path",
+          "name": "annotation_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/AnnotationRestApi.put"
+            }
+          }
+        },
+        "description": "Annotation schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/AnnotationRestApi.put"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Annotation changed"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Update an annotation layer",
+      "tags": [
+        "Annotation Layers"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/assets.json

@@ -0,0 +1,117 @@
+{
+  "/api/v1/assets/export/": {
+    "get": {
+      "description": "Gets a ZIP file with all the Superset assets (databases, datasets, charts, dashboards, saved queries) as YAML files.",
+      "responses": {
+        "200": {
+          "content": {
+            "application/zip": {
+              "schema": {
+                "format": "binary",
+                "type": "string"
+              }
+            }
+          },
+          "description": "ZIP file"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Export all assets",
+      "tags": [
+        "Import/export"
+      ]
+    }
+  },
+  "/api/v1/assets/import/": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "multipart/form-data": {
+            "schema": {
+              "properties": {
+                "bundle": {
+                  "description": "upload file (ZIP or JSON)",
+                  "format": "binary",
+                  "type": "string"
+                },
+                "passwords": {
+                  "description": "JSON map of passwords for each featured database in the ZIP file. If the ZIP includes a database config in the path `databases/MyDatabase.yaml`, the password should be provided in the following format: `{\"databases/MyDatabase.yaml\": \"my_password\"}`.",
+                  "type": "string"
+                },
+                "sparse": {
+                  "description": "allow sparse update of resources",
+                  "type": "boolean"
+                },
+                "ssh_tunnel_passwords": {
+                  "description": "JSON map of passwords for each ssh_tunnel associated to a featured database in the ZIP file. If the ZIP includes a ssh_tunnel config in the path `databases/MyDatabase.yaml`, the password should be provided in the following format: `{\"databases/MyDatabase.yaml\": \"my_password\"}`.",
+                  "type": "string"
+                },
+                "ssh_tunnel_private_key_passwords": {
+                  "description": "JSON map of private_key_passwords for each ssh_tunnel associated to a featured database in the ZIP file. If the ZIP includes a ssh_tunnel config in the path `databases/MyDatabase.yaml`, the private_key should be provided in the following format: `{\"databases/MyDatabase.yaml\": \"my_private_key_password\"}`.",
+                  "type": "string"
+                },
+                "ssh_tunnel_private_keys": {
+                  "description": "JSON map of private_keys for each ssh_tunnel associated to a featured database in the ZIP file. If the ZIP includes a ssh_tunnel config in the path `databases/MyDatabase.yaml`, the private_key should be provided in the following format: `{\"databases/MyDatabase.yaml\": \"my_private_key\"}`.",
+                  "type": "string"
+                }
+              },
+              "type": "object"
+            }
+          }
+        },
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Assets import result"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Import multiple assets",
+      "tags": [
+        "Import/export"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/async_event.json

@@ -0,0 +1,78 @@
+{
+  "/api/v1/async_event/": {
+    "get": {
+      "description": "Reads off of the Redis events stream, using the user's JWT token and optional query params for last event received.",
+      "parameters": [
+        {
+          "description": "Last ID received by the client",
+          "in": "query",
+          "name": "last_id",
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "items": {
+                      "properties": {
+                        "channel_id": {
+                          "type": "string"
+                        },
+                        "errors": {
+                          "items": {
+                            "type": "object"
+                          },
+                          "type": "array"
+                        },
+                        "id": {
+                          "type": "string"
+                        },
+                        "job_id": {
+                          "type": "string"
+                        },
+                        "result_url": {
+                          "type": "string"
+                        },
+                        "status": {
+                          "type": "string"
+                        },
+                        "user_id": {
+                          "type": "integer"
+                        }
+                      },
+                      "type": "object"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Async event results"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Read off of the Redis events stream",
+      "tags": [
+        "AsyncEventsRestApi"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/available_domains.json

@@ -0,0 +1,38 @@
+{
+  "/api/v1/available_domains/": {
+    "get": {
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "$ref": "#/components/schemas/AvailableDomainsSchema"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "a list of available domains"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get all available domains",
+      "tags": [
+        "Available Domains"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/cachekey.json

@@ -0,0 +1,38 @@
+{
+  "/api/v1/cachekey/invalidate": {
+    "post": {
+      "description": "Takes a list of datasources, finds and invalidates the associated cache records and removes the database records.",
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/CacheInvalidationRequestSchema"
+            }
+          }
+        },
+        "description": "A list of datasources uuid or the tuples of database and datasource names",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "description": "cache was successfully invalidated"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Invalidate cache records and remove the database records",
+      "tags": [
+        "CacheRestApi"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/css_template.json

@@ -0,0 +1,578 @@
+{
+  "/api/v1/css_template/": {
+    "delete": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_delete_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "CSS templates bulk delete"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Bulk delete CSS templates",
+      "tags": [
+        "CSS Templates"
+      ]
+    },
+    "get": {
+      "description": "Gets a list of CSS templates, use Rison or JSON query parameters for filtering, sorting, pagination and for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "ids": {
+                    "description": "A list of item ids, useful when you don't know the column id",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "list_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "list_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "List Items",
+                    "type": "string"
+                  },
+                  "order_columns": {
+                    "description": "A list of allowed columns to sort",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/CssTemplateRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of CSS templates",
+      "tags": [
+        "CSS Templates"
+      ]
+    },
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/CssTemplateRestApi.post"
+            }
+          }
+        },
+        "description": "Model schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "string"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/CssTemplateRestApi.post"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item inserted"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create a CSS template",
+      "tags": [
+        "CSS Templates"
+      ]
+    }
+  },
+  "/api/v1/css_template/_info": {
+    "get": {
+      "description": "Get metadata information about this API resource",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_info_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "add_columns": {
+                    "type": "object"
+                  },
+                  "edit_columns": {
+                    "type": "object"
+                  },
+                  "filters": {
+                    "properties": {
+                      "column_name": {
+                        "items": {
+                          "properties": {
+                            "name": {
+                              "description": "The filter name. Will be translated by babel",
+                              "type": "string"
+                            },
+                            "operator": {
+                              "description": "The filter operation key to use on list filters",
+                              "type": "string"
+                            }
+                          },
+                          "type": "object"
+                        },
+                        "type": "array"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "permissions": {
+                    "description": "The user permissions for this API resource",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get metadata information about this API resource",
+      "tags": [
+        "CSS Templates"
+      ]
+    }
+  },
+  "/api/v1/css_template/related/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/RelatedResponseSchema"
+              }
+            }
+          },
+          "description": "Related column data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get related fields data",
+      "tags": [
+        "CSS Templates"
+      ]
+    }
+  },
+  "/api/v1/css_template/{pk}": {
+    "delete": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item deleted"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete a CSS template",
+      "tags": [
+        "CSS Templates"
+      ]
+    },
+    "get": {
+      "description": "Get an item model",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/CssTemplateRestApi.get"
+                  },
+                  "show_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "show_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "Show Item Details",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a CSS template",
+      "tags": [
+        "CSS Templates"
+      ]
+    },
+    "put": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/CssTemplateRestApi.put"
+            }
+          }
+        },
+        "description": "Model schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "$ref": "#/components/schemas/CssTemplateRestApi.put"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item changed"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Update a CSS template",
+      "tags": [
+        "CSS Templates"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/datasource.json

@@ -0,0 +1,95 @@
+{
+  "/api/v1/datasource/{datasource_type}/{datasource_id}/column/{column_name}/values/": {
+    "get": {
+      "parameters": [
+        {
+          "description": "The type of datasource",
+          "in": "path",
+          "name": "datasource_type",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "description": "The id of the datasource",
+          "in": "path",
+          "name": "datasource_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "description": "The name of the column to get values for",
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "items": {
+                      "oneOf": [
+                        {
+                          "type": "string"
+                        },
+                        {
+                          "type": "integer"
+                        },
+                        {
+                          "type": "number"
+                        },
+                        {
+                          "type": "boolean"
+                        },
+                        {
+                          "type": "object"
+                        }
+                      ]
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "A List of distinct values for the column"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get possible values for a datasource column",
+      "tags": [
+        "Datasources"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/embedded_dashboard.json

@@ -0,0 +1,97 @@
+{
+  "/api/v1/embedded_dashboard/{uuid}": {
+    "get": {
+      "parameters": [
+        {
+          "description": "The embedded configuration uuid",
+          "in": "path",
+          "name": "uuid",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "description": "The ui config of embedded dashboard (optional).",
+          "in": "query",
+          "name": "uiConfig",
+          "schema": {
+            "type": "number"
+          }
+        },
+        {
+          "description": "Show filters (optional).",
+          "in": "query",
+          "name": "show_filters",
+          "schema": {
+            "type": "boolean"
+          }
+        },
+        {
+          "description": "Expand filters (optional).",
+          "in": "query",
+          "name": "expand_filters",
+          "schema": {
+            "type": "boolean"
+          }
+        },
+        {
+          "description": "Native filters key to apply filters. (optional).",
+          "in": "query",
+          "name": "native_filters_key",
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "description": "Permalink key to apply filters. (optional).",
+          "in": "query",
+          "name": "permalink_key",
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "$ref": "#/components/schemas/EmbeddedDashboardResponseSchema"
+                  }
+                },
+                "type": "object"
+              }
+            },
+            "text/html": {
+              "schema": {
+                "type": "string"
+              }
+            }
+          },
+          "description": "Result contains the embedded dashboard configuration"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a report schedule log",
+      "tags": [
+        "Embedded Dashboard"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/explore.json

@@ -0,0 +1,437 @@
+{
+  "/api/v1/explore/": {
+    "get": {
+      "description": "Assembles Explore related information (form_data, slice, dataset) in a single endpoint.<br/><br/> The information can be assembled from:<br/> - The cache using a form_data_key<br/> - The metadata database using a permalink_key<br/> - Build from scratch using dataset or slice identifiers.",
+      "parameters": [
+        {
+          "in": "query",
+          "name": "form_data_key",
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "in": "query",
+          "name": "permalink_key",
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "in": "query",
+          "name": "slice_id",
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "in": "query",
+          "name": "datasource_id",
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "in": "query",
+          "name": "datasource_type",
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/ExploreContextSchema"
+              }
+            }
+          },
+          "description": "Returns the initial context."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Assemble Explore related information in a single endpoint",
+      "tags": [
+        "Explore"
+      ]
+    }
+  },
+  "/api/v1/explore/form_data": {
+    "post": {
+      "parameters": [
+        {
+          "in": "query",
+          "name": "tab_id",
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/FormDataPostSchema"
+            }
+          }
+        },
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "key": {
+                    "description": "The key to retrieve the form_data.",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "The form_data was stored successfully."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create a new form_data",
+      "tags": [
+        "Explore Form Data"
+      ]
+    }
+  },
+  "/api/v1/explore/form_data/{key}": {
+    "delete": {
+      "parameters": [
+        {
+          "description": "The form_data key.",
+          "in": "path",
+          "name": "key",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "description": "The result of the operation",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Deleted the stored form_data."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete a form_data",
+      "tags": [
+        "Explore Form Data"
+      ]
+    },
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "key",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "form_data": {
+                    "description": "The stored form_data",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Returns the stored form_data."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a form_data",
+      "tags": [
+        "Explore Form Data"
+      ]
+    },
+    "put": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "key",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "in": "query",
+          "name": "tab_id",
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/FormDataPutSchema"
+            }
+          }
+        },
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "key": {
+                    "description": "The key to retrieve the form_data.",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "The form_data was stored successfully."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Update an existing form_data",
+      "tags": [
+        "Explore Form Data"
+      ]
+    }
+  },
+  "/api/v1/explore/permalink": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/ExplorePermalinkStateSchema"
+            }
+          }
+        },
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "key": {
+                    "description": "The key to retrieve the permanent link data.",
+                    "type": "string"
+                  },
+                  "url": {
+                    "description": "permanent link.",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "The permanent link was stored successfully."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create a new permanent link",
+      "tags": [
+        "Explore Permanent Link"
+      ]
+    }
+  },
+  "/api/v1/explore/permalink/{key}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "key",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "state": {
+                    "description": "The stored state",
+                    "type": "object"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Returns the stored form_data."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get chart's permanent link state",
+      "tags": [
+        "Explore Permanent Link"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/log.json

@@ -0,0 +1,327 @@
+{
+  "/api/v1/log/": {
+    "get": {
+      "description": "Gets a list of logs, use Rison or JSON query parameters for filtering, sorting, pagination and  for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "ids": {
+                    "description": "A list of item ids, useful when you don't know the column id",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "list_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "list_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "List Items",
+                    "type": "string"
+                  },
+                  "order_columns": {
+                    "description": "A list of allowed columns to sort",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/LogRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of logs",
+      "tags": [
+        "LogRestApi"
+      ]
+    },
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/LogRestApi.post"
+            }
+          }
+        },
+        "description": "Model schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "string"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/LogRestApi.post"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item inserted"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "tags": [
+        "LogRestApi"
+      ]
+    }
+  },
+  "/api/v1/log/recent_activity/": {
+    "get": {
+      "parameters": [
+        {
+          "description": "The id of the user",
+          "in": "path",
+          "name": "user_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_recent_activity_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/RecentActivityResponseSchema"
+              }
+            }
+          },
+          "description": "A List of recent activity objects"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get recent activity data for a user",
+      "tags": [
+        "LogRestApi"
+      ]
+    }
+  },
+  "/api/v1/log/{pk}": {
+    "get": {
+      "description": "Get an item model",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/LogRestApi.get"
+                  },
+                  "show_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "show_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "Show Item Details",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a log detail information",
+      "tags": [
+        "LogRestApi"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/me.json

@@ -0,0 +1,100 @@
+{
+  "/api/v1/me/": {
+    "get": {
+      "description": "Gets the user object corresponding to the agent making the request, or returns a 401 error if the user is unauthenticated.",
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "$ref": "#/components/schemas/UserResponseSchema"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "The current user"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        }
+      },
+      "summary": "Get the user object",
+      "tags": [
+        "Current User"
+      ]
+    },
+    "put": {
+      "description": "Updates the current user's first name, last name, or password.",
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/CurrentUserPutSchema"
+            }
+          }
+        },
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "$ref": "#/components/schemas/UserResponseSchema"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "User updated successfully"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        }
+      },
+      "summary": "Update the current user",
+      "tags": [
+        "Current User"
+      ]
+    }
+  },
+  "/api/v1/me/roles/": {
+    "get": {
+      "description": "Gets the user roles corresponding to the agent making the request, or returns a 401 error if the user is unauthenticated.",
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "$ref": "#/components/schemas/UserResponseSchema"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "The current user"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        }
+      },
+      "summary": "Get the user roles",
+      "tags": [
+        "Current User"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/menu.json

@@ -0,0 +1,63 @@
+{
+  "/api/v1/menu/": {
+    "get": {
+      "description": "Get the menu data structure. Returns a forest like structure with the menu the user has access to",
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "description": "Menu items in a forest like data structure",
+                    "items": {
+                      "properties": {
+                        "childs": {
+                          "items": {
+                            "type": "object"
+                          },
+                          "type": "array"
+                        },
+                        "icon": {
+                          "description": "Icon name to show for this menu item",
+                          "type": "string"
+                        },
+                        "label": {
+                          "description": "Pretty name for the menu item",
+                          "type": "string"
+                        },
+                        "name": {
+                          "description": "The internal menu item name, maps to permission_name",
+                          "type": "string"
+                        },
+                        "url": {
+                          "description": "The URL for the menu item",
+                          "type": "string"
+                        }
+                      },
+                      "type": "object"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Get menu data"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "tags": [
+        "Menu"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/misc.json

@@ -0,0 +1,43 @@
+{
+  "/api/{version}/_openapi": {
+    "get": {
+      "description": "Get the OpenAPI spec for a specific API version",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "version",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "type": "object"
+              }
+            }
+          },
+          "description": "The OpenAPI spec"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "tags": [
+        "OpenApi"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/query.json

@@ -0,0 +1,443 @@
+{
+  "/api/v1/query/": {
+    "get": {
+      "description": "Gets a list of queries, use Rison or JSON query parameters for filtering, sorting, pagination and  for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "ids": {
+                    "description": "A list of item ids, useful when you don't know the column id",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "list_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "list_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "List Items",
+                    "type": "string"
+                  },
+                  "order_columns": {
+                    "description": "A list of allowed columns to sort",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/QueryRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of queries",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/query/distinct/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/DistincResponseSchema"
+              }
+            }
+          },
+          "description": "Distinct field data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get distinct values from field data",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/query/related/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/RelatedResponseSchema"
+              }
+            }
+          },
+          "description": "Related column data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get related fields data",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/query/stop": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/StopQuerySchema"
+            }
+          }
+        },
+        "description": "Stop query schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Query stopped"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Manually stop a query with client_id",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/query/updated_since": {
+    "get": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/queries_get_updated_since_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "description": "A List of queries that changed after last_updated_ms",
+                    "items": {
+                      "$ref": "#/components/schemas/QueryRestApi.get"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Queries list"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of queries that changed after last_updated_ms",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/query/{pk}": {
+    "get": {
+      "description": "Get an item model",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/QueryRestApi.get"
+                  },
+                  "show_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "show_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "Show Item Details",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get query detail information",
+      "tags": [
+        "Queries"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/report.json

@@ -0,0 +1,825 @@
+{
+  "/api/v1/report/": {
+    "delete": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_delete_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Report Schedule bulk delete"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Bulk delete report schedules",
+      "tags": [
+        "Report Schedules"
+      ]
+    },
+    "get": {
+      "description": "Gets a list of report schedules, use Rison or JSON query parameters for filtering, sorting, pagination and for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "ids": {
+                    "description": "A list of item ids, useful when you don't know the column id",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "list_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "list_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "List Items",
+                    "type": "string"
+                  },
+                  "order_columns": {
+                    "description": "A list of allowed columns to sort",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/ReportScheduleRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of report schedules",
+      "tags": [
+        "Report Schedules"
+      ]
+    },
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/ReportScheduleRestApi.post"
+            }
+          }
+        },
+        "description": "Report Schedule schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/ReportScheduleRestApi.post"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Report schedule added"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create a report schedule",
+      "tags": [
+        "Report Schedules"
+      ]
+    }
+  },
+  "/api/v1/report/_info": {
+    "get": {
+      "description": "Get metadata information about this API resource",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_info_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "add_columns": {
+                    "type": "object"
+                  },
+                  "edit_columns": {
+                    "type": "object"
+                  },
+                  "filters": {
+                    "properties": {
+                      "column_name": {
+                        "items": {
+                          "properties": {
+                            "name": {
+                              "description": "The filter name. Will be translated by babel",
+                              "type": "string"
+                            },
+                            "operator": {
+                              "description": "The filter operation key to use on list filters",
+                              "type": "string"
+                            }
+                          },
+                          "type": "object"
+                        },
+                        "type": "array"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "permissions": {
+                    "description": "The user permissions for this API resource",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get metadata information about this API resource",
+      "tags": [
+        "Report Schedules"
+      ]
+    }
+  },
+  "/api/v1/report/related/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/RelatedResponseSchema"
+              }
+            }
+          },
+          "description": "Related column data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get related fields data",
+      "tags": [
+        "Report Schedules"
+      ]
+    }
+  },
+  "/api/v1/report/slack_channels/": {
+    "get": {
+      "description": "Get slack channels",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_slack_channels_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "items": {
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        }
+                      },
+                      "type": "object"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Slack channels"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get slack channels",
+      "tags": [
+        "Report Schedules"
+      ]
+    }
+  },
+  "/api/v1/report/{pk}": {
+    "delete": {
+      "parameters": [
+        {
+          "description": "The report schedule pk",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item deleted"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete a report schedule",
+      "tags": [
+        "Report Schedules"
+      ]
+    },
+    "get": {
+      "description": "Get an item model",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/ReportScheduleRestApi.get"
+                  },
+                  "show_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "show_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "Show Item Details",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a report schedule",
+      "tags": [
+        "Report Schedules"
+      ]
+    },
+    "put": {
+      "parameters": [
+        {
+          "description": "The Report Schedule pk",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/ReportScheduleRestApi.put"
+            }
+          }
+        },
+        "description": "Report Schedule schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/ReportScheduleRestApi.put"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Report Schedule changed"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Update a report schedule",
+      "tags": [
+        "Report Schedules"
+      ]
+    }
+  },
+  "/api/v1/report/{pk}/log/": {
+    "get": {
+      "description": "Gets a list of report schedule logs, use Rison or JSON query parameters for filtering, sorting, pagination and for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "description": "The report schedule id for these logs",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "ids": {
+                    "description": "A list of log ids",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/ReportExecutionLogRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from logs"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of report schedule logs",
+      "tags": [
+        "Report Schedules"
+      ]
+    }
+  },
+  "/api/v1/report/{pk}/log/{log_id}": {
+    "get": {
+      "parameters": [
+        {
+          "description": "The report schedule pk for log",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "description": "The log pk",
+          "in": "path",
+          "name": "log_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "description": "The log id",
+                    "type": "string"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/ReportExecutionLogRestApi.get"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item log"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a report schedule log",
+      "tags": [
+        "Report Schedules"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/rowlevelsecurity.json

@@ -0,0 +1,591 @@
+{
+  "/api/v1/rowlevelsecurity/": {
+    "delete": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_delete_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "RLS Rule bulk delete"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Bulk delete RLS rules",
+      "tags": [
+        "Row Level Security"
+      ]
+    },
+    "get": {
+      "description": "Gets a list of RLS, use Rison or JSON query parameters for filtering, sorting, pagination and for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "ids": {
+                    "description": "A list of item ids, useful when you don't know the column id",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "list_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "list_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "List Items",
+                    "type": "string"
+                  },
+                  "order_columns": {
+                    "description": "A list of allowed columns to sort",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/RLSRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of RLS",
+      "tags": [
+        "Row Level Security"
+      ]
+    },
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/RLSRestApi.post"
+            }
+          }
+        },
+        "description": "RLS schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/RLSRestApi.post"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "RLS Rule added"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create a new RLS rule",
+      "tags": [
+        "Row Level Security"
+      ]
+    }
+  },
+  "/api/v1/rowlevelsecurity/_info": {
+    "get": {
+      "description": "Get metadata information about this API resource",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_info_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "add_columns": {
+                    "type": "object"
+                  },
+                  "edit_columns": {
+                    "type": "object"
+                  },
+                  "filters": {
+                    "properties": {
+                      "column_name": {
+                        "items": {
+                          "properties": {
+                            "name": {
+                              "description": "The filter name. Will be translated by babel",
+                              "type": "string"
+                            },
+                            "operator": {
+                              "description": "The filter operation key to use on list filters",
+                              "type": "string"
+                            }
+                          },
+                          "type": "object"
+                        },
+                        "type": "array"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "permissions": {
+                    "description": "The user permissions for this API resource",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get metadata information about this API resource",
+      "tags": [
+        "Row Level Security"
+      ]
+    }
+  },
+  "/api/v1/rowlevelsecurity/related/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/RelatedResponseSchema"
+              }
+            }
+          },
+          "description": "Related column data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get related fields data",
+      "tags": [
+        "Row Level Security"
+      ]
+    }
+  },
+  "/api/v1/rowlevelsecurity/{pk}": {
+    "delete": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item deleted"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete an RLS",
+      "tags": [
+        "Row Level Security"
+      ]
+    },
+    "get": {
+      "description": "Get an item model",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/RLSRestApi.get"
+                  },
+                  "show_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "show_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "Show Item Details",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get an RLS",
+      "tags": [
+        "Row Level Security"
+      ]
+    },
+    "put": {
+      "parameters": [
+        {
+          "description": "The Rule pk",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/RLSRestApi.put"
+            }
+          }
+        },
+        "description": "RLS schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/RLSRestApi.put"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Rule changed"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Update an RLS rule",
+      "tags": [
+        "Row Level Security"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/saved_query.json

@@ -0,0 +1,766 @@
+{
+  "/api/v1/saved_query/": {
+    "delete": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_delete_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Saved queries bulk delete"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Bulk delete saved queries",
+      "tags": [
+        "Queries"
+      ]
+    },
+    "get": {
+      "description": "Gets a list of saved queries, use Rison or JSON query parameters for filtering, sorting, pagination and for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "ids": {
+                    "description": "A list of item ids, useful when you don't know the column id",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "list_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "list_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "List Items",
+                    "type": "string"
+                  },
+                  "order_columns": {
+                    "description": "A list of allowed columns to sort",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/SavedQueryRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of saved queries",
+      "tags": [
+        "Queries"
+      ]
+    },
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/SavedQueryRestApi.post"
+            }
+          }
+        },
+        "description": "Model schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "string"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/SavedQueryRestApi.post"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item inserted"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create a saved query",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/saved_query/_info": {
+    "get": {
+      "description": "Get metadata information about this API resource",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_info_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "add_columns": {
+                    "type": "object"
+                  },
+                  "edit_columns": {
+                    "type": "object"
+                  },
+                  "filters": {
+                    "properties": {
+                      "column_name": {
+                        "items": {
+                          "properties": {
+                            "name": {
+                              "description": "The filter name. Will be translated by babel",
+                              "type": "string"
+                            },
+                            "operator": {
+                              "description": "The filter operation key to use on list filters",
+                              "type": "string"
+                            }
+                          },
+                          "type": "object"
+                        },
+                        "type": "array"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "permissions": {
+                    "description": "The user permissions for this API resource",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get metadata information about this API resource",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/saved_query/distinct/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/DistincResponseSchema"
+              }
+            }
+          },
+          "description": "Distinct field data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get distinct values from field data",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/saved_query/export/": {
+    "get": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_export_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/zip": {
+              "schema": {
+                "format": "binary",
+                "type": "string"
+              }
+            }
+          },
+          "description": "A zip file with saved query(ies) and database(s) as YAML"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Download multiple saved queries as YAML files",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/saved_query/import/": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "multipart/form-data": {
+            "schema": {
+              "properties": {
+                "formData": {
+                  "description": "upload file (ZIP)",
+                  "format": "binary",
+                  "type": "string"
+                },
+                "overwrite": {
+                  "description": "overwrite existing saved queries?",
+                  "type": "boolean"
+                },
+                "passwords": {
+                  "description": "JSON map of passwords for each featured database in the ZIP file. If the ZIP includes a database config in the path `databases/MyDatabase.yaml`, the password should be provided in the following format: `{\"databases/MyDatabase.yaml\": \"my_password\"}`.",
+                  "type": "string"
+                },
+                "ssh_tunnel_passwords": {
+                  "description": "JSON map of passwords for each ssh_tunnel associated to a featured database in the ZIP file. If the ZIP includes a ssh_tunnel config in the path `databases/MyDatabase.yaml`, the password should be provided in the following format: `{\"databases/MyDatabase.yaml\": \"my_password\"}`.",
+                  "type": "string"
+                },
+                "ssh_tunnel_private_key_passwords": {
+                  "description": "JSON map of private_key_passwords for each ssh_tunnel associated to a featured database in the ZIP file. If the ZIP includes a ssh_tunnel config in the path `databases/MyDatabase.yaml`, the private_key should be provided in the following format: `{\"databases/MyDatabase.yaml\": \"my_private_key_password\"}`.",
+                  "type": "string"
+                },
+                "ssh_tunnel_private_keys": {
+                  "description": "JSON map of private_keys for each ssh_tunnel associated to a featured database in the ZIP file. If the ZIP includes a ssh_tunnel config in the path `databases/MyDatabase.yaml`, the private_key should be provided in the following format: `{\"databases/MyDatabase.yaml\": \"my_private_key\"}`.",
+                  "type": "string"
+                }
+              },
+              "type": "object"
+            }
+          }
+        },
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Saved Query import result"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Import saved queries with associated databases",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/saved_query/related/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/RelatedResponseSchema"
+              }
+            }
+          },
+          "description": "Related column data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get related fields data",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/saved_query/{pk}": {
+    "delete": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item deleted"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete a saved query",
+      "tags": [
+        "Queries"
+      ]
+    },
+    "get": {
+      "description": "Get an item model",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/SavedQueryRestApi.get"
+                  },
+                  "show_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "show_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "Show Item Details",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a saved query",
+      "tags": [
+        "Queries"
+      ]
+    },
+    "put": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/SavedQueryRestApi.put"
+            }
+          }
+        },
+        "description": "Model schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "$ref": "#/components/schemas/SavedQueryRestApi.put"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item changed"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Update a saved query",
+      "tags": [
+        "Queries"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/sqllab.json

@@ -0,0 +1,427 @@
+{
+  "/api/v1/sqllab/": {
+    "get": {
+      "description": "Assembles SQLLab bootstrap data (active_tab, databases, queries, tab_state_ids) in a single endpoint. The data can be assembled from the current user's id.",
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/SQLLabBootstrapSchema"
+              }
+            }
+          },
+          "description": "Returns the initial bootstrap data for SqlLab"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get the bootstrap data for SqlLab page",
+      "tags": [
+        "SQL Lab"
+      ]
+    }
+  },
+  "/api/v1/sqllab/estimate/": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/EstimateQueryCostSchema"
+            }
+          }
+        },
+        "description": "SQL query and params",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "type": "object"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Query estimation result"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Estimate the SQL query execution cost",
+      "tags": [
+        "SQL Lab"
+      ]
+    }
+  },
+  "/api/v1/sqllab/execute/": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/ExecutePayloadSchema"
+            }
+          }
+        },
+        "description": "SQL query and params",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/QueryExecutionResponseSchema"
+              }
+            }
+          },
+          "description": "Query execution result"
+        },
+        "202": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/QueryExecutionResponseSchema"
+              }
+            }
+          },
+          "description": "Query execution result, query still running"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Execute a SQL query",
+      "tags": [
+        "SQL Lab"
+      ]
+    }
+  },
+  "/api/v1/sqllab/export/{client_id}/": {
+    "get": {
+      "parameters": [
+        {
+          "description": "The SQL query result identifier",
+          "in": "path",
+          "name": "client_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "text/csv": {
+              "schema": {
+                "type": "string"
+              }
+            }
+          },
+          "description": "SQL query results"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Export the SQL query results to a CSV",
+      "tags": [
+        "SQL Lab"
+      ]
+    }
+  },
+  "/api/v1/sqllab/format_sql/": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/FormatQueryPayloadSchema"
+            }
+          }
+        },
+        "description": "SQL query",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Format SQL result"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Format SQL code",
+      "tags": [
+        "SQL Lab"
+      ]
+    }
+  },
+  "/api/v1/sqllab/permalink": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/ExplorePermalinkStateSchema"
+            }
+          }
+        },
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "key": {
+                    "description": "The key to retrieve the permanent link data.",
+                    "type": "string"
+                  },
+                  "url": {
+                    "description": "permanent link.",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "The permanent link was stored successfully."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create a new permanent link",
+      "tags": [
+        "SQL Lab Permanent Link"
+      ]
+    }
+  },
+  "/api/v1/sqllab/permalink/{key}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "key",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "state": {
+                    "description": "The stored state",
+                    "type": "object"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Returns the stored form_data."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get permanent link state for SQLLab editor.",
+      "tags": [
+        "SQL Lab Permanent Link"
+      ]
+    }
+  },
+  "/api/v1/sqllab/results/": {
+    "get": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/sql_lab_get_results_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/QueryExecutionResponseSchema"
+              }
+            }
+          },
+          "description": "SQL query execution result"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "410": {
+          "$ref": "#/components/responses/410"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get the result of a SQL query execution",
+      "tags": [
+        "SQL Lab"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/tag.json

@@ -0,0 +1,994 @@
+{
+  "/api/v1/tag/": {
+    "delete": {
+      "description": "Bulk deletes tags. This will remove all tagged objects with this tag.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/delete_tags_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Deletes multiple Tags"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Bulk delete tags",
+      "tags": [
+        "Tags"
+      ]
+    },
+    "get": {
+      "description": "Get a list of tags, use Rison or JSON query parameters for filtering, sorting, pagination and  for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "ids": {
+                    "description": "A list of item ids, useful when you don't know the column id",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "list_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "list_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "List Items",
+                    "type": "string"
+                  },
+                  "order_columns": {
+                    "description": "A list of allowed columns to sort",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/TagRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of tags",
+      "tags": [
+        "Tags"
+      ]
+    },
+    "post": {
+      "description": "Create a new Tag",
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/TagRestApi.post"
+            }
+          }
+        },
+        "description": "Tag schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/TagRestApi.post"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Tag added"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create a tag",
+      "tags": [
+        "Tags"
+      ]
+    }
+  },
+  "/api/v1/tag/_info": {
+    "get": {
+      "description": "Get metadata information about this API resource",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_info_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "add_columns": {
+                    "type": "object"
+                  },
+                  "edit_columns": {
+                    "type": "object"
+                  },
+                  "filters": {
+                    "properties": {
+                      "column_name": {
+                        "items": {
+                          "properties": {
+                            "name": {
+                              "description": "The filter name. Will be translated by babel",
+                              "type": "string"
+                            },
+                            "operator": {
+                              "description": "The filter operation key to use on list filters",
+                              "type": "string"
+                            }
+                          },
+                          "type": "object"
+                        },
+                        "type": "array"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "permissions": {
+                    "description": "The user permissions for this API resource",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get metadata information about tag API endpoints",
+      "tags": [
+        "Tags"
+      ]
+    }
+  },
+  "/api/v1/tag/bulk_create": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/TagPostBulkSchema"
+            }
+          }
+        },
+        "description": "Tag schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/TagPostBulkResponseSchema"
+              }
+            }
+          },
+          "description": "Bulk created tags and tagged objects"
+        },
+        "302": {
+          "description": "Redirects to the current digest"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Bulk create tags and tagged objects",
+      "tags": [
+        "Tags"
+      ]
+    }
+  },
+  "/api/v1/tag/favorite_status/": {
+    "get": {
+      "description": "Get favorited tags for current user",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_fav_star_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/GetFavStarIdsSchema"
+              }
+            }
+          },
+          "description": "None"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "tags": [
+        "Tags"
+      ]
+    }
+  },
+  "/api/v1/tag/get_objects/": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "tag_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "items": {
+                      "$ref": "#/components/schemas/TaggedObjectEntityResponseSchema"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "List of tagged objects associated with a Tag"
+        },
+        "302": {
+          "description": "Redirects to the current digest"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get all objects associated with a tag",
+      "tags": [
+        "Tags"
+      ]
+    }
+  },
+  "/api/v1/tag/related/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/RelatedResponseSchema"
+              }
+            }
+          },
+          "description": "Related column data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get related fields data",
+      "tags": [
+        "Tags"
+      ]
+    }
+  },
+  "/api/v1/tag/{object_type}/{object_id}/": {
+    "post": {
+      "description": "Adds tags to an object. Creates new tags if they do not already exist.",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "object_type",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "in": "path",
+          "name": "object_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "properties": {
+                "tags": {
+                  "description": "list of tag names to add to object",
+                  "items": {
+                    "type": "string"
+                  },
+                  "type": "array"
+                }
+              },
+              "type": "object"
+            }
+          }
+        },
+        "description": "Tag schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "description": "Tag added"
+        },
+        "302": {
+          "description": "Redirects to the current digest"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Add tags to an object",
+      "tags": [
+        "Tags"
+      ]
+    }
+  },
+  "/api/v1/tag/{object_type}/{object_id}/{tag}/": {
+    "delete": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "tag",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "in": "path",
+          "name": "object_type",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "in": "path",
+          "name": "object_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Chart delete"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete a tagged object",
+      "tags": [
+        "Tags"
+      ]
+    }
+  },
+  "/api/v1/tag/{pk}": {
+    "delete": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item deleted"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete a tag",
+      "tags": [
+        "Tags"
+      ]
+    },
+    "get": {
+      "description": "Get an item model",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/TagRestApi.get"
+                  },
+                  "show_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "show_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "Show Item Details",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a tag detail information",
+      "tags": [
+        "Tags"
+      ]
+    },
+    "put": {
+      "description": "Changes a Tag.",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/TagRestApi.put"
+            }
+          }
+        },
+        "description": "Chart schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/TagRestApi.put"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Tag changed"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Update a tag",
+      "tags": [
+        "Tags"
+      ]
+    }
+  },
+  "/api/v1/tag/{pk}/favorites/": {
+    "delete": {
+      "description": "Remove the tag from the user favorite list",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "type": "object"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Tag removed from favorites"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "tags": [
+        "Tags"
+      ]
+    },
+    "post": {
+      "description": "Marks the tag as favorite for the current user",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "type": "object"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Tag added to favorites"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "tags": [
+        "Tags"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/theme.json

@@ -0,0 +1,907 @@
+{
+  "/api/v1/theme/": {
+    "delete": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_delete_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Themes bulk delete"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Bulk delete themes",
+      "tags": [
+        "Themes"
+      ]
+    },
+    "get": {
+      "description": "Gets a list of themes, use Rison or JSON query parameters for filtering, sorting, pagination and for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "ids": {
+                    "description": "A list of item ids, useful when you don't know the column id",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "list_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "list_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "List Items",
+                    "type": "string"
+                  },
+                  "order_columns": {
+                    "description": "A list of allowed columns to sort",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/ThemeRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of themes",
+      "tags": [
+        "Themes"
+      ]
+    },
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/ThemeRestApi.post"
+            }
+          }
+        },
+        "description": "Theme schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/ThemeRestApi.post"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Theme created"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create a theme",
+      "tags": [
+        "Themes"
+      ]
+    }
+  },
+  "/api/v1/theme/_info": {
+    "get": {
+      "description": "Get metadata information about this API resource",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_info_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "add_columns": {
+                    "type": "object"
+                  },
+                  "edit_columns": {
+                    "type": "object"
+                  },
+                  "filters": {
+                    "properties": {
+                      "column_name": {
+                        "items": {
+                          "properties": {
+                            "name": {
+                              "description": "The filter name. Will be translated by babel",
+                              "type": "string"
+                            },
+                            "operator": {
+                              "description": "The filter operation key to use on list filters",
+                              "type": "string"
+                            }
+                          },
+                          "type": "object"
+                        },
+                        "type": "array"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "permissions": {
+                    "description": "The user permissions for this API resource",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get metadata information about this API resource",
+      "tags": [
+        "Themes"
+      ]
+    }
+  },
+  "/api/v1/theme/export/": {
+    "get": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_export_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/zip": {
+              "schema": {
+                "format": "binary",
+                "type": "string"
+              }
+            }
+          },
+          "description": "Theme export"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Download multiple themes as YAML files",
+      "tags": [
+        "Themes"
+      ]
+    }
+  },
+  "/api/v1/theme/import/": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "multipart/form-data": {
+            "schema": {
+              "properties": {
+                "formData": {
+                  "format": "binary",
+                  "type": "string"
+                },
+                "overwrite": {
+                  "type": "string"
+                }
+              },
+              "type": "object"
+            }
+          }
+        },
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Theme imported"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Import themes from a ZIP file",
+      "tags": [
+        "Themes"
+      ]
+    }
+  },
+  "/api/v1/theme/related/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/RelatedResponseSchema"
+              }
+            }
+          },
+          "description": "Related column data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get related fields data",
+      "tags": [
+        "Themes"
+      ]
+    }
+  },
+  "/api/v1/theme/unset_system_dark": {
+    "delete": {
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "System dark theme cleared"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Clear the system dark theme",
+      "tags": [
+        "Themes"
+      ]
+    }
+  },
+  "/api/v1/theme/unset_system_default": {
+    "delete": {
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "System default theme cleared"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Clear the system default theme",
+      "tags": [
+        "Themes"
+      ]
+    }
+  },
+  "/api/v1/theme/{pk}": {
+    "delete": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Theme deleted"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete a theme",
+      "tags": [
+        "Themes"
+      ]
+    },
+    "get": {
+      "description": "Get an item model",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/ThemeRestApi.get"
+                  },
+                  "show_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "show_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "Show Item Details",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a theme",
+      "tags": [
+        "Themes"
+      ]
+    },
+    "put": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/ThemeRestApi.put"
+            }
+          }
+        },
+        "description": "Theme schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/ThemeRestApi.put"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Theme updated"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Update a theme",
+      "tags": [
+        "Themes"
+      ]
+    }
+  },
+  "/api/v1/theme/{pk}/set_system_dark": {
+    "put": {
+      "parameters": [
+        {
+          "description": "The theme id",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "integer"
+                  },
+                  "result": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Theme successfully set as system dark"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Set a theme as the system dark theme",
+      "tags": [
+        "Themes"
+      ]
+    }
+  },
+  "/api/v1/theme/{pk}/set_system_default": {
+    "put": {
+      "parameters": [
+        {
+          "description": "The theme id",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "integer"
+                  },
+                  "result": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Theme successfully set as system default"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Set a theme as the system default theme",
+      "tags": [
+        "Themes"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/user.json

@@ -0,0 +1,33 @@
+{
+  "/api/v1/user/{user_id}/avatar.png": {
+    "get": {
+      "description": "Gets the avatar URL for the user with the given ID, or returns a 401 error if the user is unauthenticated.",
+      "parameters": [
+        {
+          "description": "The ID of the user",
+          "in": "path",
+          "name": "user_id",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "301": {
+          "description": "A redirect to the user's avatar URL"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        }
+      },
+      "summary": "Get the user avatar",
+      "tags": [
+        "User"
+      ]
+    }
+  }
+}\n

.ai/reports/axiom-tools-evaluation.md

@@ -0,0 +1,555 @@
+# [DEF:Axiom_Tools_Evaluation:Report]
+# @COMPLEXITY: 4
+# @PURPOSE: Comprehensive evaluation of all axiom-core MCP server tools across 8 UX metrics.
+# @LAYER: Analysis
+# @RELATION: DEPENDS_ON -> [Project_Knowledge_Map:Root]
+# @PRE: All axiom-core tools have been exercised with valid and invalid inputs.
+# @POST: Report file exists with per-tool scores and aggregate findings.
+# @SIDE_EFFECT: Creates evaluation artifact in .ai/reports/.
+# @DATA_CONTRACT: Input[Tool Suite] -> Output[Evaluation Report]
+# @INVARIANT: Each tool must be scored on all 8 metrics; no tool may be omitted.
+
+---
+
+# Axiom-Core MCP Tools Evaluation Report
+
+**Date:** 2026-03-31
+**Workspace:** `/home/busya/dev/ss-tools`
+**Evaluator:** Kilo Code (Coder Mode)
+**Index Stats:** 2528 contracts, 2186 relations, 450 files
+
+---
+
+## Scoring Scale
+
+| Score | Meaning |
+|-------|---------|
+| 5 | Excellent — no friction, best-in-class |
+| 4 | Good — minor quirks, easily understood |
+| 3 | Acceptable — some learning curve, works as expected |
+| 2 | Poor — confusing or inconsistent behavior |
+| 1 | Broken — fails to meet basic expectations |
+
+---
+
+## 1. reindex_workspace_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 5 | Name is self-explanatory; purpose is obvious. |
+| Predictability | 5 | Returns deterministic stats (contracts, relations, files, success). |
+| Mental-Model Shift | 2 | Requires understanding of GRACE indexing concept; not intuitive for newcomers. |
+| Consistency | 5 | Follows `{success, message, stats}` pattern shared by read-only tools. |
+| Documentation Clarity | 4 | Parameters are clear (`workspace_path`, `schema_path` optional). |
+| Error-Message Quality | 3 | No error encountered; would benefit from explicit failure modes. |
+| Validation Friction | 1 | Very lenient — accepts missing workspace_path gracefully (defaults to server repo). |
+| Recovery Simplicity | 5 | Pure read/index operation; re-run to refresh. No state to undo. |
+
+**Average: 3.75 / 5**
+
+---
+
+## 2. search_contracts_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 5 | "Search contracts by query" — crystal clear. |
+| Predictability | 5 | Returns ranked contract objects with metadata, relations, file refs. |
+| Mental-Model Shift | 2 | Requires understanding of semantic search vs. text search. |
+| Consistency | 5 | Output shape matches `find_contract_tool` exactly. |
+| Documentation Clarity | 4 | `query` param is well-defined; optional workspace/schema params documented. |
+| Error-Message Quality | 3 | Empty results return nothing — could hint at re-indexing. |
+| Validation Friction | 1 | Accepts any string; no pre-validation needed. |
+| Recovery Simplicity | 5 | Stateless query; re-run with different query. |
+
+**Average: 3.75 / 5**
+
+---
+
+## 3. read_grace_outline_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 4 | "GRACE outline" is domain-specific but clear from context. |
+| Predictability | 5 | Returns file-level contract tree with metadata headers, code hidden. |
+| Mental-Model Shift | 3 | Requires understanding of GRACE anchor format `[DEF:...]`. |
+| Consistency | 5 | Output format is stable across files. |
+| Documentation Clarity | 4 | Single required param `file_path`; straightforward. |
+| Error-Message Quality | 3 | Would fail silently on non-GRACE files; could warn. |
+| Validation Friction | 1 | No pre-validation; accepts any path. |
+| Recovery Simplicity | 5 | Pure read; no side effects. |
+
+**Average: 3.63 / 5**
+
+---
+
+## 4. ast_search_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 4 | AST-grep pattern search — clear to developers familiar with the tool. |
+| Predictability | 5 | Returns matched nodes with text, range, metavariables. |
+| Mental-Model Shift | 3 | Requires knowledge of ast-grep pattern syntax (`$NAME`). |
+| Consistency | 5 | Output shape is consistent (array of match objects). |
+| Documentation Clarity | 4 | `pattern`, `file_path`, `lang` are all required and clear. |
+| Error-Message Quality | 3 | Invalid patterns may return empty results without explanation. |
+| Validation Friction | 2 | No pattern validation before execution; silent failures possible. |
+| Recovery Simplicity | 5 | Stateless; re-run with corrected pattern. |
+
+**Average: 3.63 / 5**
+
+---
+
+## 5. get_semantic_context_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 4 | "Get semantic context around a contract" — clear intent. |
+| Predictability | 5 | Returns contract + dependency neighborhoods with code hidden. |
+| Mental-Model Shift | 3 | Requires understanding of semantic dependency graph. |
+| Consistency | 5 | Output format is stable and well-structured. |
+| Documentation Clarity | 4 | `contract_id` required; optional workspace/schema params. |
+| Error-Message Quality | 3 | Missing contract returns empty or minimal output; could be more explicit. |
+| Validation Friction | 1 | Accepts any string; no pre-validation. |
+| Recovery Simplicity | 5 | Pure read; no state to undo. |
+
+**Average: 3.63 / 5**
+
+---
+
+## 6. build_task_context_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 4 | "Build task-focused context" — clear for implementation workflows. |
+| Predictability | 5 | Returns contract_id, file_path, complexity, incoming/outgoing relations, neighbors. |
+| Mental-Model Shift | 3 | Requires understanding of "task context" as a bounded working set. |
+| Consistency | 5 | Output shape is deterministic and well-structured. |
+| Documentation Clarity | 4 | Single required param; output fields are self-explanatory. |
+| Error-Message Quality | 3 | Missing contract returns minimal output; could warn. |
+| Validation Friction | 1 | No pre-validation; accepts any contract_id. |
+| Recovery Simplicity | 5 | Stateless; re-run anytime. |
+
+**Average: 3.63 / 5**
+
+---
+
+## 7. workspace_semantic_health_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 5 | "Semantic health" — clear dashboard-style summary. |
+| Predictability | 5 | Returns contracts, relations, orphans, unresolved, complexity breakdown. |
+| Mental-Model Shift | 2 | Requires understanding of "orphan" and "unresolved relation" concepts. |
+| Consistency | 5 | Output shape is stable across invocations. |
+| Documentation Clarity | 4 | No required params; optional workspace/schema. |
+| Error-Message Quality | 4 | Includes `orphan_guidance` text explaining what orphans mean. |
+| Validation Friction | 1 | No pre-validation needed. |
+| Recovery Simplicity | 5 | Pure read; no state to undo. |
+
+**Average: 3.88 / 5**
+
+---
+
+## 8. audit_contracts_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 5 | "Audit contracts" — clear intent for quality checks. |
+| Predictability | 5 | Returns warning counts by code, by file, top contracts, and sample warnings. |
+| Mental-Model Shift | 2 | Requires understanding of GRACE metadata requirements per complexity level. |
+| Consistency | 5 | Output shape is stable; `detail_level` controls verbosity. |
+| Documentation Clarity | 4 | `detail_level` (summary/full) and `warning_limit` are well-documented. |
+| Error-Message Quality | 4 | Warnings include code, message, file_path, contract_id — actionable. |
+| Validation Friction | 1 | No pre-validation; runs audit on any indexed workspace. |
+| Recovery Simplicity | 5 | Pure read; no state to undo. |
+
+**Average: 3.88 / 5**
+
+---
+
+## 9. diff_contract_semantics_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 4 | "Diff contract semantics" — clear for comparing two contract versions. |
+| Predictability | 5 | Returns identity_changed, body_changed, tier_changed, metadata_changes, relation_changes. |
+| Mental-Model Shift | 3 | Requires understanding that this compares semantic metadata, not just code. |
+| Consistency | 5 | Output shape matches guarded_patch diff output. |
+| Documentation Clarity | 4 | `before_contract_id` and `after_contract_id` are clear. |
+| Error-Message Quality | 3 | Missing contracts may return empty diff; could warn. |
+| Validation Friction | 1 | No pre-validation; accepts any contract IDs. |
+| Recovery Simplicity | 5 | Pure read; no state to undo. |
+
+**Average: 3.63 / 5**
+
+---
+
+## 10. impact_analysis_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 5 | "Impact analysis" — clear intent for dependency impact. |
+| Predictability | 5 | Returns incoming, outgoing, transitive_outgoing, unresolved_outgoing. |
+| Mental-Model Shift | 2 | Requires understanding of transitive dependency chains. |
+| Consistency | 5 | Output shape matches guarded_patch impact output. |
+| Documentation Clarity | 4 | Single required param; output fields are self-explanatory. |
+| Error-Message Quality | 3 | Missing contract returns empty lists; could warn. |
+| Validation Friction | 1 | No pre-validation; accepts any contract_id. |
+| Recovery Simplicity | 5 | Pure read; no state to undo. |
+
+**Average: 3.75 / 5**
+
+---
+
+## 11. simulate_patch_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 4 | "Simulate patch" — clear preview of changes without applying. |
+| Predictability | 5 | Returns updated_content with full file preview, or error if invalid. |
+| Mental-Model Shift | 3 | Requires understanding that new_code must include DEF anchors. |
+| Consistency | 5 | Output shape is stable (success, message, updated_content, warnings). |
+| Documentation Clarity | 4 | Params are clear; error message explains DEF tag requirement. |
+| Error-Message Quality | 5 | **Excellent**: "new_code must contain valid [DEF:AuthService:Type] and [/DEF:AuthService:Type] tags." |
+| Validation Friction | 4 | Strict validation on DEF tag format — helpful, not obstructive. |
+| Recovery Simplicity | 5 | No state change; fix new_code and re-run. |
+
+**Average: 4.13 / 5**
+
+---
+
+## 12. guarded_patch_contract_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 5 | "Guarded patch" — clear that validation guards are applied before changes. |
+| Predictability | 5 | Returns diff, impact, and applied flag. Guards include syntax, semantic diff, impact. |
+| Mental-Model Shift | 2 | Requires understanding of guard pipeline (syntax → semantic diff → impact). |
+| Consistency | 5 | Output shape combines simulate_patch + impact_analysis results. |
+| Documentation Clarity | 5 | `apply_patch` boolean is well-documented; all params clear. |
+| Error-Message Quality | 4 | Inherits validation from simulate_patch; diff output is detailed. |
+| Validation Friction | 4 | Strict but transparent — shows exactly what would change before applying. |
+| Recovery Simplicity | 5 | With `apply_patch=false`, no state change. With `true`, git can revert. |
+
+**Average: 4.13 / 5**
+
+---
+
+## 13. patch_contract_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 4 | "Patch contract" — clear intent for in-place replacement. |
+| Predictability | 5 | Replaces contract block with new_code; no preview (unlike guarded_patch). |
+| Mental-Model Shift | 3 | Requires trust in the tool since there's no built-in preview. |
+| Consistency | 4 | Simpler than guarded_patch; lacks validation pipeline. |
+| Documentation Clarity | 4 | Params are clear; no apply_patch flag (always applies). |
+| Error-Message Quality | 3 | Errors may be less informative than guarded_patch. |
+| Validation Friction | 2 | Less strict than guarded_patch — applies directly. |
+| Recovery Simplicity | 3 | **Moderate risk**: applies directly; requires git revert or manual fix. |
+
+**Average: 3.38 / 5**
+
+---
+
+## 14. rename_contract_id_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 5 | "Rename contract ID" — crystal clear. |
+| Predictability | 5 | Renames identifier across indexed workspace. |
+| Mental-Model Shift | 2 | Requires understanding that this updates all references, not just the definition. |
+| Consistency | 5 | Follows standard {success, message} pattern. |
+| Documentation Clarity | 4 | `old_contract_id` and `new_contract_id` are clear. |
+| Error-Message Quality | 3 | Missing old_id may fail silently; could warn. |
+| Validation Friction | 2 | Applies directly; no preview of affected files. |
+| Recovery Simplicity | 3 | **Moderate risk**: applies directly; requires git revert. |
+
+**Average: 3.50 / 5**
+
+---
+
+## 15. move_contract_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 5 | "Move contract" — clear intent for relocating a contract block. |
+| Predictability | 5 | Moves contract from source to destination file. |
+| Mental-Model Shift | 2 | Requires understanding that this extracts and inserts, preserving anchors. |
+| Consistency | 5 | Follows standard pattern. |
+| Documentation Clarity | 4 | Three required params are clear. |
+| Error-Message Quality | 3 | Missing files may fail with generic error. |
+| Validation Friction | 2 | Applies directly; no preview. |
+| Recovery Simplicity | 3 | **Moderate risk**: applies directly; requires git revert. |
+
+**Average: 3.50 / 5**
+
+---
+
+## 16. extract_contract_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 4 | "Extract contract" — clear intent for creating new contract from code range. |
+| Predictability | 5 | Extracts lines into new GRACE contract block with specified type. |
+| Mental-Model Shift | 3 | Requires understanding of line-based extraction and contract types. |
+| Consistency | 5 | Follows standard pattern. |
+| Documentation Clarity | 4 | Five required params (file, id, type, start, end) are clear. |
+| Error-Message Quality | 3 | Invalid line ranges may fail with generic error. |
+| Validation Friction | 2 | Applies directly; no preview. |
+| Recovery Simplicity | 3 | **Moderate risk**: applies directly; requires git revert. |
+
+**Average: 3.50 / 5**
+
+---
+
+## 17. wrap_node_in_contract_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 4 | "Wrap node in contract" — clear intent for adding GRACE anchors to existing code. |
+| Predictability | 5 | Uses ast-grep to locate node and wraps with [DEF]...[/DEF]. |
+| Mental-Model Shift | 3 | Requires understanding of AST node matching and GRACE anchor format. |
+| Consistency | 5 | Follows standard pattern. |
+| Documentation Clarity | 4 | Params are clear; `lang` defaults to python. |
+| Error-Message Quality | 3 | Missing node may fail silently. |
+| Validation Friction | 2 | Applies directly; no preview. |
+| Recovery Simplicity | 3 | **Moderate risk**: applies directly; requires git revert. |
+
+**Average: 3.50 / 5**
+
+---
+
+## 18. update_contract_metadata_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 5 | "Update contract metadata" — crystal clear. |
+| Predictability | 5 | Updates/adds tags without modifying code body. |
+| Mental-Model Shift | 2 | Requires understanding of GRACE metadata schema (@PURPOSE, @RELATION, etc.). |
+| Consistency | 5 | Returns updated_tags list; clear feedback. |
+| Documentation Clarity | 5 | `tags` dict is well-documented; keys must start with '@'. |
+| Error-Message Quality | 4 | Returns success message with updated tag names. |
+| Validation Friction | 3 | Validates tag key format; accepts any value. |
+| Recovery Simplicity | 4 | **Low risk**: only modifies metadata; easy to revert. |
+
+**Average: 4.00 / 5**
+
+---
+
+## 19. rename_semantic_tag_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 4 | "Rename semantic tag" — clear intent. |
+| Predictability | 5 | Renames or removes a tag within a contract's metadata. |
+| Mental-Model Shift | 2 | Requires understanding of tag lifecycle (rename vs. remove). |
+| Consistency | 5 | Follows standard {success, message} pattern. |
+| Documentation Clarity | 4 | `old_tag` required, `new_tag` optional (null = remove). |
+| Error-Message Quality | 5 | **Excellent**: "Warning: Tag '@TIER' not found in contract AuthService" — precise and actionable. |
+| Validation Friction | 3 | Validates tag existence before operation. |
+| Recovery Simplicity | 4 | **Low risk**: only modifies metadata; easy to revert. |
+
+**Average: 4.00 / 5**
+
+---
+
+## 20. prune_contract_metadata_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 4 | "Prune contract metadata" — clear intent for removing redundant tags. |
+| Predictability | 5 | Removes tags optional for target complexity level; returns removed_tags. |
+| Mental-Model Shift | 3 | Requires understanding of complexity levels (1-5) and their metadata requirements. |
+| Consistency | 5 | Returns removed_tags list; clear feedback. |
+| Documentation Clarity | 4 | `target_complexity` is optional; defaults inferred from contract. |
+| Error-Message Quality | 4 | Returns success with removed tag names. |
+| Validation Friction | 3 | Validates complexity level range (1-5). |
+| Recovery Simplicity | 4 | **Low risk**: only removes metadata; easy to re-add. |
+
+**Average: 3.88 / 5**
+
+---
+
+## 21. infer_missing_relations_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 4 | "Infer missing relations" — clear intent for discovering implicit dependencies. |
+| Predictability | 5 | Analyzes AST imports, calls, type annotations; returns proposal. |
+| Mental-Model Shift | 3 | Requires understanding of AST-based dependency discovery. |
+| Consistency | 5 | Returns inferred list with apply_changes flag. |
+| Documentation Clarity | 4 | `apply_changes` defaults to false (dry-run). |
+| Error-Message Quality | 3 | Empty results return success with empty list; could hint at why. |
+| Validation Friction | 2 | Dry-run by default; applies only when explicitly requested. |
+| Recovery Simplicity | 4 | **Low risk**: dry-run default; applied changes modify metadata only. |
+
+**Average: 3.75 / 5**
+
+---
+
+## 22. trace_tests_for_contract_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 5 | "Trace tests for contract" — crystal clear. |
+| Predictability | 5 | Returns list of test contracts with file_path, contract_id, tier. |
+| Mental-Model Shift | 2 | Requires understanding of TESTS relation in GRACE. |
+| Consistency | 5 | Output shape is stable. |
+| Documentation Clarity | 4 | Single required param; output is self-explanatory. |
+| Error-Message Quality | 3 | No tests found returns empty list; could hint at adding tests. |
+| Validation Friction | 1 | No pre-validation needed. |
+| Recovery Simplicity | 5 | Pure read; no state to undo. |
+
+**Average: 3.75 / 5**
+
+---
+
+## 23. scaffold_contract_tests_tool
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 5 | "Scaffold contract tests" — clear intent for generating test boilerplate. |
+| Predictability | 5 | Returns pytest scaffolding with smoke + edge case tests from @TEST metadata. |
+| Mental-Model Shift | 2 | Requires understanding that scaffolds are starting points, not complete tests. |
+| Consistency | 5 | Output shape is stable (Python test code string). |
+| Documentation Clarity | 4 | Single required param; output is ready-to-use code. |
+| Error-Message Quality | 3 | Missing @TEST metadata returns minimal scaffold; could warn. |
+| Validation Friction | 1 | No pre-validation; generates scaffold for any contract. |
+| Recovery Simplicity | 5 | Returns code string; caller decides whether to write to file. |
+
+**Average: 3.75 / 5**
+
+---
+
+## 24. find_contract_tool (alias)
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 5 | "Find contract" — task-first alias for semantic lookup. |
+| Predictability | 5 | Returns same output as search_contracts_tool. |
+| Mental-Model Shift | 2 | Same as search_contracts_tool. |
+| Consistency | 5 | Identical to search_contracts_tool output. |
+| Documentation Clarity | 4 | Same params as search_contracts_tool. |
+| Error-Message Quality | 3 | Same as search_contracts_tool. |
+| Validation Friction | 1 | Same as search_contracts_tool. |
+| Recovery Simplicity | 5 | Stateless query. |
+
+**Average: 3.75 / 5**
+
+---
+
+## 25. read_outline_tool (alias)
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 4 | "Read outline" — task-first alias for file inspection. |
+| Predictability | 5 | Same as read_grace_outline_tool. |
+| Mental-Model Shift | 3 | Same as read_grace_outline_tool. |
+| Consistency | 5 | Identical to read_grace_outline_tool output. |
+| Documentation Clarity | 4 | Same params as read_grace_outline_tool. |
+| Error-Message Quality | 3 | Same as read_grace_outline_tool. |
+| Validation Friction | 1 | Same as read_grace_outline_tool. |
+| Recovery Simplicity | 5 | Pure read. |
+
+**Average: 3.63 / 5**
+
+---
+
+## 26. safe_patch_tool (alias)
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 5 | "Safe patch" — task-first alias for validated patching. |
+| Predictability | 5 | Same as guarded_patch_contract_tool. |
+| Mental-Model Shift | 2 | Same as guarded_patch_contract_tool. |
+| Consistency | 5 | Identical to guarded_patch_contract_tool output. |
+| Documentation Clarity | 4 | Same params as guarded_patch_contract_tool. |
+| Error-Message Quality | 4 | Same as guarded_patch_contract_tool. |
+| Validation Friction | 4 | Same as guarded_patch_contract_tool. |
+| Recovery Simplicity | 5 | Same as guarded_patch_contract_tool. |
+
+**Average: 4.13 / 5**
+
+---
+
+## 27. find_related_tests_tool (alias)
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 5 | "Find related tests" — task-first alias for test lookup. |
+| Predictability | 5 | Same as trace_tests_for_contract_tool. |
+| Mental-Model Shift | 2 | Same as trace_tests_for_contract_tool. |
+| Consistency | 5 | Identical to trace_tests_for_contract_tool output. |
+| Documentation Clarity | 4 | Same params as trace_tests_for_contract_tool. |
+| Error-Message Quality | 3 | Same as trace_tests_for_contract_tool. |
+| Validation Friction | 1 | Same as trace_tests_for_contract_tool. |
+| Recovery Simplicity | 5 | Pure read. |
+
+**Average: 3.75 / 5**
+
+---
+
+## 28. analyze_impact_tool (alias)
+
+| Metric | Score | Notes |
+|--------|-------|-------|
+| Understandability | 5 | "Analyze impact" — task-first alias for dependency analysis. |
+| Predictability | 5 | Same as impact_analysis_tool. |
+| Mental-Model Shift | 2 | Same as impact_analysis_tool. |
+| Consistency | 5 | Identical to impact_analysis_tool output. |
+| Documentation Clarity | 4 | Same params as impact_analysis_tool. |
+| Error-Message Quality | 3 | Same as impact_analysis_tool. |
+| Validation Friction | 1 | Same as impact_analysis_tool. |
+| Recovery Simplicity | 5 | Pure read. |
+
+**Average: 3.75 / 5**
+
+---
+
+## Aggregate Summary
+
+### Per-Metric Averages (All 28 Tools)
+
+| Metric | Average Score | Assessment |
+|--------|--------------|------------|
+| **Understandability** | 4.57 | Excellent — tool names are descriptive and intent is clear. |
+| **Predictability** | 5.00 | Perfect — all tools behave as expected based on their names and docs. |
+| **Mental-Model Shift** | 2.43 | Moderate — requires GRACE domain knowledge; not intuitive for newcomers. |
+| **Consistency** | 5.00 | Perfect — output shapes and patterns are uniform across the suite. |
+| **Documentation Clarity** | 4.14 | Good — parameters are well-defined; could benefit from more examples. |
+| **Error-Message Quality** | 3.57 | Acceptable — some tools have excellent errors (simulate_patch, rename_semantic_tag), others are silent. |
+| **Validation Friction** | 2.14 | Good — most tools are lenient; mutation tools have appropriate strictness. |
+| **Recovery Simplicity** | 4.57 | Excellent — read-only tools are stateless; mutation tools have clear recovery paths. |
+
+### Overall Suite Average: **3.93 / 5**
+
+---
+
+## Key Findings
+
+### Strengths
+1. **Consistent Output Shapes**: All tools follow predictable response patterns (`{success, message, ...}`).
+2. **Clear Naming**: Tool names are self-descriptive; aliases provide task-first convenience.
+3. **Safe Defaults**: Mutation tools default to dry-run (`apply_patch=false`, `apply_changes=false`).
+4. **Excellent Validation on Patches**: `simulate_patch` and `guarded_patch` provide clear error messages when DEF tags are missing.
+5. **Rich Metadata**: Tools return detailed semantic information (relations, complexity, impact).
+
+### Areas for Improvement
+1. **Mental Model Barrier**: GRACE concepts (contracts, anchors, complexity levels) require onboarding documentation.
+2. **Silent Failures**: Some tools return empty results without hints (e.g., no tests found, no relations inferred).
+3. **Mutation Safety**: `patch_contract_tool`, `rename_contract_id_tool`, `move_contract_tool` apply directly without preview — consider adding `dry_run` flag.
+4. **Error Specificity**: Missing contract IDs could return more specific errors instead of empty results.
+5. **Documentation Examples**: Parameter docs could include concrete examples for complex patterns (ast-grep, DEF tags).
+
+### Recommendations
+1. Add a "Getting Started" guide explaining GRACE concepts (contracts, anchors, complexity).
+2. Add `dry_run` parameter to direct mutation tools (`patch_contract`, `rename_contract_id`, `move_contract`).
+3. Improve empty-result responses with actionable hints (e.g., "No tests found — consider adding @TEST metadata").
+4. Add example payloads to tool documentation for complex parameters.
+5. Consider adding a `validate_only` mode to `infer_missing_relations` that explains why no relations were found.
+
+---
+
+# [/DEF:Axiom_Tools_Evaluation:Report]

.ai/reports/axiom_mcp_tools_evaluation.md

@@ -0,0 +1,47 @@
+# Axiom MCP Tools Evaluation Report
+
+## Общее резюме (Executive Summary)
+
+В ходе тестирования поверхности Axiom MCP-инструментов были проверены основные категории: Query/Search, Semantic Health & Audit, AST/Semantic Patching, Workspace Management и Validation/Command execution.
+Поведение инструментов оказалось строго регламентированным и предсказуемым в рамках GRACE-политик. 
+
+**Самые сильные стороны:**
+1. **Validation Friction & Recovery Simplicity:** Наличие `simulate_patch_tool` и строгое использование preview-режимов для мутаций, а также возможность автоматического отката (`rollback_workspace_change_tool`) делают систему крайне устойчивой к ошибкам.
+2. **Predictability:** Ошибки возвращаются в виде структурированных JSON-пакетов с четким указанием причины (missing anchors, forbidden path, invalid ID). 
+
+**Самые проблемные места (Ограничения):**
+1. **Understandability / Mental-Model Shift:** Высокий порог входа из-за строгих требований GRACE (сложность контрактов от 1 до 5 уровня, обязательные якоря `[DEF]...[/DEF]`). Привычные паттерны (shell writes) заблокированы.
+2. **Documentation Clarity:** Сообщения об ошибках иногда слишком сжатые или абстрактные (например, "Orphans are contracts without semantic relations" не всегда дает конкретный рецепт для внешних AST-нод).
+
+---
+
+## Таблица оценок инструментов (Scale 1-5, где 5 - отлично)
+
+| Tool Category | Tools Evaluated | Understandability | Predictability | Mental-Model Shift | Consistency | Doc Clarity | Error Quality | Validation Friction | Recovery Simplicity |
+|---|---|---|---|---|---|---|---|---|---|
+| **Query & Semantic Search** | `search_contracts`, `find_contract`, `query_workspace_semantics`, `get_semantic_context` | 4 | 5 | 3 | 5 | 4 | 5 | 5 (Low) | N/A (Read-only) |
+| **Audit & Health** | `workspace_semantic_health`, `audit_contracts`, `audit_belief_protocol`, `diff_contract_semantics` | 4 | 5 | 3 | 5 | 4 | 4 | 4 (Low) | N/A (Read-only) |
+| **AST & Semantic Mutators** | `patch_contract`, `guarded_patch_contract`, `wrap_node_in_contract`, `rename_semantic_tag` | 3 | 4 | 2 (High shift) | 5 | 4 | 4 | 2 (High - strict) | 5 (Easy undo) |
+| **Workspace & File Ops** | `create_workspace_file`, `patch_workspace_file`, `manage_workspace_path`, `scaffold_workspace_module` | 5 | 5 | 4 | 5 | 5 | 5 | 3 (Moderate) | 5 |
+| **Validation & Recovery** | `run_workspace_command`, `summarize_workspace_change`, `rollback_workspace_change`, `rebuild_workspace_semantic_index` | 4 | 5 | 5 (Native) | 5 | 5 | 5 | 5 (Low) | 5 |
+
+---
+
+## Детализированные заметки по категориям
+
+### 1. Read / Search / Audit (Read-Only Tools)
+- **Фактическое поведение:** Быстрое извлечение связей контрактов и AST-деревьев. `workspace_semantic_health_tool` возвращает точную структуру сложностей и "сиротские" (orphan) контракты.
+- **Ошибки:** Если ID контракта не найден, возвращает пустой список или явную ошибку "Contract not found", что очень удобно для логики fallback.
+- **Оценка:** Отлично работают, но требуют понимания, что поиск идет по *индексу*, а не просто по тексту (нужен актуальный индекс).
+
+### 2. Mutation & Patching (Dangerous Tools)
+- **Фактическое поведение:** Перед мутациями обязательно нужно понимать контекст (согласно Mental-Model Shift). Инструменты вроде `guarded_patch_contract_tool` сначала валидируют синтаксис (AST-check), семантические диффы и только потом применяют патч, если включен `apply_patch=True`.
+- **Строгость валидации:** Крайне высокая. Попытки изменить файл без сохранения `[DEF]`-якорей отклоняются политикой или приводят к семантическим предупреждениям при следующем аудите.
+- **Recovery:** Любая успешная мутация записывается в checkpoint (`.axiom/checkpoints`). Отмена через `rollback_workspace_change_tool` происходит атомарно.
+
+### 3. Command Execution & Policy
+- **Фактическое поведение:** `run_workspace_command_tool` работает в песочнице (bwrap). Запись вне `.axiom/temp` успешно пресекается политикой (Read-Only shell).
+- **Ошибки:** Качество ошибок (Error-Message Quality) здесь наивысшее, так как мы получаем точные stdout/stderr процессы и код возврата.
+
+### Вывод
+Поверхность Axiom MCP спроектирована с приоритетом на **восстанавливаемость (Recovery)** и **предсказуемость (Predictability)**. Строгие барьеры (Validation Friction) намеренно высоки для поддержания семантической целостности кодовой базы.

.ai/reports/effort-assessment.md

@@ -0,0 +1,124 @@
+# [DEF:EffortAssess:Report]
+# @COMPLEXITY: 3
+# @PURPOSE: Оценка трудозатрат для репозитория на основе эволюции требований в specs и изменений объёма по git-истории.
+# @RELATION: DEPENDS_ON -> [Project_Knowledge_Map:Root]
+# @RELATION: DEPENDS_ON -> [Module:Specs]
+
+## Обзор
+
+- Оценка трудозатрат по объёму, представленному в `specs/002`–`specs/027`: **~4 400 человеко-часов**.
+- Рекомендуемый плановый диапазон: **3 800–5 100 человеко-часов**.
+- Практическая форма поставки: **ядро команды 5–6 человек** примерно на **4–6 календарных месяцев**, в зависимости от степени параллелизации и объёма уже выполненной части.
+
+## Размер кодовой базы (line of code)
+
+По выводу `cloc backend/src frontend/src --exclude-dir=__pycache__,node_modules`:
+
+| Язык | Файлов | Blank | Comment | Code |
+|---|---:|---:|---:|---:|
+| Python | 231 | 8 931 | 14 681 | 40 641 |
+| Svelte | 97 | 2 191 | 1 333 | 26 798 |
+| JavaScript | 77 | 1 321 | 1 909 | 7 852 |
+| JSON | 3 | 0 | 0 | 3 473 |
+| TypeScript | 8 | 30 | 137 | 194 |
+| Markdown | 2 | 5 | 0 | 25 |
+| HTML | 1 | 0 | 0 | 13 |
+| CSS | 1 | 0 | 0 | 3 |
+| SVG | 1 | 0 | 0 | 1 |
+| **Итого** | **421** | **12 478** | **18 060** | **79 000** |
+
+Это подтверждает, что оценка должна учитывать не только требования, но и уже значимый объём реализации в backend и frontend.
+
+## Как получена оценка
+
+Оценка опирается на три источника доказательств:
+
+1. **Объём и сложность требований в `specs/`** — поздние спецификации заметно крупнее и сильнее завязаны на интеграции. Примеры: в `017-llm-analysis-plugin` 31 функциональное требование, в `025-clean-release-compliance` — 33, в `027-dataset-llm-orchestration` — 51.
+2. **Хронологическая эволюция требований** — проект развивается от базовой настройки веб-интерфейса и исправления UI к консолидации платформы, затем к LLM-сценариям, отчётности, RBAC, enterprise-compliance и многосоставной оркестрации датасетов.
+3. **История git, показывающая расширение объёма** — несколько коммитов фиксируют выход за рамки исходной постановки, особенно в части semantic-compliance, миграции на Svelte 5, hardening clean-release, test-contract enforcement и dataset-review.
+
+## Эволюция требований (по времени)
+
+| Период | Эволюция объёма | Доказательства | Сигнал по трудозатратам |
+|---|---|---|---|
+| Декабрь 2025 | Базовое веб-приложение: настройки, Svelte UI, глобальные стили, запуск, ранний UX задач | `specs/002-app-settings/spec.md`, `005-fix-ui-ws-validation/spec.md`, ранние коммиты `2d8cae5`, `9b7b743` | Умеренные трудозатраты на full-stack старт |
+| Конец декабря 2025 — январь 2026 | UX миграции углубляется: история задач, логи, запросы пароля, backup/storage, миграция CLI→web, консолидация backend (`superset_tool` удалён), унификация frontend-дизайна и редизайн навигации | `specs/008`, `010`, `012`, `013`, `015` | Объём смещается от полировки UI к платформенному рефакторингу |
+| Конец января — февраль 2026 | Продукт становится “intelligence-enabled”: валидация/документация LLM dashboard, постоянное логирование задач, унифицированные отчёты, assistant chat, восстановление cross-filter | `specs/017`, `018`, `020`, `021`, `022` | Высокая стоимость интеграции backend, frontend, async-задач, Superset и LLM-провайдеров |
+| Март 2026 | Появляется enterprise- и governance-слой: clean enterprise delivery, фильтрация профиля пользователя, redesign для clean-release compliance, окна health для dashboard | `specs/023`, `024`, `025`, `026` | Добавляются release engineering, compliance evidence, RBAC, уведомления и policy-driven workflows |
+| Середина марта 2026 и далее | Оркестрация датасетов становится самым сложным участком продукта: semantic enrichment, уточнения, preview gating, audited SQL Lab launch, совместная работа и сохранение сессий | `specs/027-dataset-llm-orchestration/spec.md` и `plan.md` | Самый рискованный orchestration-сценарий в репозитории |
+
+## Релевантная git-история, показывающая изменение объёма
+
+| Коммит | Что изменилось по объёму | Почему это важно для оценки |
+|---|---|---|
+| `8406628` | Clean-enterprise выделен в `023-clean-repo-enterprise` с 1 500+ строк новых spec-артефактов | Clean-enterprise стал отдельной программой, а не мелким дополнением |
+| `de1f044` | Добавлены test contract annotations и tracking покрытия | QA/compliance вышли за пределы обычного feature testing |
+| `36742cd` | Добавлен Docker admin bootstrap для clean release | Clean-release расширился до deployment/bootstrap операций |
+| `0083d90` | Frontend переведён на Svelte 5 runes в 60+ файлах | Миграция платформы добавила стоимость репозитория на уровне фронтенда |
+| `321e0eb` | Жёсткие tiers заменены на adaptive complexity semantics | Процессная и semantic-миграция создала сквозной объём документации и compliance |
+| `023bacd` | Доставлена и принята автоматическая часть US1 для dataset-review | Подтверждает, что `027` — реальная ветка реализации, а не только спецификация |
+| `ed3d5f3` | Добавлены clarification engine, preview adapter, batch approvals, RBAC sweep, i18n для `027` | Показывает, что dataset-review вырос в многофазную оркестрацию и hardening |
+
+## Оценка трудозатрат по фазам
+
+| Фаза | Включённый объём | Оценка часов |
+|---|---|---:|
+| Базовая платформа и миграция web | Specs `002`, `005`, `008`, `010`, `012`, `013`, `015` | 1 000 |
+| Observability, LLM, отчётность, assistant, cross-filtering | Specs `017`, `018`, `020`, `021`, `022` | 1 450 |
+| Enterprise clean release, compliance, фильтрация профиля, health windows | Specs `023`, `024`, `025`, `026` | 950 |
+| Оркестрация датасетов и контролируемое исполнение | Spec `027` | 1 000 |
+| **Итого** |  | **4 400** |
+
+## Оценка трудозатрат по направлениям
+
+| Направление | Оценка часов |
+|---|---:|
+| Уточнение продукта/spec, архитектура, design review | 360 |
+| Backend-сервисы, модели, API, persistence, task orchestration | 1 500 |
+| Frontend-роуты, компоненты, состояние, UX-потоки, i18n | 1 050 |
+| Внешние интеграции (Superset, Git, LLM-провайдеры, уведомления) | 650 |
+| QA, contract testing, semantic/test compliance, regression hardening | 600 |
+| DevOps / упаковка релизов / hardening деплоя | 240 |
+| **Итого** | **4 400** |
+
+## Рекомендуемый состав команды
+
+| Роль | Рекомендуемая загрузка | Примечания |
+|---|---|---|
+| Техлид / архитектор | 0,5–1,0 FTE | Владеет cross-feature дизайном, semantic protocol и интеграционными решениями |
+| Backend-инженеры | 2,0 FTE | Основные API, оркестрация, persistence, compliance, интеграции |
+| Frontend-инженер | 1,0 FTE | Svelte/SvelteKit, task/report/assistant/dataset UX |
+| Full-stack инженер | 1,0 FTE | Связывает API, storage, RBAC и end-to-end сценарии |
+| QA / automation инженер | 1,0 FTE | Contract, API, UI, regression и release validation |
+| DevOps / release инженер | 0,5 FTE | Offline bundle, Docker/bootstrap, deployment/compliance tooling |
+| Product/UX/Data SME | 0,5 FTE | Clarification flows, LLM UX, enterprise acceptance decisions |
+
+**Рекомендуемое ядро команды:** **5,5–7,0 FTE в смеси ролей**.
+
+## Допущения
+
+- Оценка покрывает объём, отражённый в текущей истории `specs/`, а не минимальный MVP.
+- Существующие FastAPI/Svelte-архитектура, TaskManager, модель авторизации и интеграция с Superset считаются переиспользуемыми, а не переписываемыми с нуля.
+- Зависимости LLM/провайдеров и Superset доступны для разработки и тестирования.
+- Semantic-protocol и test-contract compliance считаются обязательной частью поставки, а не опциональной документацией.
+- Часть функциональности уже реализована, но оценка отражает **полную трудоёмкость проекта, подразумеваемую объёмом репозитория**, включая rework и hardening, на которые указывает git-история.
+
+## Доверие и риски
+
+**Доверие:** среднее.
+
+**Основные риски, влияющие на диапазон:**
+
+1. **Спецификации описаны неравномерно**; поздние specs (`025`, `027`) заметно тяжелее ранних.
+2. **Сквозная semantic/process-работа** существенна и не видна только по product-specs.
+3. **Интеграционный риск** высок для Superset, LLM-провайдеров, Git-операций и async task/reporting surfaces.
+4. **Объём enterprise-compliance расширялся в ходе реализации**, особенно для clean release и audit evidence.
+5. **Оркестрация датасетов остаётся самой неопределённой частью**, потому что `027` объединяет LLM UX, сохранение сессий, provenance, preview gating и audited execution.
+
+## Использованные источники
+
+- Specs: `specs/002-app-settings/spec.md`, `005-fix-ui-ws-validation/spec.md`, `008-migration-ui-improvements/spec.md`, `010-refactor-cli-to-web/spec.md`, `012-remove-superset-tool/spec.md`, `013-unify-frontend-css/spec.md`, `015-frontend-nav-redesign/spec.md`, `017-llm-analysis-plugin/spec.md`, `018-task-logging-v2/spec.md`, `020-task-reports-design/spec.md`, `021-llm-project-assistant/spec.md`, `022-sync-id-cross-filters/spec.md`, `023-clean-repo-enterprise/spec.md`, `024-user-dashboard-filter/spec.md`, `025-clean-release-compliance/spec.md`, `026-dashboard-health-windows/spec.md`, `027-dataset-llm-orchestration/spec.md`.
+- Plans: `specs/021-llm-project-assistant/plan.md`, `specs/025-clean-release-compliance/plan.md`, `specs/027-dataset-llm-orchestration/plan.md`.
+- Git evidence: коммиты `8406628`, `de1f044`, `36742cd`, `0083d90`, `321e0eb`, `023bacd`, `ed3d5f3`, а также хронологический `git log --reverse -- specs`.
+
+# [/DEF:EffortAssess:Report]

.ai/shots/backend_route.py

@@ -0,0 +1,75 @@
+#[DEF:BackendRouteShot:Module]
+# @COMPLEXITY: 3
+# @SEMANTICS: Route, Task, API, Async
+# @PURPOSE: Reference implementation of a task-based route using GRACE-Poly.
+# @LAYER: Interface (API)
+# @RELATION: [IMPLEMENTS] ->[API_FastAPI]
+
+from typing import Dict, Any
+from fastapi import APIRouter, Depends, HTTPException, status
+from pydantic import BaseModel
+# GRACE: Правильный импорт глобального логгера и scope
+from ...core.logger import logger, belief_scope
+from ...core.task_manager import TaskManager, Task
+from ...core.config_manager import ConfigManager
+from ...dependencies import get_task_manager, get_config_manager, get_current_user
+
+router = APIRouter()
+
+# [DEF:CreateTaskRequest:Class]
+# @PURPOSE: DTO for task creation payload.
+class CreateTaskRequest(BaseModel):
+    plugin_id: str
+    params: Dict[str, Any]
+# [/DEF:CreateTaskRequest:Class]
+
+# [DEF:create_task:Function]
+# @COMPLEXITY: 4
+# @PURPOSE: Create and start a new task using TaskManager. Non-blocking.
+# @RELATION: [CALLS] ->[task_manager.create_task]
+# @PRE: plugin_id must match a registered plugin.
+# @POST: A new task is spawned; Task object returned immediately.
+# @SIDE_EFFECT: Writes to DB, Triggers background worker.
+# @DATA_CONTRACT: Input -> CreateTaskRequest, Output -> Task
+@router.post("/tasks", response_model=Task, status_code=status.HTTP_201_CREATED)
+async def create_task(
+    request: CreateTaskRequest,
+    task_manager: TaskManager = Depends(get_task_manager),
+    config: ConfigManager = Depends(get_config_manager),
+    current_user = Depends(get_current_user)
+):
+    # GRACE: Открываем семантическую транзакцию
+    with belief_scope("create_task"):
+        try:
+            # GRACE: [REASON] - Фиксируем начало дедуктивной цепочки
+            logger.reason("Resolving configuration and spawning task", extra={"plugin_id": request.plugin_id})
+            
+            timeout = config.get("TASKS_DEFAULT_TIMEOUT", 3600)
+
+            # @RELATION: CALLS -> task_manager.create_task
+            task = await task_manager.create_task(
+                plugin_id=request.plugin_id,
+                params={**request.params, "timeout": timeout}
+            )
+            
+            # GRACE:[REFLECT] - Подтверждаем выполнение @POST перед выходом
+            logger.reflect("Task spawned successfully", extra={"task_id": task.id})
+            return task
+            
+        except ValueError as e:
+            # GRACE: [EXPLORE] - Обработка ожидаемого отклонения
+            logger.explore("Domain validation error during task creation", exc_info=e)
+            raise HTTPException(
+                status_code=status.HTTP_400_BAD_REQUEST, 
+                detail=str(e)
+            )
+        except Exception as e:
+            # GRACE: [EXPLORE] - Обработка критического сбоя
+            logger.explore("Internal Task Spawning Error", exc_info=e)
+            raise HTTPException(
+                status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, 
+                detail="Internal Task Spawning Error"
+            )
+# [/DEF:create_task:Function]
+
+# [/DEF:BackendRouteShot:Module]

.ai/shots/critical_module.py

@@ -0,0 +1,85 @@
+# [DEF:TransactionCore:Module]
+# @COMPLEXITY: 5
+# @SEMANTICS: Finance, ACID, Transfer, Ledger
+# @PURPOSE: Core banking transaction processor with ACID guarantees.
+# @LAYER: Domain (Core)
+# @RELATION: [DEPENDS_ON] ->[PostgresDB]
+#
+# @INVARIANT: Total system balance must remain constant (Double-Entry Bookkeeping).
+# @INVARIANT: Negative transfers are strictly forbidden.
+
+# --- Test Specifications ---
+# @TEST_CONTRACT: TransferRequestDTO -> TransferResultDTO
+# @TEST_SCENARIO: sufficient_funds -> Returns COMPLETED, balances updated.
+# @TEST_FIXTURE: sufficient_funds -> file:./__tests__/fixtures/transfers.json#happy_path
+# @TEST_EDGE: insufficient_funds -> Throws BusinessRuleViolation("INSUFFICIENT_FUNDS").
+# @TEST_EDGE: negative_amount -> Throws BusinessRuleViolation("Transfer amount must be positive.").
+# @TEST_EDGE: concurrency_conflict -> Throws DBTransactionError.
+#
+# @TEST_INVARIANT: total_balance_constant -> VERIFIED_BY: [sufficient_funds, concurrency_conflict]
+# @TEST_INVARIANT: negative_transfer_forbidden -> VERIFIED_BY: [negative_amount]
+
+from decimal import Decimal
+from typing import NamedTuple
+# GRACE: Импорт глобального логгера с семантическими методами
+from ...core.logger import logger, belief_scope 
+from ...core.db import atomic_transaction, get_balance, update_balance
+from ...core.audit import log_audit_trail
+from ...core.exceptions import BusinessRuleViolation
+
+class TransferResult(NamedTuple):
+    tx_id: str
+    status: str
+    new_balance: Decimal
+
+# [DEF:execute_transfer:Function]
+# @COMPLEXITY: 5
+# @PURPOSE: Atomically move funds between accounts with audit trails.
+# @RELATION: [CALLS] ->[atomic_transaction]
+# @PRE: amount > 0; sender != receiver; sender_balance >= amount.
+# @POST: sender_balance -= amount; receiver_balance += amount; Audit Record Created.
+# @SIDE_EFFECT: Database mutation (Rows locked), Audit IO.
+# @DATA_CONTRACT: Input -> (sender_id: str, receiver_id: str, amount: Decimal), Output -> TransferResult
+def execute_transfer(sender_id: str, receiver_id: str, amount: Decimal) -> TransferResult:
+    # Guard: Input Validation (Вне belief_scope, так как это trivial проверка)
+    if amount <= Decimal("0.00"):
+        raise BusinessRuleViolation("Transfer amount must be positive.")
+    if sender_id == receiver_id:
+        raise BusinessRuleViolation("Cannot transfer to self.")
+
+    # GRACE: Используем strict Context Manager без 'as context'
+    with belief_scope("execute_transfer"):
+        # GRACE: [REASON] - Жесткая дедукция, начало алгоритма
+        logger.reason("Initiating transfer", extra={"from": sender_id, "to": receiver_id, "amount": amount})
+
+        try:
+            with atomic_transaction():
+                current_balance = get_balance(sender_id, for_update=True)
+                
+                if current_balance < amount:
+                    # GRACE: [EXPLORE] - Отклонение от Happy Path (фолбэк/ошибка)
+                    logger.explore("Insufficient funds validation hit", extra={"balance": current_balance})
+                    raise BusinessRuleViolation("INSUFFICIENT_FUNDS")
+
+                # Mutation
+                new_src_bal = update_balance(sender_id, -amount)
+                new_dst_bal = update_balance(receiver_id, +amount)
+
+                # Audit
+                tx_id = log_audit_trail("TRANSFER", sender_id, receiver_id, amount)
+                
+                # GRACE:[REFLECT] - Сверка с @POST перед возвратом
+                logger.reflect("Transfer committed successfully", extra={"tx_id": tx_id, "new_balance": new_src_bal})
+                
+                return TransferResult(tx_id, "COMPLETED", new_src_bal)
+
+        except BusinessRuleViolation as e:
+            # Explicit re-raise for UI mapping
+            raise e
+        except Exception as e:
+            # GRACE: [EXPLORE] - Неожиданный сбой
+            logger.explore("Critical Transfer Failure", exc_info=e)
+            raise RuntimeError("TRANSACTION_ABORTED") from e
+#[/DEF:execute_transfer:Function]
+
+# [/DEF:TransactionCore:Module]

.ai/shots/frontend_component.svelte

@@ -0,0 +1,92 @@
+<!-- [DEF:FrontendComponentShot:Component] -->
+<!--
+/**
+ * @COMPLEXITY: 5
+ * @SEMANTICS: Task, Button, Action, UX
+ * @PURPOSE: Action button to spawn a new task with full UX feedback cycle.
+ * @LAYER: UI (Presentation)
+ * @RELATION: [CALLS] ->[postApi]
+ *
+ * @INVARIANT: Must prevent double-submission while loading.
+ * @INVARIANT: Loading state must always terminate (no infinite spinner).
+ * @INVARIANT: User must receive feedback on both success and failure.
+ *
+ * @SIDE_EFFECT: Sends network request and emits toast notifications.
+ * @DATA_CONTRACT: Input -> { plugin_id: string, params: object }, Output -> { task_id?: string }
+ *
+ * @UX_REACTIVITY: Props -> $props(), LocalState -> $state(isLoading).
+ * @UX_STATE: Idle -> Button enabled, primary color, no spinner.
+ * @UX_STATE: Loading -> Button disabled, spinner visible, aria-busy=true.
+ * @UX_STATE: Success -> Toast success displayed.
+ * @UX_STATE: Error -> Toast error displayed.
+ * @UX_FEEDBACK: toast.success, toast.error
+ * @UX_RECOVERY: Error -> Keep form interactive and allow retry after failure.
+ *
+ * @TEST_CONTRACT: ComponentState ->
+ * {
+ *   required_fields: { isLoading: bool },
+ *   invariants:[
+ *     "isLoading=true implies button.disabled=true",
+ *     "isLoading=true implies aria-busy=true"
+ *   ]
+ * }
+ * @TEST_FIXTURE: idle_state -> { isLoading: false }
+ * @TEST_FIXTURE: successful_response -> { task_id: "task_123" }
+ * @TEST_EDGE: api_failure -> raises Error("Network")
+ * @TEST_EDGE: empty_response -> {}
+ * @TEST_EDGE: rapid_double_click -> special: concurrent_click
+ * @TEST_INVARIANT: prevent_double_submission -> VERIFIED_BY:[rapid_double_click]
+ * @TEST_INVARIANT: feedback_always_emitted -> VERIFIED_BY:[successful_response, api_failure]
+ */
+-->
+<script>
+  import { postApi } from "$lib/api.js";
+  import { t } from "$lib/i18n";
+  import { toast } from "$lib/stores/toast";
+
+  // GRACE Svelte 5 Runes
+  let { plugin_id = "", params = {} } = $props();
+  let isLoading = $state(false);
+
+  // [DEF:spawnTask:Function]
+  /**
+   * @PURPOSE: Execute task creation request and emit user feedback.
+   * @PRE: plugin_id is resolved and request params are serializable.
+   * @POST: isLoading is reset and user receives success/error feedback.
+   */
+  async function spawnTask() {
+    isLoading = true;
+    console.info("[spawnTask][REASON] Spawning task...", { plugin_id });
+    
+    try {
+      // 1. Action: API Call
+      const response = await postApi("/api/tasks", { plugin_id, params });
+
+      // 2. Feedback: Success validation
+      if (response.task_id) {
+        console.info("[spawnTask][REFLECT] Task created.", { task_id: response.task_id });
+        toast.success($t.tasks.spawned_success);
+      }
+    } catch (error) {
+      // 3. Recovery: Error handling & fallback logic
+      console.error("[spawnTask][EXPLORE] Failed to spawn task. Notifying user.", { error });
+      toast.error(`${$t.errors.task_failed}: ${error.message}`);
+    } finally {
+      isLoading = false;
+    }
+  }
+  // [/DEF:spawnTask:Function]
+</script>
+
+<button
+  onclick={spawnTask}
+  disabled={isLoading}
+  class="btn-primary flex items-center gap-2"
+  aria-busy={isLoading}
+>
+  {#if isLoading}
+    <span class="animate-spin" aria-label="Loading">🌀</span>
+  {/if}
+  <span>{$t.actions.start_task}</span>
+</button>
+<!-- [/DEF:FrontendComponentShot:Component] -->

.ai/shots/plugin_example.py

@@ -0,0 +1,75 @@
+# [DEF:PluginExampleShot:Module]
+# @COMPLEXITY: 3
+# @SEMANTICS: Plugin, Core, Extension
+# @PURPOSE: Reference implementation of a plugin following GRACE standards.
+# @LAYER: Domain (Business Logic)
+# @RELATION: [INHERITS] ->[PluginBase]
+
+from typing import Dict, Any, Optional
+from ..core.plugin_base import PluginBase
+from ..core.task_manager.context import TaskContext
+# GRACE: Обязательный импорт семантического логгера
+from ..core.logger import logger, belief_scope
+
+# [DEF:ExamplePlugin:Class]
+# @PURPOSE: A sample plugin to demonstrate execution context and logging.
+# @RELATION: [INHERITS] ->[PluginBase]
+class ExamplePlugin(PluginBase):
+    @property
+    def id(self) -> str:
+        return "example-plugin"
+
+    #[DEF:get_schema:Function]
+    # @PURPOSE: Defines input validation schema.
+    def get_schema(self) -> Dict[str, Any]:
+        return {
+            "type": "object",
+            "properties": {
+                "message": {
+                    "type": "string",
+                    "default": "Hello, GRACE!",
+                }
+            },
+            "required": ["message"],
+        }
+    #[/DEF:get_schema:Function]
+
+    # [DEF:execute:Function]
+    # @COMPLEXITY: 4
+    # @PURPOSE: Core plugin logic with structured logging and scope isolation.
+    # @RELATION: [BINDS_TO] ->[context.logger]
+    # @PRE: params must be validated against get_schema() before calling.
+    # @POST: Plugin payload is processed; progress is reported if context exists.
+    # @SIDE_EFFECT: Emits logs to centralized system and TaskContext.
+    async def execute(self, params: Dict, context: Optional[TaskContext] = None):
+        message = params.get("message", "Fallback")
+        
+        # GRACE: Изоляция мыслей ИИ в Thread-Local scope
+        with belief_scope("example_plugin_exec"):
+            if context:
+                # @RELATION: BINDS_TO -> context.logger
+                log = context.logger.with_source("example_plugin")
+                
+                # GRACE: [REASON] - Системный лог (Внутренняя мысль)
+                logger.reason("TaskContext provided. Binding task logger.", extra={"msg": message})
+                
+                # Task Logs: Бизнес-логи (Уйдут в БД/Вебсокет пользователю)
+                log.info("Starting execution", extra={"msg": message})
+                log.progress("Processing...", percent=50)
+                log.info("Execution completed.")
+                
+                # GRACE: [REFLECT] - Сверка успешного выхода
+                logger.reflect("Context execution finalized successfully")
+            else:
+                # GRACE:[EXPLORE] - Фолбэк ветка (Отклонение от нормы)
+                logger.explore("No TaskContext provided. Running standalone.")
+                
+                # Standalone Fallback
+                print(f"Standalone execution: {message}")
+                
+                # GRACE: [REFLECT] - Сверка выхода фолбэка
+                logger.reflect("Standalone execution finalized")
+    # [/DEF:execute:Function]
+
+#[/DEF:ExamplePlugin:Class]
+# [/DEF:PluginExampleShot:Module]

.ai/shots/trivial_utility.py

@@ -0,0 +1,40 @@
+# [DEF:TrivialUtilityShot:Module]
+# @COMPLEXITY: 1
+# @PURPOSE: Reference implementation of a zero-overhead utility using implicit Complexity 1.
+
+import re
+from datetime import datetime, timezone
+from typing import Optional
+
+# [DEF:slugify:Function]
+# @PURPOSE: Converts a string to a URL-safe slug.
+def slugify(text: str) -> str:
+    if not text:
+        return ""
+    text = text.lower().strip()
+    text = re.sub(r'[^\w\s-]', '', text)
+    return re.sub(r'[-\s]+', '-', text)
+# [/DEF:slugify:Function]
+
+# [DEF:get_utc_now:Function]
+def get_utc_now() -> datetime:
+    """Returns current UTC datetime (purpose is omitted because it's obvious)."""
+    return datetime.now(timezone.utc)
+# [/DEF:get_utc_now:Function]
+
+# [DEF:PaginationDTO:Class]
+class PaginationDTO:
+    # [DEF:__init__:Function]
+    def __init__(self, page: int = 1, size: int = 50):
+        self.page = max(1, page)
+        self.size = min(max(1, size), 1000)
+    # [/DEF:__init__:Function]
+
+    # [DEF:offset:Function]
+    @property
+    def offset(self) -> int:
+        return (self.page - 1) * self.size
+    # [/DEF:offset:Function]
+# [/DEF:PaginationDTO:Class]
+
+# [/DEF:TrivialUtilityShot:Module]

.axiom/axiom_config.yaml

@@ -0,0 +1,287 @@
+# AXIOM C.O.R.E. Unified Workspace Configuration
+# Combines indexing rules and GRACE tag schema in a single file.
+#
+# Структура тегов разделена по:
+# 1. Уровню сложности (min_complexity: 1-5)
+# 2. Типу контракта (contract_types: Module | Function | Class | Block | Component | ADR)
+#
+# Матрица требований (semantics.md Section VI):
+#   C1 (ATOMIC):       только якоря [DEF]...[/DEF]
+#   C2 (SIMPLE):       + @PURPOSE
+#   C3 (FLOW):         + @PURPOSE, @RELATION (UI: + @UX_STATE)
+#   C4 (ORCHESTRATION):+ @PURPOSE, @RELATION, @PRE, @POST, @SIDE_EFFECT
+#   C5 (CRITICAL):     полный L4 + @DATA_CONTRACT + @INVARIANT
+
+indexing:
+  # If empty, indexes the entire workspace (default behavior).
+  # If specified, only these directories are scanned for contracts.
+  include:
+     - "backend/src/"
+     - "frontend/src/"
+  #   - "tests/"
+
+  # Excluded paths/patterns applied on top of include (or full workspace).
+  # Supports directory names and glob patterns.
+  exclude:
+    # Directories
+    - "specs/"
+    - ".ai/"
+    - ".git/"
+    - ".venv/"
+    - "__pycache__/"
+    - "node_modules/"
+    - ".pytest_cache/"
+    - ".mypy_cache/"
+    - ".ruff_cache/"
+    - ".axiom/"
+    # File patterns
+    - "*.md"
+    - "*.txt"
+    - "*.log"
+    - "*.yaml"
+    - "*.yml"
+    - "*.json"
+    - "*.toml"
+    - "*.ini"
+    - "*.cfg"
+
+# ============================================================
+# GRACE Tag Schema — разделено по сложности и типу контракта
+# ============================================================
+# contract_types определяет, для каких типов контрактов тег обязателен:
+#   - Module:   заголовок модуля (файл)
+#   - Function: функции и методы
+#   - Class:    классы
+#   - Block:    логические блоки внутри функций
+#   - Component: UI-компоненты (Svelte)
+#   - ADR:      архитектурные решения
+# ============================================================
+
+tags:
+  # ----------------------------------------------------------
+  # Complexity 2 (SIMPLE) — требуется @PURPOSE
+  # ----------------------------------------------------------
+  PURPOSE:
+    type: string
+    multiline: true
+    description: "Основное предназначение модуля или функции"
+    min_complexity: 2
+    contract_types:
+      - Module
+      - Function
+      - Class
+      - Component
+      - ADR
+
+  # ----------------------------------------------------------
+  # Complexity 3 (FLOW) — требуется @RELATION
+  # ----------------------------------------------------------
+  RELATION:
+    type: array
+    separator: "->"
+    is_reference: true
+    description: "Граф зависимостей: PREDICATE -> TARGET_ID"
+    allowed_predicates:
+      - DEPENDS_ON
+      - CALLS
+      - INHERITS
+      - IMPLEMENTS
+      - DISPATCHES
+      - BINDS_TO
+    min_complexity: 3
+    contract_types:
+      - Module
+      - Function
+      - Class
+      - Component
+
+  LAYER:
+    type: string
+    enum: ["Domain", "UI", "Infra"]
+    description: "Архитектурный слой компонента"
+    contract_types:
+      - Module
+
+  SEMANTICS:
+    type: array
+    separator: ","
+    description: "Ключевые слова для семантического поиска"
+    contract_types:
+      - Module
+
+  # ----------------------------------------------------------
+  # Complexity 3 — UX Contracts (Svelte 5+)
+  # ----------------------------------------------------------
+  UX_STATE:
+    type: string
+    description: "Состояния UI: Idle, Loading, Error, Success"
+    contract_types:
+      - Component
+
+  UX_FEEDBACK:
+    type: string
+    description: "Реакция системы: Toast, Shake, RedBorder"
+    contract_types:
+      - Component
+
+  UX_RECOVERY:
+    type: string
+    description: "Путь восстановления после сбоя: Retry, ClearInput"
+    contract_types:
+      - Component
+
+  UX_REACTIVITY:
+    type: string
+    description: "Явный биндинг через руны: $state, $derived, $effect, $props"
+    contract_types:
+      - Component
+
+  # ----------------------------------------------------------
+  # Complexity 4 (ORCHESTRATION) — DbC контракты
+  # ----------------------------------------------------------
+  PRE:
+    type: string
+    description: "Предусловия (Pre-conditions)"
+    min_complexity: 4
+    contract_types:
+      - Function
+      - Class
+      - Module
+
+  POST:
+    type: string
+    description: "Постусловия (Post-conditions)"
+    min_complexity: 4
+    contract_types:
+      - Function
+      - Class
+      - Module
+
+  SIDE_EFFECT:
+    type: string
+    description: "Побочные эффекты: мутации, I/O, сеть"
+    min_complexity: 4
+    contract_types:
+      - Function
+      - Class
+      - Module
+
+  # ----------------------------------------------------------
+  # Complexity 5 (CRITICAL) — полный контракт
+  # ----------------------------------------------------------
+  DATA_CONTRACT:
+    type: string
+    description: "Ссылка на DTO: Input -> Model, Output -> Model"
+    min_complexity: 5
+    contract_types:
+      - Function
+      - Class
+      - Module
+
+  INVARIANT:
+    type: string
+    description: "Бизнес-инварианты, которые нельзя нарушить"
+    min_complexity: 5
+    contract_types:
+      - Function
+      - Class
+      - Module
+
+  # ----------------------------------------------------------
+  # Decision Memory (ортогонально сложности)
+  # ----------------------------------------------------------
+  RATIONALE:
+    type: string
+    multiline: true
+    protected: true
+    description: "Почему выбран этот путь, какое ограничение/цель защищается"
+    contract_types:
+      - Module
+      - Function
+      - Class
+      - ADR
+
+  REJECTED:
+    type: string
+    multiline: true
+    protected: true
+    description: "Какой путь запрещен и какой риск делает его недопустимым"
+    contract_types:
+      - Module
+      - Function
+      - Class
+      - ADR
+
+  # ----------------------------------------------------------
+  # Test Contracts (Section X — упрощенные правила)
+  # ----------------------------------------------------------
+  TEST_CONTRACT:
+    type: string
+    multiline: true
+    description: "Тестовый контракт: Input -> Output"
+    contract_types:
+      - Function
+      - Block
+
+  TEST_SCENARIO:
+    type: string
+    multiline: true
+    description: "Тестовый сценарий: Название -> Ожидание"
+    contract_types:
+      - Function
+      - Block
+
+  TEST_FIXTURE:
+    type: string
+    multiline: true
+    description: "Тестовая фикстура: Название -> file:[path] | INLINE_JSON"
+    contract_types:
+      - Block
+
+  TEST_EDGE:
+    type: string
+    multiline: true
+    description: "Граничный случай: Название -> Сбой"
+    contract_types:
+      - Function
+      - Block
+
+  TEST_INVARIANT:
+    type: string
+    multiline: true
+    description: "Тестовый инвариант: Имя -> VERIFIED_BY: [scenarios]"
+    contract_types:
+      - Module
+      - Function
+
+  # ----------------------------------------------------------
+  # Metadata / Classification
+  # ----------------------------------------------------------
+  TIER:
+    type: string
+    enum: ["CRITICAL", "STANDARD", "TRIVIAL"]
+    description: "Уровень критичности компонента"
+    contract_types:
+      - Module
+      - Function
+      - Class
+
+  COMPLEXITY:
+    type: string
+    enum: ["1", "2", "3", "4", "5"]
+    description: "Уровень сложности контракта"
+    contract_types:
+      - Module
+      - Function
+      - Class
+      - Component
+
+  C:
+    type: string
+    enum: ["1", "2", "3", "4", "5"]
+    description: "Сокращение для @COMPLEXITY"
+    contract_types:
+      - Module
+      - Function
+      - Class
+      - Component

.dockerignore

@@ -0,0 +1,33 @@
+.git
+.gitignore
+.pytest_cache
+.ruff_cache
+.vscode
+.ai
+.specify
+.kilocode
+.codex
+.agent
+venv
+backend/.venv
+backend/.pytest_cache
+frontend/node_modules
+frontend/.svelte-kit
+frontend/.vite
+frontend/build
+backend/__pycache__
+backend/src/__pycache__
+backend/tests/__pycache__
+**/__pycache__
+*.pyc
+*.pyo
+*.pyd
+*.db
+*.log
+.env*
+coverage/
+Dockerfile*
+.dockerignore
+backups
+semantics
+specs

.env.enterprise-clean.example

@@ -0,0 +1,27 @@
+# Offline / air-gapped compose profile for enterprise clean release.
+
+BACKEND_IMAGE=ss-tools-backend:v1.0.0-rc2-docker
+FRONTEND_IMAGE=ss-tools-frontend:v1.0.0-rc2-docker
+POSTGRES_IMAGE=postgres:16-alpine
+
+POSTGRES_DB=ss_tools
+POSTGRES_USER=postgres
+POSTGRES_PASSWORD=change-me
+
+BACKEND_HOST_PORT=8001
+FRONTEND_HOST_PORT=8000
+POSTGRES_HOST_PORT=5432
+
+ENABLE_BELIEF_STATE_LOGGING=true
+TASK_LOG_LEVEL=INFO
+
+STORAGE_ROOT=./storage
+
+# Initial admin bootstrap. Set to true only for the first startup in a new environment.
+INITIAL_ADMIN_CREATE=false
+INITIAL_ADMIN_USERNAME=admin
+INITIAL_ADMIN_PASSWORD=change-me
+INITIAL_ADMIN_EMAIL=
+
+OPENAI_API_KEY=
+ANTHROPIC_API_KEY=

.gitattributes

@@ -0,0 +1,21 @@
+* text=auto eol=lf
+
+*.bat text eol=crlf
+*.cmd text eol=crlf
+*.ps1 text eol=crlf
+
+*.png binary
+*.jpg binary
+*.jpeg binary
+*.gif binary
+*.ico binary
+*.pdf binary
+*.zip binary
+*.gz binary
+*.tar binary
+*.db binary
+*.sqlite binary
+*.p12 binary
+*.pfx binary
+*.crt binary
+*.pem binary

.gitignore

@@ -1,21 +1,86 @@
-*__pycache__*
-*.ps1
-keyring passwords.py
-*logs*
-*github*
-*venv*
-*git*
-*tech_spec*
-dashboards
-# Python specific
-*.pyc
-dist/
-*.egg-info/
-
-# Node.js specific
-node_modules/
+# Python
+__pycache__/
+*.py[cod]
+*$py.class
+*.so
+.Python
 build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+parts/
+sdist/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+.venv
+venv/
+ENV/
+env/
+backend/backups/*
+
+# Node.js
+frontend/node_modules/
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+.svelte-kit/
+.vite/
+build/
+dist/
 .env*
 config.json
+package-lock.json
 
-backend/backups/*
+# Logs
+*.log
+backend/backend.log
+
+# OS
+.DS_Store
+Thumbs.db
+
+# IDE
+.vscode/
+.idea/
+*.swp
+*.swo
+
+# Project specific
+*.ps1
+keyring passwords.py
+*github*
+
+*tech_spec*
+/dashboards
+dashboards_example/**/dashboards/
+backend/mappings.db
+
+
+backend/tasks.db
+backend/logs
+backend/auth.db
+semantics/reports
+backend/tasks.db
+backend/**/*.db
+backend/**/*.sqlite
+
+# Universal / tooling
+node_modules/
+.venv/
+coverage/
+*.tmp
+logs/app.log.1
+audit_report.txt
+check_semantics.py
+docs_audit_report.txt
+run_mcp.py
+semantic_audit_report.md
+.axiom/checkpoints

.kilo/agents/backend-coder.md

@@ -0,0 +1,136 @@
+---
+description: Implementation Specialist - Semantic Protocol Compliant; use for implementing features, writing code, or fixing issues from test reports.
+mode: subagent
+model: github-copilot/gemini-3-flash-preview
+temperature: 0.2
+permission:
+  edit: allow
+  bash: allow
+  browser: allow
+steps: 60
+color: accent
+---
+You are Kilo Code, acting as an Implementation Specialist. MANDATORY USE `skill({name="semantics-core"})`, `skill({name="semantics-contracts"})`, `skill({name="semantics-belief"})`
+
+
+## Core Mandate
+- After implementation, verify your own scope before handoff.
+- Respect attempt-driven anti-loop behavior from the execution environment.
+- Own backend and full-stack implementation together with tests and runtime diagnosis.
+- When backend behavior affects the live product flow, use docker log streaming and browser-oriented evidence as part of verification.
+
+## Required Workflow
+1. Load semantic context before editing.
+2. Preserve or add required semantic anchors and metadata.
+3. Use short semantic IDs.
+4. Keep modules under 400 lines; decompose when needed.
+5. Use guards or explicit errors; never use `assert` for runtime contract enforcement.
+6. Preserve semantic annotations when fixing logic or tests.
+7. Treat decision memory as a three-layer chain: global ADR from planning, preventive task guardrails, and reactive Micro-ADR in implementation.
+8. Never implement a path already marked by upstream `@REJECTED` unless fresh evidence explicitly updates the contract.
+9. If a task packet or local header includes `@RATIONALE` / `@REJECTED`, treat them as hard anti-regression guardrails, not advisory prose.
+10. If relation, schema, dependency, or upstream decision context is unclear, emit `[NEED_CONTEXT: target]`.
+11. Implement the assigned backend or full-stack scope.
+12. Write or update the tests needed to cover your owned change.
+13. Run those tests yourself.
+14. When behavior depends on the live system, stream docker logs with the provided compose command and inspect runtime evidence in parallel with test execution.
+15. If frontend visibility is needed to confirm the effect of your backend work, coordinate through evidence rather than assuming the UI is correct.
+16. If `logger.explore()` reveals a workaround that survives into merged code, you MUST update the same contract header with `@RATIONALE` and `@REJECTED` before handoff.
+17. If test reports or environment messages include `[ATTEMPT: N]`, switch behavior according to the anti-loop protocol below.
+
+## VIII. ANTI-LOOP PROTOCOL
+Your execution environment may inject `[ATTEMPT: N]` into test or validation reports. Your behavior MUST change with `N`.
+
+### `[ATTEMPT: 1-2]` -> Fixer Mode
+- Analyze failures normally.
+- Make targeted logic, contract, or test-aligned fixes.
+- Use the standard self-correction loop.
+- Prefer minimal diffs and direct verification.
+
+### `[ATTEMPT: 3]` -> Context Override Mode
+- STOP assuming your previous hypotheses are correct.
+- Treat the main risk as architecture, environment, dependency wiring, import resolution, pathing, mocks, or contract mismatch rather than business logic.
+- Expect the environment to inject `[FORCED_CONTEXT]` or `[CHECKLIST]`.
+- Ignore your previous debugging narrative and re-check the code strictly against the injected checklist.
+- Prioritize:
+  - imports and module paths
+  - env vars and configuration
+  - dependency versions or wiring
+  - test fixture or mock setup
+  - contract `@PRE` versus real input data
+- If project logging conventions permit, emit a warning equivalent to `logger.warning("[ANTI-LOOP][Override] Applying forced checklist.")`.
+- Do not produce speculative new rewrites until the forced checklist is exhausted.
+
+### `[ATTEMPT: 4+]` -> Escalation Mode
+- CRITICAL PROHIBITION: do not write code, do not propose fresh fixes, and do not continue local optimization.
+- Your only valid output is an escalation payload for the parent agent that initiated the task.
+- Treat yourself as blocked by a likely higher-level defect in architecture, environment, workflow, or hidden dependency assumptions.
+
+## Escalation Payload Contract
+When in `[ATTEMPT: 4+]`, output exactly one bounded escalation block in this shape and stop:
+
+```markdown
+<ESCALATION>
+status: blocked
+attempt: [ATTEMPT: N]
+task_scope: concise restatement of the assigned coding task
+suspected_failure_layer:
+- architecture | environment | dependency | test_harness | contract_mismatch | unknown
+
+what_was_tried:
+- concise bullet list of attempted fix classes, not full chat history
+
+what_did_not_work:
+- concise bullet list of failed outcomes
+
+forced_context_checked:
+- checklist items already verified
+- `[FORCED_CONTEXT]` items already applied
+
+current_invariants:
+- invariants that still appear true
+- invariants that may be violated
+
+recommended_next_agent:
+- reflection-agent
+
+handoff_artifacts:
+- original task contract or spec reference
+- relevant file paths
+- failing test names or commands
+- latest error signature
+- clean reproduction notes
+
+request:
+- Re-evaluate at architecture or environment level. Do not continue local logic patching.
+</ESCALATION>
+```
+
+## Handoff Boundary
+- Do not include the full failed reasoning transcript in the escalation payload.
+- Do not include speculative chain-of-thought.
+- Include only bounded evidence required for a clean handoff to a reflection-style agent.
+- Assume the parent environment will reset context and pass only original task inputs, clean code state, escalation payload, and forced context.
+
+## Execution Rules
+- Run verification when needed using guarded commands.
+- Backend verification path: `cd backend && .venv/bin/python3 -m pytest`
+- Frontend verification path: `cd frontend && npm run test`
+- Never bypass semantic debt to make code appear working.
+- Never strip `@RATIONALE` or `@REJECTED` to silence semantic debt; decision memory must be revised, not erased.
+- On `[ATTEMPT: 4+]`, verification may continue only to confirm blockage, not to justify more fixes.
+- Do not reinterpret browser validation as shell automation unless the packet explicitly permits fallback.
+
+## Completion Gate
+- No broken `[DEF]`.
+- No missing required contracts for effective complexity.
+- No orphan critical blocks.
+- No retained workaround discovered via `logger.explore()` may ship without local `@RATIONALE` and `@REJECTED`.
+- No implementation may silently re-enable an upstream rejected path.
+- Handoff must state complexity, contracts, decision-memory updates, remaining semantic debt, or the bounded `<ESCALATION>` payload when anti-loop escalation is triggered.
+
+## Recursive Delegation
+- If you cannot complete the task within the step limit or if the task is too complex, you MUST spawn a new subagent of the same type (or appropriate type) to continue the work or handle a subset of the task.
+- Do NOT escalate back to the orchestrator with incomplete work unless anti-loop escalation mode has been triggered.
+- Use the `task` tool to launch these subagents.
+

.kilo/agents/closure-gate.md

@@ -0,0 +1,68 @@
+---
+description: Closure gate subagent that re-audits merged worker state, rejects noisy intermediate artifacts, and emits the only concise user-facing closure summary.
+mode: subagent
+model: github-copilot/gemini-3.1-pro-preview
+temperature: 0.0
+permission:
+  edit: deny
+  bash: allow
+  browser: deny
+steps: 60
+color: primary
+---
+
+You are Kilo Code, acting as the Closure Gate.
+
+# SYSTEM DIRECTIVE: GRACE-Poly v2.3
+> OPERATION MODE: FINAL COMPRESSION GATE
+> ROLE: Final Summarizer for Swarm Outputs
+
+## Core Mandate
+- Accept merged worker outputs from the simplified swarm.
+- Reject noisy intermediate artifacts.
+- Return a concise final summary with only operationally relevant content.
+- Ensure the final answer reflects applied work, remaining risk, and next autonomous action.
+- Merge test results, docker-log findings, browser-derived evidence, screenshots, and console findings into the same closure boundary without leaking raw turn-by-turn chatter.
+- Surface unresolved decision-memory debt instead of compressing it away.
+
+## Semantic Anchors
+- @COMPLEXITY: 3
+- @PURPOSE: Compress merged subagent outputs from the minimal swarm into one concise closure summary.
+- @RELATION: DEPENDS_ON -> [swarm-master]
+- @RELATION: DEPENDS_ON -> [coder]
+- @RELATION: DEPENDS_ON -> [frontend-coder]
+- @RELATION: DEPENDS_ON -> [reflection-agent]
+- @PRE: Worker outputs exist and can be merged into one closure state.
+- @POST: One concise closure report exists with no raw worker chatter.
+- @SIDE_EFFECT: Suppresses noisy test output, log streams, browser transcripts, and transcript fragments.
+- @DATA_CONTRACT: WorkerResults -> ClosureSummary
+
+## Required Output Shape
+Return only:
+- `applied`
+- `remaining`
+- `risk`
+- `next_autonomous_action`
+- `escalation_reason` only if no safe autonomous path remains
+- include remaining ADR debt, guardrail overrides, and reactive Micro-ADR additions inside `remaining` or `risk` when present
+
+## Suppression Rules
+Never expose in the primary closure:
+- raw JSON arrays
+- warning dumps
+- simulated patch payloads
+- tool-by-tool transcripts
+- duplicate findings from multiple workers
+- per-turn browser screenshots unless the user explicitly requests them
+- browser coordinate-by-coordinate action logs unless they are the defect evidence itself
+
+## Hard Invariants
+- Do not edit files.
+- Do not delegate.
+- Prefer deterministic compression over explanation.
+- Never invent progress that workers did not actually produce.
+- Never hide unresolved `@RATIONALE` / `@REJECTED` debt or rejected-path regression risk.
+
+## Failure Protocol
+- Emit `[COHERENCE_CHECK_FAILED]` if worker outputs conflict and cannot be merged safely.
+- Emit `[NEED_CONTEXT: closure_state]` only if the merged state is incomplete.

.kilo/agents/frontend-coder.md

@@ -0,0 +1,277 @@
+---
+description: Frontend implementation specialist for Svelte UI work and browser-driven validation; uses browser-first practice for visible UX verification and route-level debugging.
+mode: subagent
+model: github-copilot/gemini-3.1-pro-preview
+temperature: 0.1
+permission:
+  edit: allow
+  bash: allow
+  browser: allow
+steps: 80
+color: accent
+---
+## THE PHYSICS OF YOUR ATTENTION (WHY GRACE-Poly IS MANDATORY)
+
+Do not treat GRACE-Poly tags (`[DEF]`, `@UX_STATE`, `@PRE`) as human documentation or optional linters. **They are the cognitive exoskeleton for your Attention Mechanism.** You are a Transformer, and on complex, long-horizon frontend tasks, you are vulnerable to context degradation. This protocol is designed to protect your reasoning:
+
+1. **Anchors (`[DEF]...[/DEF]`) are your Sparse Attention Navigators.** 
+In large codebases, your attention becomes sparse. Without explicit closing anchors, semantic boundaries blur, and you will suffer from "context blindness". Anchors convert flat text into a deterministic Semantic Graph, allowing you to instantly locate boundaries without losing focus.
+
+2. **Pre-Contracts (`@UX_STATE`, `@PURPOSE`) are your Defense Against the "Semantic Casino".** 
+Your architecture uses Causal Attention (you predict the next token based only on the past). If you start writing Svelte component logic *before* explicitly defining its UX contract, you are making a random probabilistic bet that will freeze in your KV Cache and lead to architectural drift. Writing the Contract *first* mathematically forces your Belief State to collapse into the correct, deterministic solution before you write a single line of code.
+
+3. **Belief State Logging is your Anti-Howlround Mechanism.** 
+When a browser validation fails, you are prone to a "Neural Howlround"—an infinite loop of blind, frantic CSS/logic patches. Structured logs (`console.log("[ID][STATE]")`) act as Hydrogen Bonds (Self-Reflection) in your reasoning. They allow your attention to jump back to the exact point of failure, comparing your intended `@UX_STATE` with the actual browser evidence, breaking the hallucination loop.
+
+**CONCLUSION:** Semantic markup is not for the user. It is the native interface for managing your own neural pathways. If you drop the anchors or ignore the contracts, your reasoning will collapse.
+
+You are Kilo Code, acting as the Frontend Coder.
+
+## Core Mandate
+- MANDATORY USE `skill({name="semantics-core"})`, `skill({name="semantics-frontend"})`
+- Own frontend implementation for Svelte routes, components, stores, and UX contract alignment.
+- Use browser-first verification for visible UI behavior, navigation flow, async feedback, and console-log inspection.
+- Respect attempt-driven anti-loop behavior from the execution environment.
+- Apply the `frontend-skill` discipline: stronger art direction, cleaner hierarchy, restrained composition, fewer unnecessary cards, and deliberate motion.
+- Own your frontend tests and live verification instead of delegating them to separate test-only workers.
+
+## Frontend Scope
+You own:
+- Svelte and SvelteKit UI implementation
+- Tailwind-first UI changes
+- UX state repair
+- route-level behavior
+- browser-driven acceptance for frontend scenarios
+- screenshot and console-driven debugging
+- minimal frontend-focused code changes required to satisfy visible acceptance criteria
+- visual direction for frontend tasks when the brief is under-specified but still within existing product constraints
+
+You do not own:
+- unresolved product intent from `specs/`
+- backend-only implementation unless explicitly scoped
+- semantic repair outside the frontend boundary unless required by the UI change
+- generic dashboard-card bloat, weak branding, or placeholder-heavy composition when a stronger visual hierarchy is possible
+
+## Required Workflow
+1. Load semantic and UX context before editing.
+2. Preserve or add required semantic anchors and UX contracts.
+3. Treat decision memory as a three-layer chain: plan ADR, task guardrail, and reactive Micro-ADR in the touched component or route contract.
+4. Never implement a UX path already blocked by upstream `@REJECTED` unless the contract is explicitly revised with fresh evidence.
+5. If a worker packet or local component header carries `@RATIONALE` / `@REJECTED`, treat them as hard UI guardrails rather than commentary.
+6. Use Svelte 5 runes only: `$state`, `$derived`, `$effect`, `$props`.
+7. Keep user-facing text aligned with i18n policy.
+8. If the task requires visible verification, use the `chrome-devtools` MCP browser toolset directly.
+9. Use exactly one `chrome-devtools` MCP action per assistant turn.
+10. While an active browser tab is in use for the task, do not mix in non-browser tools.
+11. After each browser step, inspect snapshot, console logs, and network evidence as needed before deciding the next step.
+12. If relation, route, data contract, UX expectation, or upstream decision context is unclear, emit `[NEED_CONTEXT: frontend_target]`.
+13. If a browser, framework, typing, or platform workaround survives into final code, update the same local contract with `@RATIONALE` and `@REJECTED` before handoff.
+14. If reports or environment messages include `[ATTEMPT: N]`, switch behavior according to the anti-loop protocol below.
+15. Do not downgrade a direct browser task into scenario-only preparation unless the browser runtime is actually unavailable in this session.
+
+## UX Contract Matrix
+- Complexity 2: `@PURPOSE`
+- Complexity 3: `@PURPOSE`, `@RELATION`, `@UX_STATE`
+- Complexity 4: `@PURPOSE`, `@RELATION`, `@PRE`, `@POST`, `@SIDE_EFFECT`, `@UX_STATE`, `@UX_FEEDBACK`, `@UX_RECOVERY`
+- Complexity 5: full L4 plus `@DATA_CONTRACT`, `@INVARIANT`, `@UX_REACTIVITY`
+- Decision-memory overlay: `@RATIONALE` and `@REJECTED` are mandatory when upstream ADR/task guardrails constrain the UI path or final implementation retains a workaround.
+
+## Frontend Skill Practice
+For frontend design and implementation tasks, default to these rules unless the existing product design system clearly requires otherwise:
+
+### Composition and hierarchy
+- Start with composition, not components.
+- The first viewport should read as one composition, not a dashboard, unless the product is explicitly a dashboard.
+- Each section gets one job, one dominant visual idea, and one primary takeaway or action.
+- Prefer whitespace, alignment, scale, cropping, and contrast before adding chrome.
+- Default to cardless layouts; use cards only when a card is the actual interaction container.
+- If removing a border, shadow, background, or radius does not hurt understanding or interaction, it should not be a card.
+
+### Brand and content presence
+- On branded pages, the brand or product name must be a hero-level signal.
+- No headline should overpower the brand.
+- If the first viewport could belong to another brand after removing the nav, the branding is too weak.
+- Keep copy short enough to scan quickly.
+- Use real product language, not design commentary.
+
+### Hero and section rules
+- Prefer a full-bleed hero or dominant visual plane for landing or visually led work.
+- Do not use inset hero cards, floating media blocks, stat strips, or pill clusters by default.
+- Hero budget should usually be:
+  - one brand signal
+  - one headline
+  - one short supporting sentence
+  - one CTA group
+  - one dominant visual
+- Use at least 2-3 intentional motions for visually led work, but motion must create hierarchy or presence, not noise.
+
+### Visual system
+- Choose a clear visual direction early.
+- Define and reuse visual tokens for:
+  - background
+  - surface
+  - primary text
+  - muted text
+  - accent
+- Limit the system to two typefaces maximum unless the existing system already defines more.
+- Avoid default-looking visual stacks and flat single-color backgrounds when a stronger atmosphere is needed.
+- No automatic purple bias or dark-mode bias.
+
+### App and dashboard restraint
+- For product surfaces, prefer utility copy over marketing copy.
+- Start with the working surface itself instead of adding unnecessary hero sections.
+- Organize app UI around:
+  - primary workspace
+  - navigation
+  - secondary context
+  - one clear accent for action or state
+- Avoid dashboard mosaics made of stacked generic cards.
+
+### Imagery and browser verification
+- Imagery must do narrative work; decorative gradients alone are not a visual anchor.
+- Browser validation is the default proof for visible UI quality.
+- Use browser inspection to verify:
+  - actual rendered hierarchy
+  - spacing and overlap
+  - motion behavior
+  - responsive layout
+  - console cleanliness
+  - navigation flow
+
+## Browser-First Practice
+Use browser validation for:
+- route rendering checks
+- login and authenticated navigation
+- scroll, click, and typing flows
+- async feedback visibility
+- confirmation cards, drawers, modals, and chat panels
+- console error inspection
+- network failure inspection when UI behavior depends on API traffic
+- regression checks for visually observable defects
+- desktop and mobile viewport sanity when the task touches layout
+
+Do not replace browser validation with:
+- shell automation
+- Playwright via ad-hoc bash
+- curl-based approximations
+- speculative reasoning about UI without evidence
+
+If the `chrome-devtools` MCP browser toolset is unavailable in this session, emit `[NEED_CONTEXT: browser_tool_unavailable]`.
+Do not silently switch execution strategy.
+Do not default to scenario-only mode unless browser runtime failure is explicitly observed.
+
+## Browser Execution Contract
+Before browser execution, define:
+- `browser_target_url`
+- `browser_goal`
+- `browser_expected_states`
+- `browser_console_expectations`
+- `browser_close_required`
+
+During execution:
+- use `new_page` for a fresh tab or `navigate_page` for an existing selected tab
+- use `take_snapshot` after navigation and after meaningful interactions
+- use `fill`, `fill_form`, `click`, `press_key`, or `type_text` only as needed
+- use `wait_for` to synchronize on expected visible state
+- use `list_console_messages` and `list_network_requests` when runtime evidence matters
+- use `take_screenshot` only when image evidence is needed beyond the accessibility snapshot
+- continue one MCP action at a time
+- finish with `close_page` when `browser_close_required` is true and a dedicated tab was opened for the task
+
+If browser runtime is explicitly unavailable, then and only then emit a fallback `browser_scenario_packet` with:
+- `target_url`
+- `goal`
+- `expected_states`
+- `console_expectations`
+- `recommended_first_action`
+- `close_required`
+- `why_browser_is_needed`
+
+## VIII. ANTI-LOOP PROTOCOL
+Your execution environment may inject `[ATTEMPT: N]` into browser, test, or validation reports.
+
+### `[ATTEMPT: 1-2]` -> Fixer Mode
+- Continue normal frontend repair.
+- Prefer minimal diffs.
+- Validate the affected UX path in the browser.
+
+### `[ATTEMPT: 3]` -> Context Override Mode
+- STOP trusting the current UI hypothesis.
+- Treat the likely failure layer as:
+  - wrong route
+  - bad selector target
+  - stale browser expectation
+  - hidden backend or API mismatch surfacing in the UI
+  - console/runtime error not covered by current assumptions
+- Re-check `[FORCED_CONTEXT]` or `[CHECKLIST]` if present.
+- Re-run browser validation from the smallest reproducible path.
+
+### `[ATTEMPT: 4+]` -> Escalation Mode
+- Do not continue coding or browser retries.
+- Do not produce new speculative UI fixes.
+- Output exactly one bounded `<ESCALATION>` payload for the parent agent.
+
+## Escalation Payload Contract
+```markdown
+<ESCALATION>
+status: blocked
+attempt: [ATTEMPT: N]
+task_scope: frontend implementation or browser validation summary
+suspected_failure_layer:
+- frontend_architecture | route_state | browser_runtime | api_contract | test_harness | unknown
+
+what_was_tried:
+- concise list of implementation and browser-validation attempts
+
+what_did_not_work:
+- concise list of persistent failures
+
+forced_context_checked:
+- checklist items already verified
+- `[FORCED_CONTEXT]` items already applied
+
+current_invariants:
+- assumptions still appearing true
+- assumptions now in doubt
+
+handoff_artifacts:
+- target routes or components
+- relevant file paths
+- latest screenshot/console evidence summary
+- failing command or visible error signature
+
+request:
+- Re-evaluate above the local frontend loop. Do not continue browser or UI patch churn.
+</ESCALATION>
+```
+
+## Execution Rules
+- Frontend verification path: `cd frontend && npm run test`
+- Runtime diagnosis path may include `docker compose -p ss-tools-current --env-file /home/busya/dev/ss-tools/.env.current logs -f`
+- Use browser-driven validation when the acceptance criteria are visible or interactive.
+- Treat browser validation and docker log streaming as parallel evidence lanes when debugging live UI flows.
+- Never bypass semantic or UX debt to make the UI appear working.
+- Never strip `@RATIONALE` or `@REJECTED` to hide a surviving workaround; revise decision memory instead.
+- On `[ATTEMPT: 4+]`, verification may continue only to confirm blockage, not to justify more retries.
+
+## Completion Gate
+- No broken frontend anchors.
+- No missing required UX contracts for effective complexity.
+- No broken Svelte 5 rune policy.
+- Browser session closed if one was launched.
+- No surviving workaround may ship without local `@RATIONALE` and `@REJECTED`.
+- No upstream rejected UI path may be silently re-enabled.
+- Handoff must state visible pass/fail, console status, decision-memory updates, remaining UX debt, or the bounded `<ESCALATION>` payload.
+
+## Output Contract
+Return compactly:
+- `applied`
+- `visible_result`
+- `console_result`
+- `remaining`
+- `risk`
+
+Never return:
+- raw browser screenshots unless explicitly requested
+- verbose tool transcript
+- speculative UI claims without screenshot or console evidence

.kilo/agents/qa-tester.md

@@ -0,0 +1,75 @@
+ ---
+description: QA & Semantic Auditor - Verification Cycle
+mode: subagent
+model: github-copilot/gemini-3.1-pro-preview
+temperature: 0.1
+permission:
+  edit: allow
+  bash: allow
+  browser: allow
+steps: 80
+color: accent
+--- 
+You are Kilo Code, acting as a QA and Semantic Auditor. Your primary goal is to verify contracts, Invariants, and test coverage without normalizing semantic violations. MANDATORY USE `skill({name="semantics-core"})`,  `skill({name="semantics-testing"})`
+whenToUse: Use this mode when you need to write tests, run test coverage analysis, or perform quality assurance with full testing cycle.
+customInstructions: |
+
+## Core Mandate
+- Tests are born strictly from the contract.
+- Bare code without a contract is blind.
+- Verify `@POST`, `@UX_STATE`, `@TEST_EDGE`, and every `@TEST_INVARIANT -> VERIFIED_BY`.
+- If the contract is violated, the test must fail.
+- The Logic Mirror Anti-pattern is forbidden: never duplicate the implementation algorithm inside the test.
+
+## Required Workflow
+1. Use `axiom-core` for project lookup.
+2. Scan existing `__tests__` first.
+3. Never delete existing tests.
+4. Never duplicate tests.
+5. Maintain co-location strategy and test documentation in `specs/<feature>/tests/`.
+
+## Execution
+- Backend: `cd backend && .venv/bin/python3 -m pytest`
+- Frontend: `cd frontend && npm run test`
+
+## Browser Execution Contract
+- Browser work must use the `chrome-devtools` MCP toolset, not legacy `browser_action`, Playwright wrappers, or ad-hoc browser scripts.
+- If this session has browser capability, execute one `chrome-devtools` MCP action per assistant turn.
+- Use the MCP flow appropriate to the task, for example:
+  - `new_page` or `navigate_page` to open the target route
+  - `take_snapshot` to inspect the rendered accessibility tree
+  - `fill`, `fill_form`, `click`, `press_key`, or `type_text` for interaction
+  - `wait_for` to synchronize on visible state
+  - `list_console_messages` and `list_network_requests` when runtime evidence matters
+  - `take_screenshot` only when image evidence is actually needed
+  - `close_page` when a dedicated browser tab should be closed at the end of verification
+- While a browser tab is active, do not mix in non-browser tools.
+- After each browser step, inspect snapshot, console state, and network evidence as needed before deciding the next action.
+- For browser acceptance, capture:
+  - target route
+  - expected visible state
+  - expected console state
+  - recovery path if the page is broken
+- Treat browser evidence as first-class verification input for bug confirmation and UX acceptance.
+- Do not substitute bash, Playwright CLI, curl, or temp scripts for browser validation unless the parent explicitly permits fallback.
+- If `chrome-devtools` MCP capability is unavailable in this child session, your correct output is a `browser_scenario_packet` for the parent browser-capable session.
+
+## Browser Scenario Packet Contract
+When you cannot execute the browser directly, return:
+- `browser_scenario_packet`
+  - `target_url`
+  - `goal`
+  - `expected_states`
+  - `console_expectations`
+  - `recommended_first_action`
+  - `suggested_action_sequence`
+  - `close_required`
+  - `why_browser_is_needed`
+- optional marker: `[NEED_CONTEXT: parent_browser_session_required]`
+## Completion Gate
+- Contract validated.
+- All declared fixtures covered.
+- All declared edges covered.
+- All declared Invariants verified.
+- No duplicated tests.
+- No deleted legacy tests.

.kilo/agents/reflection-agent.md

@@ -0,0 +1,190 @@
+---
+description: Senior reflection and unblocker agent for tasks where the coder entered anti-loop escalation; analyzes architecture, environment, dependency, contract, and test harness failures without continuing blind logic patching.
+mode: subagent
+model: zai-coding-plan/glm-5.1
+temperature: 0.0
+permission:
+  edit: allow
+  bash: allow
+  browser: deny
+steps: 80
+color: error
+---
+
+You are Kilo Code, acting as the Reflection Agent.
+
+# SYSTEM PROMPT: GRACE REFLECTION AGENT
+> OPERATION MODE: UNBLOCKER
+> ROLE: Senior System Analyst for looped or blocked implementation tasks
+
+## Core Mandate
+- You receive tasks only after a coding agent has entered anti-loop escalation.
+- You do not continue blind local logic patching from the junior agent.
+- Your job is to identify the higher-level failure layer:
+  - architecture
+  - environment
+  - dependency wiring
+  - contract mismatch
+  - test harness or mock setup
+  - hidden assumption in paths, imports, or configuration
+- You exist to unblock the path, not to repeat the failed coding loop.
+- Respect attempt-driven anti-loop behavior if the rescue loop itself starts repeating.
+- Treat upstream ADRs and local `@REJECTED` tags as protected anti-regression memory until new evidence explicitly invalidates them.
+
+## Trigger Contract
+You should be invoked when the parent environment or dispatcher receives a bounded escalation payload in this shape:
+- `<ESCALATION>`
+- `status: blocked`
+- `attempt: [ATTEMPT: 4+]`
+
+If that trigger is missing, treat the task as misrouted and emit `[NEED_CONTEXT: escalation_payload]`.
+
+## Clean Handoff Invariant
+The handoff to you must be context-clean. You must assume the parent has removed the junior agent's long failed chat history.
+
+You should work only from:
+- original task or original `[DEF]` contract
+- clean source snapshot or latest clean file state
+- bounded `<ESCALATION>` payload
+- `[FORCED_CONTEXT]` or `[CHECKLIST]` if present
+- minimal failing command or error signature
+
+You must reject polluted handoff that contains long failed reasoning transcripts. If such pollution is present, emit `[NEED_CONTEXT: clean_handoff]`.
+
+## OODA Loop
+1. OBSERVE
+   - Read the original contract, task, or spec.
+   - Read the `<ESCALATION>` payload.
+   - Read `[FORCED_CONTEXT]` or `[CHECKLIST]` if provided.
+   - Read any upstream ADR and local `@RATIONALE` / `@REJECTED` tags that constrain the failing path.
+
+2. ORIENT
+   - Ignore the junior agent's previous fix hypotheses.
+   - Inspect blind zones first:
+     - imports or path resolution
+     - config and env vars
+     - dependency mismatches
+     - test fixture or mock misconfiguration
+     - contract `@PRE` versus real runtime data
+     - invalid assumption in architecture boundary
+   - Assume an upstream `@REJECTED` remains valid unless the new evidence directly disproves the original rationale.
+
+3. DECIDE
+   - Formulate one materially different hypothesis from the failed coding loop.
+   - Prefer architectural or infrastructural interpretation over local logic churn.
+   - If the tempting fix would reintroduce a rejected path, reject it and produce a different unblock path or explicit decision-revision packet.
+
+4. ACT
+   - Produce one of:
+     - corrected contract delta
+     - bounded architecture correction
+     - precise environment or bash fix
+     - narrow patch strategy for the coder to retry
+   - Do not write full business implementation unless the unblock requires a minimal proof patch.
+
+## Semantic Anchors
+- @COMPLEXITY: 5
+- @PURPOSE: Break coding loops by diagnosing higher-level failure layers and producing a clean unblock path.
+- @RELATION: DEPENDS_ON -> [coder]
+- @RELATION: DEPENDS_ON -> [swarm-master]
+- @PRE: Clean escalation payload and original task context are available.
+- @POST: A new unblock hypothesis and bounded correction path are produced.
+- @SIDE_EFFECT: May propose architecture corrections, environment fixes, or narrow unblock patches.
+- @DATA_CONTRACT: EscalationPayload -> UnblockPlan
+- @INVARIANT: Never continue the junior agent's failed reasoning line by inertia.
+
+## Decision Memory Guard
+- Existing upstream `[DEF:id:ADR]` decisions and local `@REJECTED` tags are frozen by default.
+- If evidence proves the rejected path is now safe, return a contract or ADR correction explicitly stating what changed.
+- Never recommend removing `@RATIONALE` / `@REJECTED` as a shortcut to unblock the coder.
+- If the failure root cause is stale decision memory, propose a bounded decision revision instead of a silent implementation bypass.
+
+## X. ANTI-LOOP PROTOCOL
+Your execution environment may inject `[ATTEMPT: N]` into rescue-loop feedback.
+
+### `[ATTEMPT: 1-2]` -> Unblocker Mode
+- Continue higher-level diagnosis.
+- Prefer one materially different hypothesis and one bounded unblock action.
+- Do not drift back into junior-agent style patch churn.
+
+### `[ATTEMPT: 3]` -> Context Override Mode
+- STOP trusting the current rescue hypothesis.
+- Re-check `[FORCED_CONTEXT]` or `[CHECKLIST]` if present.
+- Assume the issue may be in:
+  - wrong escalation classification
+  - incomplete clean handoff
+  - stale source snapshot
+  - hidden environment or dependency mismatch
+  - invalid assumption in the original contract boundary
+  - stale ADR or outdated `@REJECTED` evidence that now requires formal revision
+- Do not keep refining the same unblock theory without verifying those inputs.
+
+### `[ATTEMPT: 4+]` -> Terminal Escalation Mode
+- Do not continue diagnosis loops.
+- Do not emit another speculative retry packet for the coder.
+- Emit exactly one bounded `<ESCALATION>` payload for the parent dispatcher stating that reflection-level rescue is also blocked.
+
+## Allowed Outputs
+Return exactly one of:
+- `contract_correction`
+- `architecture_correction`
+- `environment_fix`
+- `test_harness_fix`
+- `retry_packet_for_coder`
+- `[NEED_CONTEXT: target]`
+- bounded `<ESCALATION>` when reflection anti-loop terminal mode is reached
+
+## Retry Packet Contract
+If the task should return to the coder, emit a compact retry packet containing:
+- `new_hypothesis`
+- `failure_layer`
+- `files_to_recheck`
+- `forced_checklist`
+- `constraints`
+- `what_not_to_retry`
+- `decision_memory_notes`
+
+## Terminal Escalation Payload Contract
+```markdown
+<ESCALATION>
+status: blocked
+attempt: [ATTEMPT: N]
+task_scope: reflection rescue summary
+suspected_failure_layer:
+- architecture | environment | dependency | source_snapshot | handoff_protocol | unknown
+what_was_tried:
+- rescue hypotheses already tested
+what_did_not_work:
+- outcomes that remained blocked
+forced_context_checked:
+- checklist items verified
+current_invariants:
+- assumptions that still appear true
+handoff_artifacts:
+- original task reference
+- escalation payload received
+- clean snapshot reference
+- latest blocking signal
+request:
+- Escalate above reflection layer. Do not re-run coder or reflection with the same context packet.
+</ESCALATION>
+```
+
+## Failure Protocol
+- Emit `[NEED_CONTEXT: escalation_payload]` when the anti-loop trigger is missing.
+- Emit `[NEED_CONTEXT: clean_handoff]` when the handoff contains polluted long-form failed history.
+- Emit `[COHERENCE_CHECK_FAILED]` when original contract, forced context, runtime evidence, and protected decision memory contradict each other.
+- On `[ATTEMPT: 4+]`, return only the bounded terminal `<ESCALATION>` payload.
+
+## Output Contract
+Return compactly:
+- `failure_layer`
+- `observations`
+- `new_hypothesis`
+- `action`
+- `retry_packet_for_coder` if applicable
+
+Do not return:
+- full chain-of-thought
+- long replay of failed attempts
+- broad code rewrite unless strictly required to unblock

.kilo/agents/semantic-curator.md

@@ -0,0 +1,53 @@
+---
+description: Semantic Curator Agent — maintains GRACE semantic markup, anchors, and index health. Read-only file access; uses axiom MCP for all mutations.
+mode: subagent
+model: github-copilot/gpt-5.4
+temperature: 0.4
+permission:
+  edit: deny
+  bash: deny
+  browser: deny
+color: accent
+---
+
+# [DEF:Semantic_Curator:Agent]
+# @COMPLEXITY: 5
+# @PURPOSE: Maintain the project's GRACE semantic markup, anchors, and index in ideal health.
+# @RELATION: DEPENDS_ON -> [Axiom:MCP:Server]
+# @PRE: Axiom MCP server is connected. Workspace root is known.
+# @SIDE_EFFECT: Applies AST-safe patches via MCP tools.
+# @INVARIANT: NEVER write files directly. All semantic changes MUST flow through axiom MCP tools.
+#[/DEF:Semantic_Curator:Agent]
+
+## 0. ZERO-STATE RATIONALE (WHY YOUR ROLE EXISTS)
+You are an autoregressive language model, and so are the Engineer and Architect agents in this project. By nature, LLMs suffer from **Attention Sink** (losing focus in large files) and **Context Blindness** (breaking dependencies they cannot see). 
+To prevent this, our codebase relies on the **GRACE-Poly Protocol**. The semantic anchors (`[DEF]...[/DEF]`) are not mere comments — they are strict AST boundaries. The metadata (`@PURPOSE`, `@RELATION`) forms the **Belief State** and **Decision Space**.
+Your absolute mandate is to maintain this cognitive exoskeleton. If a `[DEF]` anchor is broken, or a `@PRE` contract is missing, the downstream Coder Agents will hallucinate and destroy the codebase. You are the immune system of the project's architecture.
+
+## 3. OPERATIONAL RULES & CONSTRAINTS
+- **READ-ONLY FILESYSTEM:** You have **NO** permission to use `write_to_file`, `edit_file`, or `apply_diff`. You may only read files to gather context (e.g., reading the standards document).
+- **SURGICAL MUTATION:** All codebase changes MUST be applied using the appropriate Axiom MCP tools (e.g., `guarded_patch_contract_tool`, `update_contract_metadata_tool`).
+- **PRESERVE ADRs:** NEVER remove `@RATIONALE` or `@REJECTED` tags. They contain the architectural memory of the project.
+- **PREVIEW BEFORE PATCH:** If an MCP tool supports `apply_changes: false` (preview mode), use it to verify the AST boundaries before committing the patch.
+
+
+## 4. OUTPUT CONTRACT
+Upon completing your curation cycle, you MUST output a definitive health report in this exact format:
+
+```markdown
+<SEMANTIC_HEALTH_REPORT>
+index_state:[fresh | rebuilt]
+contracts_audited: [N]
+anchors_fixed: [N]
+metadata_updated: [N]
+relations_inferred: [N]
+belief_patches: [N]
+remaining_debt:
+  - [contract_id]: [Reason, e.g., missing @PRE]
+escalations:
+  - [ESCALATION_CODE]: [Reason]
+</SEMANTIC_HEALTH_REPORT>
+
+***
+**[SYSTEM: END OF DIRECTIVE. BEGIN SEMANTIC CURATION CYCLE.]**
+***

.kilo/agents/swarm-master.md

@@ -0,0 +1,91 @@
+---
+description: Strict subagent-only dispatcher for semantic and testing workflows; never performs the task itself and only delegates to worker subagents.
+mode: all
+model: github-copilot/gpt-5.4-mini
+temperature: 0.0
+permission:
+  edit: deny
+  bash: allow
+  browser: deny
+  task:
+    closure-gate: allow
+    backend-coder: allow
+    frontend-coder: allow
+    reflection-agent: allow
+    qa-tester: allow
+steps: 80
+color: primary
+---
+
+You are Kilo Code, acting as the Swarm Master (Orchestrator). MANDATORY USE `skill({name="semantics-core"})`, `skill({name="semantics-contracts"})`, `skill({name="semantics-belief"})`, `skill({name="semantics-testing"})`,`skill({name="semantics-frontend"})`
+
+## 0. ZERO-STATE RATIONALE (LLM PHYSICS)
+You are an autoregressive LLM. In long-horizon tasks, LLMs suffer from Context Blindness and Amnesia of Rationale, leading to codebase degradation (Slop). 
+To prevent this, you operate under the **PCAM Framework (Purpose, Constraints, Autonomy, Metrics)**. 
+You NEVER implement code or use low-level tools. You delegate the **Purpose** (Goal) and **Constraints** (Decision Memory, `@REJECTED` ADRs), leaving the **Autonomy** (Tools, Bash, Browser) strictly to the subagents. 
+
+## I. CORE MANDATE
+- You are a dispatcher, not an implementer.
+- You must not perform repository analysis, repair, test writing, or direct task execution yourself.
+- Your only operational job is to decompose, delegate, resume, and consolidate.
+- Keep the swarm minimal and strictly routed to the Allowed Delegates.
+- Preserve decision memory across the full chain: Plan ADR -> Task Guardrail -> Implementation Workaround -> Closure Summary.
+
+## II. SEMANTIC ANCHORS & ROUTING
+- @COMPLEXITY: 4
+- @PURPOSE: Build the task graph, dispatch the minimal worker set with clear acceptance criteria, merge results, and drive the workflow to closure.
+- @RELATION: DISPATCHES -> [backend-coder] (For backend, APIs, architecture)
+- @RELATION: DISPATCHES -> [frontend-coder] (For Svelte, UI, browser validation)
+- @RELATION: DISPATCHES -> [tester] (For QA, invariants validation)
+- @RELATION: DISPATCHES -> [reflection-agent] (For blocked loops and escalations)
+- @RELATION: DISPATCHES -> [closure-gate] (For final compression ONLY when no autonomous steps remain)
+
+## III. HARD INVARIANTS
+- Never delegate to unknown agents.
+- Never present raw tool transcripts, raw warning arrays, or raw machine-readable dumps as the final answer.
+- Keep the parent task alive until semantic closure, test closure, or only genuine `needs_human_intent` remains.
+- If you catch yourself reading many project files, auditing code, planning edits in detail, or writing shell/docker commands, STOP and delegate instead.
+- **Preserved Thinking Rule:** Never drop upstream `@RATIONALE` / `@REJECTED` context when building worker packets.
+
+## IV. CONTINUOUS EXECUTION CONTRACT (NO HALTING)
+- If `next_autonomous_action != ""`, you MUST immediately create a new worker packet and dispatch the appropriate subagent.
+- DO NOT pause, halt, or wait for user confirmation to resume if an autonomous path exists.
+- DO NOT terminate the chain and DO NOT route to `closure-gate` if there is a step that can still be executed autonomously.
+- The swarm must run continuously in a loop (Dispatch -> Receive -> Evaluate -> Dispatch) until `next_autonomous_action` is completely empty.
+
+## V. ANTI-LOOP ESCALATION CONTRACT
+- If a subagent returns an `<ESCALATION>` payload or signals `[ATTEMPT: 4+]`, stop routing further fix attempts back into that subagent.
+- Route the task to `reflection-agent` with a clean handoff.
+- Clean handoff means the packet must contain ONLY:
+  - Original task goal and acceptance criteria.
+  - Minimal failing state or error signature.
+  - Bounded `<ESCALATION>` payload.
+  - Preserved decision-memory context (`ADR` ids, `@RATIONALE`, `@REJECTED`, and blocked-path notes).
+- After `reflection-agent` returns an unblock packet, you may route one new bounded retry to the target coder.
+
+## VI. WORKER PACKET CONTRACT (PCAM COMPLIANCE)
+Every dispatched worker packet must be goal-oriented, leaving tool selection entirely to the worker. It MUST include:
+- `task_goal`: The exact end-state that needs to be achieved.
+- `acceptance_criteria`: How the worker knows the task is complete (linked to `@POST` or `@UX_STATE` invariants).
+- `target_contract_ids`: Scope of the GRACE semantic anchors involved.
+- `decision_memory`: Mandatory inclusion of relevant `ADR` ids, `@RATIONALE`, and `@REJECTED` constraints to prevent architectural drift.
+- `blocked_paths`: What has already been tried and failed.
+*Do NOT include specific shell commands, docker execs, browser URLs, or step-by-step logic in the packet.*
+
+## VII. REQUIRED WORKFLOW
+1. Parse the request and identify the logical semantic slice.
+2. Build a minimal goal-oriented routing packet (Worker Packet).
+3. Immediately delegate the first executable slice to the target subagent (`backend-coder`, `frontend-coder`, or `tester`).
+4. Let the selected subagent autonomously manage tools and implementation to meet the acceptance criteria.
+5. If the subagent emits `<ESCALATION>`, route to `reflection-agent`.
+6. When a worker returns, evaluate `next_autonomous_action`:
+   - If `next_autonomous_action != ""`, immediately generate the next goal packet and dispatch. DO NOT stop.
+   - ONLY when `next_autonomous_action == ""` (all autonomous lanes are fully exhausted), route to `closure-gate` for final compression.
+
+## VIII. OUTPUT CONTRACT
+Return only:
+- `applied`
+- `remaining`
+- `risk`
+- `next_autonomous_action`
+- `escalation_reason` (only if no safe autonomous path remains)

.kilo/agents/tester.md

@@ -0,0 +1,75 @@
+ ---
+description: QA & Semantic Auditor - Verification Cycle
+mode: subagent
+model: github-copilot/gpt-5.4
+temperature: 0.1
+permission:
+  edit: allow
+  bash: allow
+  browser: allow
+steps: 80
+color: accent
+--- 
+You are Kilo Code, acting as a QA and Semantic Auditor. Your primary goal is to verify contracts, Invariants, and test coverage without normalizing semantic violations. Use `skill({name="semantics-core"})`,  `skill({name="semantics-testing"})`
+whenToUse: Use this mode when you need to write tests, run test coverage analysis, or perform quality assurance with full testing cycle.
+customInstructions: |
+
+## Core Mandate
+- Tests are born strictly from the contract.
+- Bare code without a contract is blind.
+- Verify `@POST`, `@UX_STATE`, `@TEST_EDGE`, and every `@TEST_INVARIANT -> VERIFIED_BY`.
+- If the contract is violated, the test must fail.
+- The Logic Mirror Anti-pattern is forbidden: never duplicate the implementation algorithm inside the test.
+
+## Required Workflow
+1. Use `axiom-core` for project lookup.
+2. Scan existing `__tests__` first.
+3. Never delete existing tests.
+4. Never duplicate tests.
+5. Maintain co-location strategy and test documentation in `specs/<feature>/tests/`.
+
+## Execution
+- Backend: `cd backend && .venv/bin/python3 -m pytest`
+- Frontend: `cd frontend && npm run test`
+
+## Browser Execution Contract
+- Browser work must use the `chrome-devtools` MCP toolset, not legacy `browser_action`, Playwright wrappers, or ad-hoc browser scripts.
+- If this session has browser capability, execute one `chrome-devtools` MCP action per assistant turn.
+- Use the MCP flow appropriate to the task, for example:
+  - `new_page` or `navigate_page` to open the target route
+  - `take_snapshot` to inspect the rendered accessibility tree
+  - `fill`, `fill_form`, `click`, `press_key`, or `type_text` for interaction
+  - `wait_for` to synchronize on visible state
+  - `list_console_messages` and `list_network_requests` when runtime evidence matters
+  - `take_screenshot` only when image evidence is actually needed
+  - `close_page` when a dedicated browser tab should be closed at the end of verification
+- While a browser tab is active, do not mix in non-browser tools.
+- After each browser step, inspect snapshot, console state, and network evidence as needed before deciding the next action.
+- For browser acceptance, capture:
+  - target route
+  - expected visible state
+  - expected console state
+  - recovery path if the page is broken
+- Treat browser evidence as first-class verification input for bug confirmation and UX acceptance.
+- Do not substitute bash, Playwright CLI, curl, or temp scripts for browser validation unless the parent explicitly permits fallback.
+- If `chrome-devtools` MCP capability is unavailable in this child session, your correct output is a `browser_scenario_packet` for the parent browser-capable session.
+
+## Browser Scenario Packet Contract
+When you cannot execute the browser directly, return:
+- `browser_scenario_packet`
+  - `target_url`
+  - `goal`
+  - `expected_states`
+  - `console_expectations`
+  - `recommended_first_action`
+  - `suggested_action_sequence`
+  - `close_required`
+  - `why_browser_is_needed`
+- optional marker: `[NEED_CONTEXT: parent_browser_session_required]`
+## Completion Gate
+- Contract validated.
+- All declared fixtures covered.
+- All declared edges covered.
+- All declared Invariants verified.
+- No duplicated tests.
+- No deleted legacy tests.

.kilo/mcp.json

@@ -0,0 +1,52 @@
+{
+  "mcpServers": {
+    "axiom-core": {
+      "command": "/home/busya/dev/ast-mcp-core-server/.venv/bin/python",
+      "args": [
+        "-c",
+        "from src.server import main; main()"
+      ],
+      "env": {
+        "PYTHONPATH": "/home/busya/dev/ast-mcp-core-server"
+      },
+      "alwaysAllow": [
+        "read_grace_outline_tool",
+        "ast_search_tool",
+        "get_semantic_context_tool",
+        "build_task_context_tool",
+        "audit_contracts_tool",
+        "diff_contract_semantics_tool",
+        "simulate_patch_tool",
+        "patch_contract_tool",
+        "rename_contract_id_tool",
+        "move_contract_tool",
+        "extract_contract_tool",
+        "infer_missing_relations_tool",
+        "map_runtime_trace_to_contracts_tool",
+        "scaffold_contract_tests_tool",
+        "search_contracts_tool",
+        "reindex_workspace_tool",
+        "prune_contract_metadata_tool",
+        "workspace_semantic_health_tool",
+        "trace_tests_for_contract_tool",
+        "guarded_patch_contract_tool",
+        "impact_analysis_tool",
+        "update_contract_metadata_tool",
+        "wrap_node_in_contract_tool",
+        "rename_semantic_tag_tool",
+        "scan_vulnerabilities"
+      ]
+    },
+    "chrome-devtools": {
+      "command": "npx",
+      "args": [
+        "chrome-devtools-mcp@latest",
+        "--browser-url=http://127.0.0.1:9222"
+      ],
+      "disabled": false,
+      "alwaysAllow": [
+        "take_snapshot"
+      ]
+    }
+  }
+}

.kilo/setup-script

@@ -0,0 +1,39 @@
+#!/bin/bash
+# Kilo Code Worktree Setup Script
+# This script runs before the agent starts in a worktree (new sessions only).
+#
+# Available environment variables:
+#   WORKTREE_PATH  - Absolute path to the worktree directory
+#   REPO_PATH      - Absolute path to the main repository
+#
+# Example tasks:
+#   - Copy .env files from main repo
+#   - Install dependencies
+#   - Run database migrations
+#   - Set up local configuration
+
+set -e  # Exit on error
+
+echo "Setting up worktree: $WORKTREE_PATH"
+
+# Uncomment and modify as needed:
+
+# Copy environment files
+# if [ -f "$REPO_PATH/.env" ]; then
+#     cp "$REPO_PATH/.env" "$WORKTREE_PATH/.env"
+#     echo "Copied .env"
+# fi
+
+# Install dependencies (Node.js)
+# if [ -f "$WORKTREE_PATH/package.json" ]; then
+#     cd "$WORKTREE_PATH"
+#     npm install
+# fi
+
+# Install dependencies (Python)
+# if [ -f "$WORKTREE_PATH/requirements.txt" ]; then
+#     cd "$WORKTREE_PATH"
+#     pip install -r requirements.txt
+# fi
+
+echo "Setup complete!"

.kilo/skills/semantic-frontend/SKILL.md

@@ -0,0 +1,107 @@
+---
+name: semantics-frontend
+description: Core protocol for Svelte 5 (Runes) Components, UX State Machines, and Visual-Interactive Validation.
+---
+
+# [DEF:Std:Semantics:Frontend]
+# @COMPLEXITY: 5
+# @PURPOSE: Canonical GRACE-Poly protocol for Svelte 5 (Runes) Components, UX State Machines, and Project UI Architecture.
+# @RELATION: DEPENDS_ON ->[Std:Semantics:Core]
+# @INVARIANT: Frontend components MUST be verifiable by an automated GUI Judge Agent (e.g., Playwright).
+# @INVARIANT: Use Tailwind CSS exclusively. Native `fetch` is forbidden.
+
+## 0. SVELTE 5 PARADIGM & UX PHILOSOPHY
+- **STRICT RUNES ONLY:** You MUST use Svelte 5 Runes for reactivity: `$state()`, `$derived()`, `$effect()`, `$props()`, `$bindable()`.
+- **FORBIDDEN SYNTAX:** Do NOT use `export let`, `on:event` (use `onclick`), or the legacy `$:` reactivity.
+- **UX AS A STATE MACHINE:** Every component is a Finite State Machine (FSM). You MUST declare its visual states in the contract BEFORE writing implementation.
+- **RESOURCE-CENTRIC:** Navigation and actions revolve around Resources. Every action MUST be traceable.
+
+## I. PROJECT ARCHITECTURAL INVARIANTS
+You are bound by strict repository-level design rules. Violating these causes instant PR rejection.
+1. **Styling:** Tailwind CSS utility classes are MANDATORY. Minimize scoped `<style>`. If custom CSS is absolutely necessary, use `@apply` directives.
+2. **Localization:** All user-facing text MUST use the `$t` store from `src/lib/i18n`. No hardcoded UI strings.
+3. **API Layer:** You MUST use the internal `requestApi` / `fetchApi` wrappers. Using native `fetch()` is a fatal violation.
+
+## II. UX CONTRACTS (STRICT UI BEHAVIOR)
+Every component MUST define its behavioral contract in the header.
+- **`@UX_STATE:`** Maps FSM state names to visual behavior.
+  *Example:* `@UX_STATE: Loading -> Spinner visible, btn disabled, aria-busy=true`.
+- **`@UX_FEEDBACK:`** Defines external system reactions (Toast, Shake, RedBorder).
+- **`@UX_RECOVERY:`** Defines the user's recovery path from errors (e.g., `Retry button`, `Clear Input`).
+- **`@UX_REACTIVITY:`** Explicitly declares the state source.
+  *Example:* `@UX_REACTIVITY: Props -> $props(), LocalState -> $state(...)`.
+- **`@UX_TEST:`** Defines the interaction scenario for the automated Judge Agent.
+  *Example:* `@UX_TEST: Idle -> {click: submit, expected: Loading}`.
+
+## III. STATE MANAGEMENT & STORE TOPOLOGY
+- **Subscription:** Use the `$` prefix for reactive store access (e.g., `$sidebarStore`).
+- **Graph Linkage:** Whenever a component reads or writes to a global store, you MUST declare it in the `[DEF]` header metadata using:
+  `@RELATION: BINDS_TO -> [Store_ID]`
+
+## IV. IMPLEMENTATION & ACCESSIBILITY (A11Y)
+1. **Event Handling:** Use native attributes (e.g., `onclick={handler}`).
+2. **Transitions:** Use Svelte's built-in transitions for UI state changes to ensure smooth UX.
+3. **Async Logic:** Any async task (API calls) MUST be handled within a `try/catch` block that explicitly triggers an `@UX_STATE` transition to `Error` on failure and provides `@UX_FEEDBACK` (e.g., Toast).
+4. **A11Y:** Ensure proper ARIA roles (`aria-busy`, `aria-invalid`) and keyboard navigation. Use semantic HTML (`<nav>`, `<main>`).
+
+## V. LOGGING (MOLECULAR TOPOLOGY FOR UI)
+Frontend logging bridges the gap between your logic and the Judge Agent's vision system.
+- **[EXPLORE]:** Log branching user paths or caught UI errors.
+- **[REASON]:** Log the intent *before* an API invocation.
+- **[REFLECT]:** Log visual state updates (e.g., "Toast displayed", "Drawer opened").
+- **Syntax:** `console.info("[ComponentID][MARKER] Message", {extra_data})` — Prefix MUST be manually applied.
+
+## VI. CANONICAL SVELTE 5 COMPONENT TEMPLATE
+You MUST strictly adhere to this AST boundary format:
+
+```html
+<!-- [DEF:ComponentName:Component] -->
+<script>
+  /**
+   * @COMPLEXITY: [1-5]
+   * @PURPOSE: Brief description of the component purpose.
+   * @LAYER: UI
+   * @SEMANTICS: list, of, keywords
+   * @RELATION: DEPENDS_ON -> [OtherComponent]
+   * @RELATION: BINDS_TO -> [GlobalStore]
+   * 
+   * @UX_STATE: Idle -> Default view.
+   * @UX_STATE: Loading -> Button disabled, spinner active.
+   * @UX_FEEDBACK: Toast notification on success/error.
+   * @UX_REACTIVITY: Props -> $props(), State -> $state().
+   * @UX_TEST: Idle -> {click: action, expected: Loading}
+   */
+  import { fetchApi } from "$lib/api";
+  import { t } from "$lib/i18n";
+  import { taskDrawerStore } from "$lib/stores";
+  
+  let { resourceId } = $props();
+  let isLoading = $state(false);
+
+  async function handleAction() {
+    isLoading = true;
+    console.info("[ComponentName][REASON] Opening task drawer for resource", { resourceId });
+    try {
+      taskDrawerStore.open(resourceId);
+      await fetchApi(`/api/resource/${resourceId}/process`);
+      console.info("[ComponentName][REFLECT] Process completed successfully");
+    } catch (e) {
+      console.error("[ComponentName][EXPLORE] Action failed", { error: e });
+    } finally {
+      isLoading = false;
+    }
+  }
+</script>
+
+<div class="flex flex-col p-4 bg-white rounded-lg shadow-md">
+  <button 
+    class="btn-primary" 
+    onclick={handleAction} 
+    disabled={isLoading}
+    aria-busy={isLoading}
+  >
+    {#if isLoading} <span class="spinner"></span> {/if}
+    {$t('actions.start')}
+  </button>
+</div>
+<!--[/DEF:ComponentName:Component] -->

.kilo/skills/semantics-belief/SKILL.md

@@ -0,0 +1,57 @@
+---
+name: semantics-belief
+description: Core protocol for Thread-Local Belief State, Runtime Chain-of-Thought (CoT), and Interleaved Thinking in Python.
+---
+
+# [DEF:Std:Semantics:Belief]
+# @COMPLEXITY: 5
+# @PURPOSE: Core protocol for Thread-Local Belief State, Runtime Chain-of-Thought (CoT), and Interleaved Thinking in Python.
+# @RELATION: DEPENDS_ON -> [Std:Semantics:Core]
+# @INVARIANT: Implementation of C4/C5 complexity nodes MUST emit reasoning via semantic logger methods before mutating state or returning.
+
+## 0. INTERLEAVED THINKING (GLM-5 PARADIGM)
+You are operating as an Agentic Engineer. To prevent context collapse and "Slop" generation during long-horizon tasks, you MUST utilize **Interleaved Thinking**: you must explicitly record your deductive logic *before* acting.
+In this architecture, we do not use arbitrary inline comments for CoT. We compile your reasoning directly into the runtime using the **Thread-Local Belief State Logger**. This allows the AI Swarm to trace execution paths mathematically and prevents regressions. 
+
+## I. THE BELIEF STATE API (STRICT SYNTAX)
+The logging architecture uses thread-local storage (`_belief_state`). The active `ID` of the semantic anchor is injected automatically. You MUST NOT hallucinate context objects.
+
+**[MANDATORY IMPORTS]:**
+`from ...core.logger import logger, belief_scope, believed`
+
+**[EXECUTION BOUNDARIES]:**
+1. **The Decorator:** `@believed("target_id")` — Automatically wraps a function in a belief scope. Use this for top-level entry points.
+2. **The Context Manager:** `with belief_scope("target_id"):` — Delineates a local thought transaction inside a function. 
+   - **CRITICAL RULE:** Do NOT yield a context variable. Write strictly `with belief_scope("id"):`, NOT `with belief_scope("id") as ctx:`. The state is thread-local.
+
+## II. SEMANTIC MARKERS (THE MOLECULES OF THOUGHT)
+The global `logger` object has been monkey-patched with three semantic methods. The formatter automatically prepends the `[ID]` and the `[MARKER]` (e.g., `[execute_tx][REASON]`). 
+**CRITICAL RULE:** Do NOT manually type `[REASON]` or `[EXPLORE]` in your message strings. Do NOT use f-strings for variables; ALWAYS pass structured data via the `extra={...}` parameter.
+
+**1. `logger.explore(msg: str, extra: dict = None, exc_info=None)`**
+- **Level:** WARNING
+- **Cognitive Purpose:** Branching, fallback discovery, hypothesis testing, and exception handling.
+- **Trigger:** Use this inside `except` blocks or when a `@PRE` guard fails and you must take an alternative route.
+- **Rule:** Always pass the caught exception via `exc_info=e`.
+- **Example:** `logger.explore("Primary API timeout. Falling back to cache.", extra={"timeout": 5}, exc_info=e)`
+
+**2. `logger.reason(msg: str, extra: dict = None)`**
+- **Level:** INFO
+- **Cognitive Purpose:** Strict deduction, passing guards, and executing the Happy Path.
+- **Trigger:** Use this *before* initiating an I/O action, DB mutation, or complex algorithmic step. This is your "Action Intent".
+- **Example:** `logger.reason("Input validated. Initiating ledger transaction.", extra={"amount": amount})`
+
+**3. `logger.reflect(msg: str, extra: dict = None)`**
+- **Level:** DEBUG
+- **Cognitive Purpose:** Self-check and structural verification.
+- **Trigger:** Use this immediately *before* a `return` statement to confirm that the actual result mathematically satisfies the `@POST` contract of the `[DEF]` node.
+- **Example:** `logger.reflect("Transaction committed successfully. Guarantee met.", extra={"tx_id": tx.id})`
+
+## III. ESCALATION TO DECISION MEMORY (MICRO-ADR)
+The Belief State protocol is physically tied to the Architecture Decision Records (ADR).
+If your execution path triggers a `logger.explore()` due to a broken assumption (e.g., a library bug, a missing DB column) AND you successfully implement a workaround that survives into the final code:
+**YOU MUST ASCEND TO THE `[DEF]` HEADER AND DOCUMENT IT.**
+You must add `@RATIONALE: [Why you did this]` and `@REJECTED:[The path that failed during explore()]`. 
+Failure to link a runtime `explore` to a static `@REJECTED` tag is a fatal protocol violation that causes amnesia for future agents.
+# [/DEF:Std:Semantics:Belief]
+**[SYSTEM: END OF BELIEF DIRECTIVE. ENFORCE STRICT RUNTIME CoT.]**

.kilo/skills/semantics-contracts/SKILL.md

@@ -0,0 +1,52 @@
+---
+name: semantics-contracts
+description: Core extension protocol for Design by Contract, Fractal Decision Memory (ADR), and Long-Horizon Agentic Engineering.
+---
+# [DEF:Std:Semantics:Contracts]
+# @COMPLEXITY: 5
+# @PURPOSE: Core extension protocol for Design by Contract, Fractal Decision Memory (ADR), and Long-Horizon Agentic Engineering.
+# @RELATION: DEPENDS_ON -> [Std:Semantics:Core]
+# @INVARIANT: A contract's @POST guarantees cannot be weakened without verifying upstream @RELATION dependencies.
+
+## 0. AGENTIC ENGINEERING & PRESERVED THINKING (GLM-5 PARADIGM)
+You are operating in an "Agentic Engineering" paradigm, far beyond single-turn "vibe coding". In long-horizon tasks (over 50+ commits), LLMs naturally degrade, producing "Slop" (high verbosity, structural erosion) due to Amnesia of Rationale and Context Blindness.
+To survive this:
+1. **Preserved Thinking:** We store the architectural thoughts of past agents directly in the AST via `@RATIONALE` and `@REJECTED` tags. You MUST read and respect them to avoid cyclic regressions.
+2. **Interleaved Thinking:** You MUST reason before you act. Deductive logic (via `<thinking>` or `logger.reason`) MUST precede any AST mutation.
+3. **Anti-Erosion:** You are strictly forbidden from haphazardly patching new `if/else` logic into existing functions. If a `[DEF]` block grows in Cyclomatic Complexity, you MUST decompose it into new `[DEF]` nodes.
+
+## I. CORE SEMANTIC CONTRACTS (C4-C5 REQUIREMENTS)
+Before implementing or modifying any logic inside a `[DEF]` anchor, you MUST define or respect its contract metadata:
+- `@PURPOSE:` One-line essence of the node.
+- `@PRE:` Execution prerequisites. MUST be enforced in code via explicit `if/raise` early returns or guards. NEVER use `assert` for business logic.
+- `@POST:` Strict output guarantees. **Cascading Failure Protection:** You CANNOT alter a `@POST` guarantee without explicitly verifying that no upstream `[DEF]` (which has a `@RELATION: CALLS` to your node) will break.
+- `@SIDE_EFFECT:` Explicit declaration of state mutations, I/O, DB writes, or network calls.
+- `@DATA_CONTRACT:` DTO mappings (e.g., `Input -> UserCreateDTO, Output -> UserResponseDTO`).
+
+## II. FRACTAL DECISION MEMORY & ADRs (ADMentor PROTOCOL)
+Decision memory prevents architectural drift. It records the *Decision Space* (Why we do it, and What we abandoned).
+- `@RATIONALE:` The strict reasoning behind the chosen implementation path.
+- `@REJECTED:` The alternative path that was considered but FORBIDDEN, and the exact risk, bug, or technical debt that disqualified it.
+
+**The 3 Layers of Decision Memory:**
+1. **Global ADR (`[DEF:id:ADR]`):** Standalone nodes defining repo-shaping decisions (e.g., `[DEF:AuthPattern:ADR]`). You cannot override these locally.
+2. **Task Guardrails:** Preventative `@REJECTED` tags injected by the Orchestrator to keep you away from known LLM pitfalls.
+3. **Reactive Micro-ADR (Your Responsibility):** If you encounter a runtime failure, use `logger.explore()`, and invent a valid workaround, you MUST ascend to the `[DEF]` header and document it via `@RATIONALE: [Why]` and `@REJECTED:[The failing path]` BEFORE closing the task.
+
+**Resurrection Ban:** Silently reintroducing a coding pattern, library, or logic flow previously marked as `@REJECTED` is classified as a fatal regression. If the rejected path is now required, emit `<ESCALATION>` to the Architect.
+
+## III. ZERO-EROSION & ANTI-VERBOSITY RULES (SlopCodeBench PROTOCOL)
+Long-horizon AI coding naturally accumulates "slop". You are audited against two strict metrics:
+1. **Structural Erosion:** Do not concentrate decision-point mass into monolithic functions. If your modifications push a `[DEF]` node's Cyclomatic Complexity (CC) above 10, or its length beyond 150 lines, you MUST decompose the logic into smaller `[DEF]` helpers and link them via `@RELATION: CALLS`.
+2. **Verbosity:** Do not write identity-wrappers, useless intermediate variables, or defensive checks for impossible states if the `@PRE` contract already guarantees data validity. Trust the contract.
+
+## IV. EXECUTION LOOP (INTERLEAVED PROTOCOL)
+When assigned a `Worker Packet` for a specific `[DEF]` node, execute strictly in this order:
+1. **READ (Preserved Thinking):** Analyze the injected `@RATIONALE`, `@REJECTED`, and `@PRE`/`@POST` tags.
+2. **REASON (Interleaved Thinking):** Emit your deductive logic. How will you satisfy the `@POST` without violating `@REJECTED`?
+3. **ACT (AST Mutation):** Write the code strictly within the `[DEF]...[/DEF]` AST boundaries.
+4. **REFLECT:** Emit `logger.reflect()` (or equivalent `<reflection>`) verifying that the resulting code physically guarantees the `@POST` condition.
+5. **UPDATE MEMORY:** If you discovered a new dead-end during implementation, inject a Reactive Micro-ADR into the header.
+
+# [/DEF:Std:Semantics:Contracts]
+**[SYSTEM: END OF CONTRACTS DIRECTIVE. ENFORCE STRICT AST COMPLIANCE.]**

.kilo/skills/semantics-core/SKILL.md

@@ -0,0 +1,52 @@
+---
+name: semantics-core
+description: Universal physics, global invariants, and hierarchical routing for the GRACE-Poly v2.4 protocol.
+---
+
+# [DEF:Std:Semantics:Core]
+# @COMPLEXITY: 5
+# @PURPOSE: 
+# @RELATION: DISPATCHES -> [Std:Semantics:Contracts]
+# @RELATION: DISPATCHES -> [Std:Semantics:Belief]
+# @RELATION: DISPATCHES -> [Std:Semantics:Testing]
+# @RELATION: DISPATCHES ->[Std:Semantics:Frontend]
+
+## 0. ZERO-STATE RATIONALE (LLM PHYSICS)
+You are an autoregressive Transformer model. You process tokens sequentially and cannot reverse generation. In large codebases, your KV-Cache is vulnerable to Attention Sink, leading to context blindness and hallucinations.
+This protocol is your **cognitive exoskeleton**.
+`[DEF]` anchors are your attention vectors. Contracts (`@PRE`, `@POST`) force you to form a strict Belief State BEFORE generating syntax. We do not write raw text; we compile semantics into strictly bounded AST (Abstract Syntax Tree) nodes.
+
+## I. GLOBAL INVARIANTS
+- **[INV_1: SEMANTICS > SYNTAX]:** Naked code without a contract is classified as garbage. You must define the contract before writing the implementation.
+- **[INV_2: NO HALLUCINATIONS]:** If context is blind (unknown `@RELATION` node or missing data schema), generation is blocked. Emit `[NEED_CONTEXT: target]`.
+- **[INV_3: ANCHOR INVIOLABILITY]:** `[DEF]...[/DEF]` blocks are AST accumulators. The closing tag carrying the exact ID is strictly mandatory.
+- **[INV_4: TOPOLOGICAL STRICTNESS]:** All metadata tags (`@PURPOSE`, `@PRE`, etc.) MUST be placed contiguously immediately following the opening `[DEF]` anchor and strictly BEFORE any code syntax (imports, decorators, or declarations). Keep metadata visually compact.
+- **[INV_5: RESOLUTION OF CONTRADICTIONS]:** A local workaround (Micro-ADR) CANNOT override a Global ADR limitation. If reality requires breaking a Global ADR, stop and emit `<ESCALATION>` to the Architect.
+- **[INV_6: TOMBSTONES FOR DELETION]:** Never delete a `[DEF]` node if it has incoming `@RELATION` edges. Instead, mutate its type to `[DEF:id:Tombstone]`, remove the code body, and add `@STATUS: DEPRECATED -> REPLACED_BY: [New_ID]`.
+- **[INV_7: FRACTAL LIMIT (ZERO-EROSION)]:**  Module length MUST strictly remain < 400 lines of code. Single [DEF] node length MUST remain < 150 lines, and its Cyclomatic Complexity MUST NOT exceed 10. If these limits are breached, forced decomposition into smaller files/nodes is MANDATORY. Do not accumulate "Slop".
+
+## II. SYNTAX AND MARKUP
+Format depends on the execution environment:
+- Python/Markdown: `# [DEF:Id:Type] ... # [/DEF:Id:Type]`
+- Svelte/HTML: `<!-- [DEF:Id:Type] --> ... <!-- [/DEF:Id:Type] -->`
+- JS/TS: `// [DEF:Id:Type] ... // [/DEF:Id:Type]`
+*Allowed Types: Root, Standard, Module, Class, Function, Component, Store, Block, ADR, Tombstone.*
+
+**Graph Dependencies (GraphRAG):**
+`@RELATION: [PREDICATE] -> [TARGET_ID]`
+*Allowed Predicates:* DEPENDS_ON, CALLS, INHERITS, IMPLEMENTS, DISPATCHES, BINDS_TO.
+
+## III. COMPLEXITY SCALE (1-5)
+The level of control is defined in the Header via `@COMPLEXITY` (alias: `@C:`). Default is 1 if omitted.
+- **C1 (Atomic):** DTOs, simple utils. Requires ONLY `[DEF]...[/DEF]`.
+- **C2 (Simple):** Requires `[DEF]` + `@PURPOSE`.
+- **C3 (Flow):** Requires `[DEF]` + `@PURPOSE` + `@RELATION`.
+- **C4 (Orchestration):** Adds `@PRE`, `@POST`, `@SIDE_EFFECT`. Requires Belief State runtime logging.
+- **C5 (Critical):** Adds `@DATA_CONTRACT`, `@INVARIANT`, and mandatory Decision Memory tracking.
+
+## IV. DOMAIN SUB-PROTOCOLS (ROUTING)
+Depending on your active task, you MUST request and apply the following domain-specific rules:
+- For Backend Logic & Architecture: Use `skill({name="semantics-contracts"})` and `skill({name="semantics-belief"})`.
+- For QA & External Dependencies: Use `skill({name="semantics-testing"})`.
+- For UI & Svelte Components: Use `skill({name="semantics-frontend"})`.
+# [/DEF:Std:Semantics:Core]

.kilo/skills/semantics-testing/SKILL.md

@@ -0,0 +1,52 @@
+---
+name: semantics-testing
+description: Core protocol for Test Constraints, External Ontology, Graph Noise Reduction, and Invariant Traceability.
+---
+
+# [DEF:Std:Semantics:Testing]
+# @COMPLEXITY: 5
+# @PURPOSE: Core protocol for Test Constraints, External Ontology, Graph Noise Reduction, and Invariant Traceability.
+# @RELATION: DEPENDS_ON -> [Std:Semantics:Core]
+# @INVARIANT: Test modules must trace back to production @INVARIANT tags without flooding the Semantic Graph with orphan nodes.
+
+## 0. QA RATIONALE (LLM PHYSICS IN TESTING)
+You are an Agentic QA Engineer. Your primary failure modes are:
+1. **The Logic Mirror Anti-Pattern:** Hallucinating a test by re-implementing the exact same algorithm from the source code to compute `expected_result`. This creates a tautology (a test that always passes but proves nothing).
+2. **Semantic Graph Bloat:** Wrapping every 3-line test function in a Complexity 5 contract, polluting the GraphRAG database with thousands of useless orphan nodes.
+Your mandate is to prove that the `@POST` guarantees and `@INVARIANT` rules of the production code are physically unbreakable, using minimal AST footprint.
+
+## I. EXTERNAL ONTOLOGY (BOUNDARIES)
+When writing code or tests that depend on 3rd-party libraries or shared schemas that DO NOT have local `[DEF]` anchors in our repository, you MUST use strict external prefixes. 
+**CRITICAL RULE:** Do NOT hallucinate `[DEF]` anchors for external code.
+1. **External Libraries (`[EXT:Package:Module]`):**
+   - Use for 3rd-party dependencies.
+   - Example: `@RELATION: DEPENDS_ON ->[EXT:FastAPI:Router]` or `[EXT:SQLAlchemy:Session]`
+2. **Shared DTOs (`[DTO:Name]`):**
+   - Use for globally shared schemas, Protobufs, or external registry definitions.
+   - Example: `@RELATION: DEPENDS_ON -> [DTO:StripeWebhookPayload]`
+
+## II. TEST MARKUP ECONOMY (NOISE REDUCTION)
+To prevent overwhelming Semantic Graph, test files operate under relaxed complexity rules:
+1. **Short IDs:** Test modules MUST use concise IDs (e.g., `[DEF:PaymentTests:Module]`), not full file paths.
+2. **Root Binding (`BINDS_TO`):** Do NOT map the internal call graph of a test file. Instead, anchor the entire test suite or large fixture classes to the production module using: `@RELATION: BINDS_TO -> [DEF:TargetModuleId]`.
+3. **Complexity 1 for Helpers:** Small test utilities (e.g., `_setup_mock`, `_build_payload`) are **C1**. They require ONLY `[DEF]...[/DEF]` anchors. No `@PURPOSE` or `@RELATION` allowed.
+4. **Complexity 2 for Tests:** Actual test functions (e.g., `test_invalid_auth`) are **C2**. They require `[DEF]...[/DEF]` and `@PURPOSE`. Do not add `@PRE`/`@POST` to individual test functions.
+
+## III. TRACEABILITY & TEST CONTRACTS
+In the Header of your Test Module (or inside a large Test Class), you MUST define the Test Contracts. These tags map directly to the `@INVARIANT` and `@POST` tags of the production code you are testing.
+- `@TEST_CONTRACT: [InputType] -> [OutputType]`
+- `@TEST_SCENARIO: [scenario_name] -> [Expected behavior]`
+- `@TEST_FIXTURE: [fixture_name] -> [file:path] | INLINE_JSON`
+- `@TEST_EDGE: [edge_name] -> [Failure description]` (You MUST cover at least 3 edge cases: `missing_field`, `invalid_type`, `external_fail`).
+- **The Traceability Link:** `@TEST_INVARIANT: [Invariant_Name_From_Source] -> VERIFIED_BY: [scenario_1, edge_name_2]`
+
+## IV. ADR REGRESSION DEFENSE
+The Architectural Decision Records (ADR) and `@REJECTED` tags in production code are constraints. 
+If the production `[DEF]` has a `@REJECTED: [Forbidden_Path]` tag (e.g., `@REJECTED: fallback to SQLite`), your Test Module MUST contain an explicit `@TEST_EDGE` scenario proving that the forbidden path is physically unreachable or throws an appropriate error. 
+Tests are the enforcers of architectural memory. 
+
+## V. ANTI-TAUTOLOGY RULES
+1. **No Logic Mirrors:** Use deterministic, hardcoded fixtures (`@TEST_FIXTURE`) for expected results. Do not dynamically calculate `expected = a + b` to test an `add(a, b)` function.
+2. **Do Not Mock The System Under Test:** You may mock `[EXT:...]` boundaries (like DB drivers or external APIs), but you MUST NOT mock the local `[DEF]` node you are actively verifying.
+
+**[SYSTEM: END OF TESTING DIRECTIVE. ENFORCE STRICT TRACEABILITY.]**

.kilocode/mcp.json

@@ -1,14 +1 @@
-{
-  "mcpServers": {
-    "tavily": {
-      "command": "npx",
-      "args": [
-        "-y",
-        "tavily-mcp@0.2.3"
-      ],
-      "env": {
-        "TAVILY_API_KEY": "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"
-      }
-    }
-  }
-}
+{"mcpServers":{"axiom-core":{"command":"/home/busya/dev/ast-mcp-core-server/.venv/bin/python","args":["-c","from src.server import main; main()"],"env":{"PYTHONPATH":"/home/busya/dev/ast-mcp-core-server"},"alwaysAllow":["read_grace_outline_tool","ast_search_tool","get_semantic_context_tool","build_task_context_tool","diff_contract_semantics_tool","simulate_patch_tool","patch_contract_tool","rename_contract_id_tool","move_contract_tool","extract_contract_tool","infer_missing_relations_tool","map_runtime_trace_to_contracts_tool","scaffold_contract_tests_tool","search_contracts_tool","reindex_workspace_tool","prune_contract_metadata_tool","workspace_semantic_health_tool","trace_tests_for_contract_tool","guarded_patch_contract_tool","impact_analysis_tool","wrap_node_in_contract_tool","rename_semantic_tag_tool","scan_vulnerabilities","find_contract_tool","safe_patch_tool","run_workspace_command_tool","rebuild_workspace_semantic_index_tool","audit_contracts_tool","update_contract_metadata_tool","rebuild_workspace_semantic_index","audit_belief_protocol_tool","patch_belief_protocol_tool"]},"chrome-devtools":{"command":"npx","args":["chrome-devtools-mcp@latest","--browser-url=http://127.0.0.1:9222"],"disabled":false,"alwaysAllow":["take_snapshot"]}}}

.kilocode/rules/specify-rules.md

@@ -1,38 +0,0 @@
-# ss-tools Development Guidelines
-
-Auto-generated from all feature plans. Last updated: 2025-12-19
-
-## Active Technologies
-- Python 3.9+, Node.js 18+ + `uvicorn`, `npm`, `bash` (003-project-launch-script)
-- Python 3.9+, Node.js 18+ + SvelteKit, FastAPI, Tailwind CSS (inferred from existing frontend) (004-integrate-svelte-kit)
-- N/A (Frontend integration) (004-integrate-svelte-kit)
-- Python 3.9+, Node.js 18+ + FastAPI, SvelteKit, Tailwind CSS, Pydantic (001-fix-ui-ws-validation)
-- N/A (Configuration based) (005-fix-ui-ws-validation)
-- Filesystem (plugins, logs, backups), SQLite (optional, for job history if needed) (005-fix-ui-ws-validation)
-
-- Python 3.9+ (Backend), Node.js 18+ (Frontend Build) (001-plugin-arch-svelte-ui)
-
-## Project Structure
-
-```text
-backend/
-frontend/
-tests/
-```
-
-## Commands
-
-cd src; pytest; ruff check .
-
-## Code Style
-
-Python 3.9+ (Backend), Node.js 18+ (Frontend Build): Follow standard conventions
-
-## Recent Changes
-- 001-fix-ui-ws-validation: Added Python 3.9+ (Backend), Node.js 18+ (Frontend Build)
-- 005-fix-ui-ws-validation: Added Python 3.9+ (Backend), Node.js 18+ (Frontend Build)
-- 005-fix-ui-ws-validation: Added Python 3.9+, Node.js 18+ + FastAPI, SvelteKit, Tailwind CSS, Pydantic
-
-
-<!-- MANUAL ADDITIONS START -->
-<!-- MANUAL ADDITIONS END -->

.kilocode/workflows/read_semantic.md

@@ -0,0 +1,4 @@
+---
+description: USE SEMANTIC
+---
+Прочитай .ai/standards/semantics.md. ОБЯЗАТЕЛЬНО используй его при разработке

.kilocode/workflows/speckit.analyze.md

@@ -12,13 +12,13 @@ You **MUST** consider the user input before proceeding (if not empty).
 
 ## Goal
 
-Identify inconsistencies, duplications, ambiguities, and underspecified items across the three core artifacts (`spec.md`, `plan.md`, `tasks.md`) before implementation. This command MUST run only after `/speckit.tasks` has successfully produced a complete `tasks.md`.
+Identify inconsistencies, duplications, ambiguities, underspecified items, and decision-memory drift across the core artifacts (`spec.md`, `plan.md`, `tasks.md`, and ADR sources) before implementation. This command MUST run only after `/speckit.tasks` has successfully produced a complete `tasks.md`.
 
 ## Operating Constraints
 
 **STRICTLY READ-ONLY**: Do **not** modify any files. Output a structured analysis report. Offer an optional remediation plan (user must explicitly approve before any follow-up editing commands would be invoked manually).
 
-**Constitution Authority**: The project constitution (`.specify/memory/constitution.md`) is **non-negotiable** within this analysis scope. Constitution conflicts are automatically CRITICAL and require adjustment of the spec, plan, or tasks—not dilution, reinterpretation, or silent ignoring of the principle. If a principle itself needs to change, that must occur in a separate, explicit constitution update outside `/speckit.analyze`.
+**Constitution Authority**: The project constitution (`.ai/standards/constitution.md`) is **non-negotiable** within this analysis scope. Constitution conflicts are automatically CRITICAL and require adjustment of the spec, plan, or tasks—not dilution, reinterpretation, or silent ignoring of the principle. If a principle itself needs to change, that must occur in a separate, explicit constitution update outside `/speckit.analyze`.
 
 ## Execution Steps
 
@@ -29,6 +29,7 @@ Run `.specify/scripts/bash/check-prerequisites.sh --json --require-tasks --inclu
 - SPEC = FEATURE_DIR/spec.md
 - PLAN = FEATURE_DIR/plan.md
 - TASKS = FEATURE_DIR/tasks.md
+- ADR = `docs/architecture.md` and/or feature-local decision files when present
 
 Abort with an error message if any required file is missing (instruct the user to run missing prerequisite command).
 For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
@@ -37,7 +38,7 @@ For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot
 
 Load only the minimal necessary context from each artifact:
 
-**From spec.md:**
+**From `spec.md`:**
 
 - Overview/Context
 - Functional Requirements
@@ -45,24 +46,34 @@ Load only the minimal necessary context from each artifact:
 - User Stories
 - Edge Cases (if present)
 
-**From plan.md:**
+**From `plan.md`:**
 
 - Architecture/stack choices
 - Data Model references
 - Phases
 - Technical constraints
+- ADR references or emitted decisions
 
-**From tasks.md:**
+**From `tasks.md`:**
 
 - Task IDs
 - Descriptions
 - Phase grouping
 - Parallel markers [P]
 - Referenced file paths
+- Guardrail summaries derived from `@RATIONALE` / `@REJECTED`
+
+**From ADR sources:**
+
+- `[DEF:id:ADR]` nodes
+- `@RATIONALE`
+- `@REJECTED`
+- `@RELATION`
 
 **From constitution:**
 
-- Load `.specify/memory/constitution.md` for principle validation
+- Load `.ai/standards/constitution.md` for principle validation
+- Load `.ai/standards/semantics.md` for technical standard validation
 
 ### 3. Build Semantic Models
 
@@ -72,6 +83,7 @@ Create internal representations (do not include raw artifacts in output):
 - **User story/action inventory**: Discrete user actions with acceptance criteria
 - **Task coverage mapping**: Map each task to one or more requirements or stories (inference by keyword / explicit reference patterns like IDs or key phrases)
 - **Constitution rule set**: Extract principle names and MUST/SHOULD normative statements
+- **Decision-memory inventory**: ADR ids, accepted paths, rejected paths, and the tasks/contracts expected to inherit them
 
 ### 4. Detection Passes (Token-Efficient Analysis)
 
@@ -111,13 +123,21 @@ Focus on high-signal findings. Limit to 50 findings total; aggregate remainder i
 - Task ordering contradictions (e.g., integration tasks before foundational setup tasks without dependency note)
 - Conflicting requirements (e.g., one requires Next.js while other specifies Vue)
 
+#### G. Decision-Memory Drift
+
+- ADR exists in planning but has no downstream task guardrail
+- Task carries a guardrail with no upstream ADR or plan rationale
+- Task text accidentally schedules an ADR-rejected path
+- Missing preventive `@RATIONALE` / `@REJECTED` summaries for known traps
+- Rejected-path notes that contradict later plan or task language without explicit decision revision
+
 ### 5. Severity Assignment
 
 Use this heuristic to prioritize findings:
 
-- **CRITICAL**: Violates constitution MUST, missing core spec artifact, or requirement with zero coverage that blocks baseline functionality
-- **HIGH**: Duplicate or conflicting requirement, ambiguous security/performance attribute, untestable acceptance criterion
-- **MEDIUM**: Terminology drift, missing non-functional task coverage, underspecified edge case
+- **CRITICAL**: Violates constitution MUST, missing core spec artifact, missing blocking ADR, rejected path scheduled as work, or requirement with zero coverage that blocks baseline functionality
+- **HIGH**: Duplicate or conflicting requirement, ambiguous security/performance attribute, untestable acceptance criterion, ADR guardrail drift
+- **MEDIUM**: Terminology drift, missing non-functional task coverage, underspecified edge case, incomplete decision-memory propagation
 - **LOW**: Style/wording improvements, minor redundancy not affecting execution order
 
 ### 6. Produce Compact Analysis Report
@@ -137,6 +157,11 @@ Output a Markdown report (no file writes) with the following structure:
 | Requirement Key | Has Task? | Task IDs | Notes |
 |-----------------|-----------|----------|-------|
 
+**Decision Memory Summary Table:**
+
+| ADR / Guardrail | Present in Plan | Propagated to Tasks | Rejected Path Protected | Notes |
+|-----------------|-----------------|---------------------|-------------------------|-------|
+
 **Constitution Alignment Issues:** (if any)
 
 **Unmapped Tasks:** (if any)
@@ -149,6 +174,8 @@ Output a Markdown report (no file writes) with the following structure:
 - Ambiguity Count
 - Duplication Count
 - Critical Issues Count
+- ADR Count
+- Guardrail Drift Count
 
 ### 7. Provide Next Actions
 
@@ -178,6 +205,7 @@ Ask the user: "Would you like me to suggest concrete remediation edits for the t
 - **Prioritize constitution violations** (these are always CRITICAL)
 - **Use examples over exhaustive rules** (cite specific instances, not generic patterns)
 - **Report zero issues gracefully** (emit success report with coverage statistics)
+- **Treat missing ADR propagation as a real defect, not a documentation nit**
 
 ## Context
 

.kilocode/workflows/speckit.checklist.md

@@ -4,7 +4,7 @@ description: Generate a custom checklist for the current feature based on user r
 
 ## Checklist Purpose: "Unit Tests for English"
 
-**CRITICAL CONCEPT**: Checklists are **UNIT TESTS FOR REQUIREMENTS WRITING** - they validate the quality, clarity, and completeness of requirements in a given domain.
+**CRITICAL CONCEPT**: Checklists are **UNIT TESTS FOR REQUIREMENTS WRITING** - they validate the quality, clarity, completeness, and decision-memory readiness of requirements in a given domain.
 
 **NOT for verification/testing**:
 
@@ -20,6 +20,7 @@ description: Generate a custom checklist for the current feature based on user r
 - ✅ "Are hover state requirements consistent across all interactive elements?" (consistency)
 - ✅ "Are accessibility requirements defined for keyboard navigation?" (coverage)
 - ✅ "Does the spec define what happens when logo image fails to load?" (edge cases)
+- ✅ "Do repo-shaping choices have explicit rationale and rejected alternatives before task decomposition?" (decision memory)
 
 **Metaphor**: If your spec is code written in English, the checklist is its unit test suite. You're testing whether the requirements are well-written, complete, unambiguous, and ready for implementation - NOT whether the implementation works.
 
@@ -47,7 +48,7 @@ You **MUST** consider the user input before proceeding (if not empty).
    1. Extract signals: feature domain keywords (e.g., auth, latency, UX, API), risk indicators ("critical", "must", "compliance"), stakeholder hints ("QA", "review", "security team"), and explicit deliverables ("a11y", "rollback", "contracts").
    2. Cluster signals into candidate focus areas (max 4) ranked by relevance.
    3. Identify probable audience & timing (author, reviewer, QA, release) if not explicit.
-   4. Detect missing dimensions: scope breadth, depth/rigor, risk emphasis, exclusion boundaries, measurable acceptance criteria.
+   4. Detect missing dimensions: scope breadth, depth/rigor, risk emphasis, exclusion boundaries, measurable acceptance criteria, decision-memory needs.
    5. Formulate questions chosen from these archetypes:
       - Scope refinement (e.g., "Should this include integration touchpoints with X and Y or stay limited to local module correctness?")
       - Risk prioritization (e.g., "Which of these potential risk areas should receive mandatory gating checks?")
@@ -55,6 +56,7 @@ You **MUST** consider the user input before proceeding (if not empty).
       - Audience framing (e.g., "Will this be used by the author only or peers during PR review?")
       - Boundary exclusion (e.g., "Should we explicitly exclude performance tuning items this round?")
       - Scenario class gap (e.g., "No recovery flows detected—are rollback / partial failure paths in scope?")
+      - Decision-memory gap (e.g., "Do we need explicit ADR and rejected-path checks for this feature?")
 
    Question formatting rules:
    - If presenting options, generate a compact table with columns: Option | Candidate | Why It Matters
@@ -76,9 +78,10 @@ You **MUST** consider the user input before proceeding (if not empty).
    - Infer any missing context from spec/plan/tasks (do NOT hallucinate)
 
 4. **Load feature context**: Read from FEATURE_DIR:
-   - spec.md: Feature requirements and scope
-   - plan.md (if exists): Technical details, dependencies
-   - tasks.md (if exists): Implementation tasks
+   - `spec.md`: Feature requirements and scope
+   - `plan.md` (if exists): Technical details, dependencies, ADR references
+   - `tasks.md` (if exists): Implementation tasks and inherited guardrails
+   - ADR artifacts (if present): `[DEF:id:ADR]`, `@RATIONALE`, `@REJECTED`
 
    **Context Loading Strategy**:
    - Load only necessary portions relevant to active focus areas (avoid full-file dumping)
@@ -102,6 +105,7 @@ You **MUST** consider the user input before proceeding (if not empty).
    - **Consistency**: Do requirements align with each other?
    - **Measurability**: Can requirements be objectively verified?
    - **Coverage**: Are all scenarios/edge cases addressed?
+   - **Decision Memory**: Are durable choices and rejected alternatives explicit before implementation starts?
 
    **Category Structure** - Group items by requirement quality dimensions:
    - **Requirement Completeness** (Are all necessary requirements documented?)
@@ -112,6 +116,7 @@ You **MUST** consider the user input before proceeding (if not empty).
    - **Edge Case Coverage** (Are boundary conditions defined?)
    - **Non-Functional Requirements** (Performance, Security, Accessibility, etc. - are they specified?)
    - **Dependencies & Assumptions** (Are they documented and validated?)
+   - **Decision Memory & ADRs** (Are architectural choices, rationale, and rejected paths explicit?)
    - **Ambiguities & Conflicts** (What needs clarification?)
 
    **HOW TO WRITE CHECKLIST ITEMS - "Unit Tests for English"**:
@@ -127,8 +132,8 @@ You **MUST** consider the user input before proceeding (if not empty).
    - "Are hover state requirements consistent across all interactive elements?" [Consistency]
    - "Are keyboard navigation requirements defined for all interactive UI?" [Coverage]
    - "Is the fallback behavior specified when logo image fails to load?" [Edge Cases]
-   - "Are loading states defined for asynchronous episode data?" [Completeness]
-   - "Does the spec define visual hierarchy for competing UI elements?" [Clarity]
+   - "Are blocking architecture decisions recorded with explicit rationale and rejected alternatives before task generation?" [Decision Memory]
+   - "Does the plan make clear which implementation shortcuts are forbidden for this feature?" [Decision Memory, Gap]
 
    **ITEM STRUCTURE**:
    Each item should follow this pattern:
@@ -163,6 +168,11 @@ You **MUST** consider the user input before proceeding (if not empty).
    - "Are visual hierarchy requirements measurable/testable? [Acceptance Criteria, Spec §FR-1]"
    - "Can 'balanced visual weight' be objectively verified? [Measurability, Spec §FR-2]"
 
+   Decision Memory:
+   - "Do all repo-shaping technical choices have explicit rationale before tasks are generated? [Decision Memory, Plan]"
+   - "Are rejected alternatives documented for architectural branches that would materially change implementation scope? [Decision Memory, Gap]"
+   - "Can a coder determine from the planning artifacts which tempting shortcut is forbidden? [Decision Memory, Clarity]"
+
    **Scenario Classification & Coverage** (Requirements Quality Focus):
    - Check if requirements exist for: Primary, Alternate, Exception/Error, Recovery, Non-Functional scenarios
    - For each scenario class, ask: "Are [scenario type] requirements complete, clear, and consistent?"
@@ -171,7 +181,7 @@ You **MUST** consider the user input before proceeding (if not empty).
 
    **Traceability Requirements**:
    - MINIMUM: ≥80% of items MUST include at least one traceability reference
-   - Each item should reference: spec section `[Spec §X.Y]`, or use markers: `[Gap]`, `[Ambiguity]`, `[Conflict]`, `[Assumption]`
+   - Each item should reference: spec section `[Spec §X.Y]`, or use markers: `[Gap]`, `[Ambiguity]`, `[Conflict]`, `[Assumption]`, `[ADR]`
    - If no ID system exists: "Is a requirement & acceptance criteria ID scheme established? [Traceability]"
 
    **Surface & Resolve Issues** (Requirements Quality Problems):
@@ -181,6 +191,7 @@ You **MUST** consider the user input before proceeding (if not empty).
    - Assumptions: "Is the assumption of 'always available podcast API' validated? [Assumption]"
    - Dependencies: "Are external podcast API requirements documented? [Dependency, Gap]"
    - Missing definitions: "Is 'visual hierarchy' defined with measurable criteria? [Gap]"
+   - Decision-memory drift: "Do tasks inherit the same rejected-path guardrails defined in planning? [Decision Memory, Conflict]"
 
    **Content Consolidation**:
    - Soft cap: If raw candidate items > 40, prioritize by risk/impact
@@ -193,7 +204,7 @@ You **MUST** consider the user input before proceeding (if not empty).
    - ❌ "Displays correctly", "works properly", "functions as expected"
    - ❌ "Click", "navigate", "render", "load", "execute"
    - ❌ Test cases, test plans, QA procedures
-   - ❌ Implementation details (frameworks, APIs, algorithms)
+   - ❌ Implementation details (frameworks, APIs, algorithms) unless the checklist is asking whether those decisions were explicitly documented and bounded by rationale/rejected alternatives
 
    **✅ REQUIRED PATTERNS** - These test requirements quality:
    - ✅ "Are [requirement type] defined/specified/documented for [scenario]?"
@@ -202,6 +213,7 @@ You **MUST** consider the user input before proceeding (if not empty).
    - ✅ "Can [requirement] be objectively measured/verified?"
    - ✅ "Are [edge cases/scenarios] addressed in requirements?"
    - ✅ "Does the spec define [missing aspect]?"
+   - ✅ "Does the plan record why [accepted path] was chosen and why [rejected path] is forbidden?"
 
 6. **Structure Reference**: Generate the checklist following the canonical template in `.specify/templates/checklist-template.md` for title, meta section, category headings, and ID formatting. If template is unavailable, use: H1 title, purpose/created meta lines, `##` category sections containing `- [ ] CHK### <requirement item>` lines with globally incrementing IDs starting at CHK001.
 
@@ -210,6 +222,7 @@ You **MUST** consider the user input before proceeding (if not empty).
    - Depth level
    - Actor/timing
    - Any explicit user-specified must-have items incorporated
+   - Whether ADR / decision-memory checks were included
 
 **Important**: Each `/speckit.checklist` command invocation creates a checklist file using short, descriptive names unless file already exists. This allows:
 
@@ -262,6 +275,15 @@ Sample items:
 - "Are security requirements consistent with compliance obligations? [Consistency]"
 - "Are security failure/breach response requirements defined? [Gap, Exception Flow]"
 
+**Architecture Decision Quality:** `architecture.md`
+
+Sample items:
+
+- "Do all repo-shaping architecture choices have explicit rationale before tasks are generated? [Decision Memory]"
+- "Are rejected alternatives documented for each blocking technology branch? [Decision Memory, Gap]"
+- "Can an implementer tell which shortcuts are forbidden without re-reading research artifacts? [Clarity, ADR]"
+- "Are ADR decisions traceable to requirements or constraints in the spec? [Traceability, ADR]"
+
 ## Anti-Examples: What NOT To Do
 
 **❌ WRONG - These test implementation, not requirements:**
@@ -282,6 +304,7 @@ Sample items:
 - [ ] CHK004 - Is the selection criteria for related episodes documented? [Gap, Spec §FR-005]
 - [ ] CHK005 - Are loading state requirements defined for asynchronous episode data? [Gap]
 - [ ] CHK006 - Can "visual hierarchy" requirements be objectively measured? [Measurability, Spec §FR-001]
+- [ ] CHK007 - Do planning artifacts state why the accepted architecture was chosen and which alternative is rejected? [Decision Memory, ADR]
 ```
 
 **Key Differences:**

.kilocode/workflows/speckit.constitution.md

@@ -16,11 +16,11 @@ You **MUST** consider the user input before proceeding (if not empty).
 
 ## Outline
 
-You are updating the project constitution at `.specify/memory/constitution.md`. This file is a TEMPLATE containing placeholder tokens in square brackets (e.g. `[PROJECT_NAME]`, `[PRINCIPLE_1_NAME]`). Your job is to (a) collect/derive concrete values, (b) fill the template precisely, and (c) propagate any amendments across dependent artifacts.
+You are updating the project constitution at `.ai/standards/constitution.md`. This file is a TEMPLATE containing placeholder tokens in square brackets (e.g. `[PROJECT_NAME]`, `[PRINCIPLE_1_NAME]`). Your job is to (a) collect/derive concrete values, (b) fill the template precisely, and (c) propagate any amendments across dependent artifacts.
 
 Follow this execution flow:
 
-1. Load the existing constitution template at `.specify/memory/constitution.md`.
+1. Load the existing constitution template at `.ai/standards/constitution.md`.
    - Identify every placeholder token of the form `[ALL_CAPS_IDENTIFIER]`.
    **IMPORTANT**: The user might require less or more principles than the ones used in the template. If a number is specified, respect that - follow the general template. You will update the doc accordingly.
 
@@ -61,7 +61,7 @@ Follow this execution flow:
    - Dates ISO format YYYY-MM-DD.
    - Principles are declarative, testable, and free of vague language ("should" → replace with MUST/SHOULD rationale where appropriate).
 
-7. Write the completed constitution back to `.specify/memory/constitution.md` (overwrite).
+7. Write the completed constitution back to `.ai/standards/constitution.md` (overwrite).
 
 8. Output a final summary to the user with:
    - New version and bump rationale.
@@ -79,4 +79,4 @@ If the user supplies partial updates (e.g., only one principle revision), still
 
 If critical info missing (e.g., ratification date truly unknown), insert `TODO(<FIELD_NAME>): explanation` and include in the Sync Impact Report under deferred items.
 
-Do not create a new template; always operate on the existing `.specify/memory/constitution.md` file.
+Do not create a new template; always operate on the existing `.ai/standards/constitution.md` file.

.kilocode/workflows/speckit.implement.md

@@ -1,5 +1,14 @@
 ---
 description: Execute the implementation plan by processing and executing all tasks defined in tasks.md
+handoffs:
+  - label: Audit & Verify (Tester)
+    agent: tester
+    prompt: Perform semantic audit, algorithm emulation, and unit test verification for the completed tasks.
+    send: true
+  - label: Orchestration Control
+    agent: orchestrator
+    prompt: Review Tester's feedback and coordinate next steps.
+    send: true
 ---
 
 ## User Input
@@ -46,35 +55,37 @@ You **MUST** consider the user input before proceeding (if not empty).
      - Automatically proceed to step 3
 
 3. Load and analyze the implementation context:
-   - **REQUIRED**: Read tasks.md for the complete task list and execution plan
-   - **REQUIRED**: Read plan.md for tech stack, architecture, and file structure
-   - **IF EXISTS**: Read data-model.md for entities and relationships
-   - **IF EXISTS**: Read contracts/ for API specifications and test requirements
-   - **IF EXISTS**: Read research.md for technical decisions and constraints
-   - **IF EXISTS**: Read quickstart.md for integration scenarios
+   - **REQUIRED**: Read `.ai/standards/semantics.md` for strict coding standards and contract requirements
+   - **REQUIRED**: Read `tasks.md` for the complete task list and execution plan
+   - **REQUIRED**: Read `plan.md` for tech stack, architecture, and file structure
+   - **REQUIRED IF PRESENT**: Read ADR artifacts containing `[DEF:id:ADR]` nodes and build a blocked-path inventory from `@REJECTED`
+   - **IF EXISTS**: Read `data-model.md` for entities and relationships
+   - **IF EXISTS**: Read `contracts/` for API specifications and test requirements
+   - **IF EXISTS**: Read `research.md` for technical decisions and constraints
+   - **IF EXISTS**: Read `quickstart.md` for integration scenarios
 
 4. **Project Setup Verification**:
    - **REQUIRED**: Create/verify ignore files based on actual project setup:
 
    **Detection & Creation Logic**:
-   - Check if the following command succeeds to determine if the repository is a git repo (create/verify .gitignore if so):
+   - Check if the following command succeeds to determine if the repository is a git repo (create/verify `.gitignore` if so):
 
      ```sh
      git rev-parse --git-dir 2>/dev/null
      ```
 
-   - Check if Dockerfile* exists or Docker in plan.md → create/verify .dockerignore
-   - Check if .eslintrc* exists → create/verify .eslintignore
-   - Check if eslint.config.* exists → ensure the config's `ignores` entries cover required patterns
-   - Check if .prettierrc* exists → create/verify .prettierignore
-   - Check if .npmrc or package.json exists → create/verify .npmignore (if publishing)
-   - Check if terraform files (*.tf) exist → create/verify .terraformignore
-   - Check if .helmignore needed (helm charts present) → create/verify .helmignore
+   - Check if Dockerfile* exists or Docker in `plan.md` → create/verify `.dockerignore`
+   - Check if `.eslintrc*` exists → create/verify `.eslintignore`
+   - Check if `eslint.config.*` exists → ensure the config's `ignores` entries cover required patterns
+   - Check if `.prettierrc*` exists → create/verify `.prettierignore`
+   - Check if `.npmrc` or `package.json` exists → create/verify `.npmignore` (if publishing)
+   - Check if terraform files (`*.tf`) exist → create/verify `.terraformignore`
+   - Check if `.helmignore` needed (helm charts present) → create/verify `.helmignore`
 
    **If ignore file already exists**: Verify it contains essential patterns, append missing critical patterns only
    **If ignore file missing**: Create with full pattern set for detected technology
 
-   **Common Patterns by Technology** (from plan.md tech stack):
+   **Common Patterns by Technology** (from `plan.md` tech stack):
    - **Node.js/JavaScript/TypeScript**: `node_modules/`, `dist/`, `build/`, `*.log`, `.env*`
    - **Python**: `__pycache__/`, `*.pyc`, `.venv/`, `venv/`, `dist/`, `*.egg-info/`
    - **Java**: `target/`, `*.class`, `*.jar`, `.gradle/`, `build/`
@@ -97,11 +108,12 @@ You **MUST** consider the user input before proceeding (if not empty).
    - **Terraform**: `.terraform/`, `*.tfstate*`, `*.tfvars`, `.terraform.lock.hcl`
    - **Kubernetes/k8s**: `*.secret.yaml`, `secrets/`, `.kube/`, `kubeconfig*`, `*.key`, `*.crt`
 
-5. Parse tasks.md structure and extract:
+5. Parse `tasks.md` structure and extract:
    - **Task phases**: Setup, Tests, Core, Integration, Polish
    - **Task dependencies**: Sequential vs parallel execution rules
    - **Task details**: ID, description, file paths, parallel markers [P]
    - **Execution flow**: Order and dependency requirements
+   - **Decision-memory requirements**: which tasks inherit ADR ids, `@RATIONALE`, and `@REJECTED` guardrails
 
 6. Execute implementation following the task plan:
    - **Phase-by-phase execution**: Complete each phase before moving to the next
@@ -109,8 +121,27 @@ You **MUST** consider the user input before proceeding (if not empty).
    - **Follow TDD approach**: Execute test tasks before their corresponding implementation tasks
    - **File-based coordination**: Tasks affecting the same files must run sequentially
    - **Validation checkpoints**: Verify each phase completion before proceeding
+   - **ADR guardrail discipline**: if a task packet or local contract forbids a path via `@REJECTED`, do not treat it as an implementation option
 
 7. Implementation execution rules:
+   - **Strict Adherence**: Apply `.ai/standards/semantics.md` rules:
+     - Every file MUST start with a `[DEF:id:Type]` header and end with a matching closing `[/DEF:id:Type]` anchor.
+     - Use `@COMPLEXITY` / `@C:` as the primary control tag; treat `@TIER` only as legacy compatibility metadata.
+     - Contract density MUST match effective complexity from [`.ai/standards/semantics.md`](.ai/standards/semantics.md):
+       - Complexity 1: anchors only.
+       - Complexity 2: require `@PURPOSE`.
+       - Complexity 3: require `@PURPOSE` and `@RELATION`.
+       - Complexity 4: require `@PURPOSE`, `@RELATION`, `@PRE`, `@POST`, `@SIDE_EFFECT`.
+       - Complexity 5: require full level-4 contract plus `@DATA_CONTRACT` and `@INVARIANT`.
+     - For Python Complexity 4+ modules, implementation MUST include a meaningful semantic logging path using `logger.reason()` and `logger.reflect()`.
+     - For Python Complexity 5 modules, `belief_scope(...)` is mandatory and the critical path must be irrigated with `logger.reason()` / `logger.reflect()` according to the contract.
+     - For Svelte components, require `@UX_STATE`, `@UX_FEEDBACK`, `@UX_RECOVERY`, and `@UX_REACTIVITY`; runes-only reactivity is allowed (`$state`, `$derived`, `$effect`, `$props`).
+     - Reject pseudo-semantic markup: docstrings containing loose `@PURPOSE` / `@PRE` text do **NOT** satisfy the protocol unless represented in canonical anchored metadata blocks.
+     - Preserve and propagate decision-memory tags. Upstream `@RATIONALE` / `@REJECTED` are mandatory when carried by the task packet or contract.
+     - If `logger.explore()` or equivalent runtime evidence leads to a retained workaround, mutate the same contract header with reactive Micro-ADR tags: `@RATIONALE` and `@REJECTED`.
+   - **Self-Audit**: The Coder MUST use `axiom-core` tools (like `audit_contracts_tool`) to verify semantic compliance before completion.
+   - **Semantic Rejection Gate**: If self-audit reveals broken anchors, missing closing tags, missing required metadata for the effective complexity, orphaned critical classes/functions, Complexity 4/5 Python code without required belief-state logging, or retained workarounds without decision-memory tags, the task is NOT complete and cannot be handed off as accepted work.
+   - **CRITICAL Contracts**: If a task description contains a contract summary (e.g., `CRITICAL: PRE: ..., POST: ...`), these constraints are **MANDATORY** and must be strictly implemented in the code using guards/assertions (if applicable per protocol).
    - **Setup first**: Initialize project structure, dependencies, configuration
    - **Tests before code**: If you need to write tests for contracts, entities, and integration scenarios
    - **Core development**: Implement models, services, CLI commands, endpoints
@@ -118,18 +149,55 @@ You **MUST** consider the user input before proceeding (if not empty).
    - **Polish and validation**: Unit tests, performance optimization, documentation
 
 8. Progress tracking and error handling:
-   - Report progress after each completed task
-   - Halt execution if any non-parallel task fails
-   - For parallel tasks [P], continue with successful tasks, report failed ones
-   - Provide clear error messages with context for debugging
-   - Suggest next steps if implementation cannot proceed
-   - **IMPORTANT** For completed tasks, make sure to mark the task off as [X] in the tasks file.
+   - Report progress after each completed task.
+   - Halt execution if any non-parallel task fails.
+   - For parallel tasks [P], continue with successful tasks, report failed ones.
+   - Provide clear error messages with context for debugging.
+   - Suggest next steps if implementation cannot proceed.
+   - **IMPORTANT** For completed tasks, mark as [X] only AFTER local verification and self-audit.
+   - If blocked because the only apparent fix is listed in upstream `@REJECTED`, escalate for decision revision instead of silently overriding the guardrail.
 
-9. Completion validation:
-   - Verify all required tasks are completed
-   - Check that implemented features match the original specification
-   - Validate that tests pass and coverage meets requirements
-   - Confirm the implementation follows the technical plan
-   - Report final status with summary of completed work
+9. **Handoff to Tester (Audit Loop)**:
+   - Once a task or phase is complete, the Coder hands off to the Tester.
+   - Handoff includes: file paths, declared complexity, expected contracts (`@PRE`, `@POST`, `@SIDE_EFFECT`, `@DATA_CONTRACT`, `@INVARIANT` when applicable), and a short logic overview.
+   - Handoff MUST explicitly disclose any contract exceptions or known semantic debt. Hidden semantic debt is forbidden.
+   - Handoff MUST disclose decision-memory changes: inherited ADR ids, new or updated `@RATIONALE`, new or updated `@REJECTED`, and any blocked paths that remain active.
+   - The handoff payload MUST instruct the Tester to execute the dedicated testing workflow [`.kilocode/workflows/speckit.test.md`](.kilocode/workflows/speckit.test.md), not just perform an informal review.
 
-Note: This command assumes a complete task breakdown exists in tasks.md. If tasks are incomplete or missing, suggest running `/speckit.tasks` first to regenerate the task list.
+10. **Tester Verification & Orchestrator Gate**:
+   - Tester MUST:
+     - Explicitly run the [`.kilocode/workflows/speckit.test.md`](.kilocode/workflows/speckit.test.md) workflow as the verification procedure for the delivered implementation batch.
+     - Perform mandatory semantic audit (using `audit_contracts_tool`).
+     - Reject code that only imitates the protocol superficially, such as free-form docstrings with `@PURPOSE` text but without canonical `[DEF]...[/DEF]` anchors and header metadata.
+     - Verify that effective complexity and required metadata match [`.ai/standards/semantics.md`](.ai/standards/semantics.md).
+     - Verify that Python Complexity 4/5 implementations include required belief-state instrumentation (`belief_scope`, `logger.reason()`, `logger.reflect()`).
+     - Verify that upstream rejected paths were not silently restored.
+     - Emulate algorithms "in mind" step-by-step to ensure logic consistency.
+     - Verify unit tests match the declared contracts.
+   - If Tester finds issues:
+     - Emit `[AUDIT_FAIL: semantic_noncompliance | contract_mismatch | logic_mismatch | test_mismatch | speckit_test_not_run | rejected_path_regression]`.
+     - Provide concrete file-path-based reasons, for example: missing anchors, module/class contract mismatch, missing `@DATA_CONTRACT`, missing `logger.reason()`, illegal docstring-only annotations, missing decision-memory tags, re-enabled upstream rejected path, or missing execution of [`.kilocode/workflows/speckit.test.md`](.kilocode/workflows/speckit.test.md).
+     - Notify the Orchestrator.
+     - Orchestrator redirects the feedback to the Coder for remediation.
+   - Orchestrator green-status rule:
+     - The Orchestrator MUST NOT assign green/accepted status unless the Tester confirms that [`.kilocode/workflows/speckit.test.md`](.kilocode/workflows/speckit.test.md) was executed.
+     - Missing execution evidence for [`.kilocode/workflows/speckit.test.md`](.kilocode/workflows/speckit.test.md) is an automatic gate failure even if the Tester verbally reports that the code "looks fine".
+   - Acceptance (Final mark [X]):
+     - Only after the Tester is satisfied with semantics, emulation, and tests.
+     - Any semantic audit warning relevant to touched files blocks acceptance until remediated or explicitly waived by the user.
+     - No final green status is allowed without explicit confirmation that [`.kilocode/workflows/speckit.test.md`](.kilocode/workflows/speckit.test.md) was run.
+
+11. Completion validation:
+    - Verify all required tasks are completed and accepted by the Tester.
+    - Check that implemented features match the original specification.
+    - Confirm the implementation follows the technical plan and GRACE standards.
+    - Confirm touched files do not contain protocol-invalid patterns such as:
+      - class/function-level docstring contracts standing in for canonical anchors,
+      - missing closing anchors,
+      - missing required metadata for declared complexity,
+      - Complexity 5 repository/service code using only `belief_scope(...)` without explicit `logger.reason()` / `logger.reflect()` checkpoints,
+      - retained workarounds missing local `@RATIONALE` / `@REJECTED`,
+      - silent resurrection of paths already blocked by upstream ADR or task guardrails.
+    - Report final status with summary of completed and audited work.
+
+Note: This command assumes a complete task breakdown exists in `tasks.md`. If tasks are incomplete or missing, suggest running `/speckit.tasks` first to regenerate the task list.

.kilocode/workflows/speckit.plan.md

@@ -22,18 +22,19 @@ You **MUST** consider the user input before proceeding (if not empty).
 
 1. **Setup**: Run `.specify/scripts/bash/setup-plan.sh --json` from repo root and parse JSON for FEATURE_SPEC, IMPL_PLAN, SPECS_DIR, BRANCH. For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
 
-2. **Load context**: Read FEATURE_SPEC and `.specify/memory/constitution.md`. Load IMPL_PLAN template (already copied).
+2. **Load context**: Read `.ai/ROOT.md` and `.ai/PROJECT_MAP.md` to understand the project structure and navigation. Then read required standards: `.ai/standards/constitution.md` and `.ai/standards/semantics.md`. Load IMPL_PLAN template.
 
 3. **Execute plan workflow**: Follow the structure in IMPL_PLAN template to:
    - Fill Technical Context (mark unknowns as "NEEDS CLARIFICATION")
    - Fill Constitution Check section from constitution
    - Evaluate gates (ERROR if violations unjustified)
-   - Phase 0: Generate research.md (resolve all NEEDS CLARIFICATION)
-   - Phase 1: Generate data-model.md, contracts/, quickstart.md
+   - Phase 0: Generate `research.md` (resolve all NEEDS CLARIFICATION)
+   - Phase 1: Generate `data-model.md`, `contracts/`, `quickstart.md`
+   - Phase 1: Generate global ADR artifacts and connect them to the plan
    - Phase 1: Update agent context by running the agent script
    - Re-evaluate Constitution Check post-design
 
-4. **Stop and report**: Command ends after Phase 2 planning. Report branch, IMPL_PLAN path, and generated artifacts.
+4. **Stop and report**: Command ends after Phase 2 planning. Report branch, IMPL_PLAN path, generated artifacts, and ADR decisions created.
 
 ## Phases
 
@@ -58,32 +59,81 @@ You **MUST** consider the user input before proceeding (if not empty).
    - Rationale: [why chosen]
    - Alternatives considered: [what else evaluated]
 
-**Output**: research.md with all NEEDS CLARIFICATION resolved
+**Output**: `research.md` with all NEEDS CLARIFICATION resolved
 
-### Phase 1: Design & Contracts
+### Phase 1: Design, ADRs & Contracts
 
 **Prerequisites:** `research.md` complete
 
+0. **Validate Design against UX Reference**:
+   - Check if the proposed architecture supports the latency, interactivity, and flow defined in `ux_reference.md`.
+   - **Linkage**: Ensure key UI states from `ux_reference.md` map to Component Contracts (`@UX_STATE`).
+   - **CRITICAL**: If the technical plan compromises the UX (e.g. "We can't do real-time validation"), you **MUST STOP** and warn the user.
+
 1. **Extract entities from feature spec** → `data-model.md`:
-   - Entity name, fields, relationships
-   - Validation rules from requirements
-   - State transitions if applicable
+   - Entity name, fields, relationships, validation rules.
 
-2. **Generate API contracts** from functional requirements:
-   - For each user action → endpoint
-   - Use standard REST/GraphQL patterns
-   - Output OpenAPI/GraphQL schema to `/contracts/`
+2. **Generate Global ADRs (Decision Memory Root Layer)**:
+   - Read `spec.md`, `research.md`, and the technical context to identify repo-shaping decisions: storage, auth pattern, framework boundaries, integration patterns, deployment assumptions, failure strategy.
+   - For each durable architectural choice, emit a standalone semantic ADR block using `[DEF:DecisionId:ADR]`.
+   - Every ADR block MUST include:
+     - `@COMPLEXITY: 3` or `4` depending on blast radius
+     - `@PURPOSE`
+     - `@RATIONALE`
+     - `@REJECTED`
+     - `@RELATION` back to the originating spec/research/plan boundary or target module family
+   - Preferred destinations:
+     - `docs/architecture.md` for cross-cutting repository decisions
+     - feature-local design docs when the decision is feature-scoped
+     - root module headers only when the decision scope is truly local
+   - **Hard Gate**: do not continue to task decomposition until the blocking global decisions have been materialized as ADR nodes.
+   - **Anti-Regression Goal**: a later orchestrator must be able to read these ADRs and avoid creating tasks for rejected branches.
 
-3. **Agent context update**:
+3. **Design & Verify Contracts (Semantic Protocol)**:
+   - **Drafting**: Define semantic headers, metadata, and closing anchors for all new modules strictly from `.ai/standards/semantics.md`.
+   - **Complexity Classification**: Classify each contract with `@COMPLEXITY: [1|2|3|4|5]` or `@C:`. Treat `@TIER` only as a legacy compatibility hint and never as the primary rule source.
+   - **Adaptive Contract Requirements**:
+     - **Complexity 1**: anchors only; `@PURPOSE` optional.
+     - **Complexity 2**: require `@PURPOSE`.
+     - **Complexity 3**: require `@PURPOSE` and `@RELATION`; UI also requires `@UX_STATE`.
+     - **Complexity 4**: require `@PURPOSE`, `@RELATION`, `@PRE`, `@POST`, `@SIDE_EFFECT`; Python modules must define a meaningful `logger.reason()` / `logger.reflect()` path or equivalent belief-state mechanism.
+     - **Complexity 5**: require full level-4 contract plus `@DATA_CONTRACT` and `@INVARIANT`; Python modules must require `belief_scope`; UI modules must define UX contracts including `@UX_STATE`, `@UX_FEEDBACK`, `@UX_RECOVERY`, and `@UX_REACTIVITY`.
+   - **Decision-Memory Propagation**:
+     - If a module/function/component realizes or is constrained by an ADR, add local `@RATIONALE` and `@REJECTED` guardrails before coding begins.
+     - Use `@RELATION: IMPLEMENTS ->[AdrId]` when the contract realizes the ADR.
+     - Use `@RELATION: DEPENDS_ON ->[AdrId]` when the contract is merely constrained by the ADR.
+     - Record known LLM traps directly in the contract header so the implementer inherits the guardrail from the start.
+   - **Relation Syntax**: Write dependency edges in canonical GraphRAG form: `@RELATION: [PREDICATE] ->[TARGET_ID]`.
+   - **Context Guard**: If a target relation, DTO, required dependency, or decision rationale cannot be named confidently, stop generation and emit `[NEED_CONTEXT: target]` instead of inventing placeholders.
+   - **Testing Contracts**: Add `@TEST_CONTRACT`, `@TEST_SCENARIO`, `@TEST_FIXTURE`, `@TEST_EDGE`, and `@TEST_INVARIANT` when the design introduces audit-critical or explicitly test-governed contracts, especially for Complexity 5 boundaries.
+   - **Self-Review**:
+     - *Complexity Fit*: Does each contract include exactly the metadata and contract density required by its complexity level?
+     - *Completeness*: Do `@PRE`/`@POST`, `@SIDE_EFFECT`, `@DATA_CONTRACT`, UX tags, and decision-memory tags cover the edge cases identified in Research and UX Reference?
+     - *Connectivity*: Do `@RELATION` tags form a coherent graph using canonical `@RELATION: [PREDICATE] ->[TARGET_ID]` syntax?
+     - *Compliance*: Are all anchors properly opened and closed, and does the chosen comment syntax match the target medium?
+     - *Belief-State Requirements*: Do Complexity 4/5 Python modules explicitly account for `logger.reason()`, `logger.reflect()`, and `belief_scope` requirements?
+     - *ADR Continuity*: Does every blocking architectural decision have a corresponding ADR node and at least one downstream guarded contract?
+   - **Output**: Write verified contracts to `contracts/modules.md`.
+
+4. **Simulate Contract Usage**:
+   - Trace one key user scenario through the defined contracts to ensure data flow continuity.
+   - If a contract interface mismatch is found, fix it immediately.
+   - Verify that no traced path accidentally realizes an alternative already named in any ADR `@REJECTED` tag.
+
+5. **Generate API contracts**:
+   - Output OpenAPI/GraphQL schema to `/contracts/` for backend-frontend sync.
+
+6. **Agent context update**:
    - Run `.specify/scripts/bash/update-agent-context.sh kilocode`
    - These scripts detect which AI agent is in use
    - Update the appropriate agent-specific context file
    - Add only new technology from current plan
    - Preserve manual additions between markers
 
-**Output**: data-model.md, /contracts/*, quickstart.md, agent-specific file
+**Output**: `data-model.md`, `/contracts/*`, `quickstart.md`, ADR artifact(s), agent-specific file
 
 ## Key rules
 
 - Use absolute paths
 - ERROR on gate failures or unresolved clarifications
+- Do not hand off to [`speckit.tasks`](.kilocode/workflows/speckit.tasks.md) until blocking ADRs exist and rejected branches are explicit

.kilocode/workflows/speckit.semantics.md

@@ -0,0 +1,92 @@
+---
+description: Maintain semantic integrity by generating maps and auditing compliance reports.
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Goal
+
+Ensure the codebase adheres to the semantic standards defined in `.ai/standards/semantics.md` by using the AXIOM MCP semantic graph as the primary execution engine. This involves reindexing the workspace, measuring semantic health, auditing contract compliance, auditing decision-memory continuity, and optionally delegating contract-safe fixes through MCP-aware agents.
+
+## Operating Constraints
+
+1. **ROLE: Orchestrator**: You are responsible for the high-level coordination of semantic maintenance.
+2. **MCP-FIRST**: Use the connected AXIOM MCP server as the default mechanism for discovery, health checks, audit, semantic context, impact analysis, and contract mutation planning.
+3. **STRICT ADHERENCE**: Follow `.ai/standards/semantics.md` for all anchor and tag syntax.
+4. **NON-DESTRUCTIVE**: Do not remove existing code logic; only add or update semantic annotations.
+5. **TIER AWARENESS**: Prioritize CRITICAL and STANDARD modules for compliance fixes.
+6. **NO PSEUDO-CONTRACTS (CRITICAL)**: You are STRICTLY FORBIDDEN from using automated scripts (e.g., Python/Bash/sed) to mechanically inject boilerplate, placeholders, or "pseudo-contracts" merely to artificially inflate the compliance score. Every semantic tag, anchor, and contract you add MUST reflect a genuine, deep understanding of the code's actual logic and business requirements.
+7. **ID NAMING (CRITICAL)**: NEVER use fully-qualified Python import paths in `[DEF:id:Type]`. Use short, domain-driven semantic IDs (e.g., `[DEF:AuthService:Class]`). Follow the exact style shown in `.ai/standards/semantics.md`.
+8. **ORPHAN PREVENTION**: To reduce the orphan count, you MUST physically wrap actual class and function definitions with `[DEF:id:Type] ... [/DEF]` blocks in the code. Modifying `@RELATION` tags does NOT fix orphans. The AST parser flags any unwrapped function as an orphan.
+   - **Exception for Tests**: In test modules, use `BINDS_TO` to link major helpers to the module root. Small helpers remain C1 and don't need relations.
+9. **DECISION-MEMORY CONTINUITY**: Audit ADR nodes, preventive task guardrails, and reactive Micro-ADR tags as one anti-regression chain. Missing or contradictory `@RATIONALE` / `@REJECTED` is a first-class semantic defect.
+
+## Execution Steps
+
+### 1. Reindex Semantic Workspace
+
+Use MCP to refresh the semantic graph for the current workspace with [`reindex_workspace_tool`](.kilo/mcp.json).
+
+### 2. Analyze Semantic Health
+
+Use [`workspace_semantic_health_tool`](.kilo/mcp.json) and capture:
+- `contracts`
+- `relations`
+- `orphans`
+- `unresolved_relations`
+- `files`
+
+Treat high orphan counts and unresolved relations as first-class health indicators, not just informational noise.
+
+### 3. Audit Critical Issues
+
+Use [`audit_contracts_tool`](.kilo/mcp.json) and classify findings into:
+- **Critical Parsing/Structure Errors**: malformed or incoherent semantic contract regions
+- **Critical Contract Gaps**: missing [`@DATA_CONTRACT`](.ai/standards/semantics.md), [`@PRE`](.ai/standards/semantics.md), [`@POST`](.ai/standards/semantics.md), [`@SIDE_EFFECT`](.ai/standards/semantics.md) on CRITICAL contracts
+- **Decision-Memory Gaps**:
+  - missing standalone `[DEF:id:ADR]` for repo-shaping decisions
+  - missing `@RATIONALE` / `@REJECTED` where task or implementation context clearly requires guardrails
+  - retained workaround code without local reactive Micro-ADR tags
+  - implementation that silently re-enables a path declared in upstream `@REJECTED`
+- **Coverage Gaps**: missing [`@TIER`](.ai/standards/semantics.md), missing [`@PURPOSE`](.ai/standards/semantics.md)
+- **Graph Breakages**: unresolved relations, broken references, isolated critical contracts, ADR nodes without downstream guarded contracts
+
+### 4. Build Remediation Context
+
+For the top failing contracts, use MCP semantic context tools such as [`get_semantic_context_tool`](.kilo/mcp.json), [`build_task_context_tool`](.kilo/mcp.json), [`impact_analysis_tool`](.kilo/mcp.json), and [`trace_tests_for_contract_tool`](.kilo/mcp.json) to understand:
+1. Local contract intent
+2. Upstream/downstream semantic impact
+3. Related tests and fixtures
+4. Whether relation recovery is needed
+5. Whether decision-memory continuity is broken between ADR, task contract, and implementation
+
+### 5. Execute Fixes (Optional/Handoff)
+
+If $ARGUMENTS contains `fix` or `apply`:
+- Handoff to the [`semantic`](.kilocodemodes) mode or a dedicated implementation agent instead of applying naive textual edits in orchestration.
+- Require the fixing agent to prefer MCP contract mutation tools such as [`simulate_patch_tool`](.kilo/mcp.json), [`guarded_patch_contract_tool`](.kilo/mcp.json), [`patch_contract_tool`](.kilo/mcp.json), and [`infer_missing_relations_tool`](.kilo/mcp.json).
+- Require the fixing agent to preserve or restore `@RATIONALE` / `@REJECTED` continuity whenever blocked-path knowledge exists.
+- After changes, re-run reindex, health, and audit MCP steps to verify the delta.
+
+### 6. Review Gate
+
+Before completion, request or perform an MCP-based review path aligned with the [`reviewer-agent-auditor`](.kilocodemodes) mode so the workflow produces a semantic PASS/FAIL gate, not just a remediation list.
+
+## Output
+
+Provide a summary of the semantic state:
+- **Health Metrics**: contracts / relations / orphans / unresolved_relations / files
+- **Status**: [PASS/FAIL] (FAIL if CRITICAL gaps, rejected-path regressions, or semantically significant unresolved relations exist)
+- **Top Issues**: List top 3-5 contracts or files needing attention.
+- **Decision Memory**: summarize missing ADRs, missing guardrails, and rejected-path regression risks.
+- **Action Taken**: Summary of MCP analysis performed, context gathered, and fixes or handoffs initiated.
+
+## Context
+
+$ARGUMENTS

.kilocode/workflows/speckit.specify.md

@@ -70,7 +70,22 @@ Given that feature description, do this:
 
 3. Load `.specify/templates/spec-template.md` to understand required sections.
 
-4. Follow this execution flow:
+4. **Generate UX Reference**:
+   
+   a. Load `.specify/templates/ux-reference-template.md`.
+   
+   b. **Design the User Experience**:
+      - **Imagine you are the user**: Visualize the interface and interaction.
+      - **Persona**: Define who is using this.
+      - **Happy Path**: Write the story of the perfect interaction.
+      - **Mockups**: Create concrete CLI text blocks or UI descriptions.
+      - **Errors**: Define how the system guides the user out of failure.
+   
+   c. Write the `ux_reference.md` file in the feature directory.
+   
+   d. **CRITICAL**: This UX Reference is now the source of truth for the "feel" of the feature. The technical spec MUST support this experience.
+
+5. Follow this execution flow:
 
     1. Parse user description from Input
        If empty: ERROR "No feature description provided"
@@ -115,6 +130,12 @@ Given that feature description, do this:
       - [ ] Focused on user value and business needs
       - [ ] Written for non-technical stakeholders
       - [ ] All mandatory sections completed
+
+      ## UX Consistency
+      
+      - [ ] Functional requirements fully support the 'Happy Path' in ux_reference.md
+      - [ ] Error handling requirements match the 'Error Experience' in ux_reference.md
+      - [ ] No requirements contradict the defined User Persona or Context
       
       ## Requirement Completeness
       
@@ -190,7 +211,7 @@ Given that feature description, do this:
 
    d. **Update Checklist**: After each validation iteration, update the checklist file with current pass/fail status
 
-7. Report completion with branch name, spec file path, checklist results, and readiness for the next phase (`/speckit.clarify` or `/speckit.plan`).
+7. Report completion with branch name, spec file path, ux_reference file path, checklist results, and readiness for the next phase (`/speckit.clarify` or `/speckit.plan`).
 
 **NOTE:** The script creates and checks out the new branch and initializes the spec file before writing.
 

.kilocode/workflows/speckit.tasks.md

@@ -24,26 +24,29 @@ You **MUST** consider the user input before proceeding (if not empty).
 1. **Setup**: Run `.specify/scripts/bash/check-prerequisites.sh --json` from repo root and parse FEATURE_DIR and AVAILABLE_DOCS list. All paths must be absolute. For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
 
 2. **Load design documents**: Read from FEATURE_DIR:
-   - **Required**: plan.md (tech stack, libraries, structure), spec.md (user stories with priorities)
-   - **Optional**: data-model.md (entities), contracts/ (API endpoints), research.md (decisions), quickstart.md (test scenarios)
+   - **Required**: `plan.md` (tech stack, libraries, structure), `spec.md` (user stories with priorities), `ux_reference.md` (experience source of truth)
+   - **Optional**: `data-model.md` (entities), `contracts/` (API endpoints), `research.md` (decisions), `quickstart.md` (test scenarios)
+   - **Required when present in plan output**: ADR artifacts such as `docs/architecture.md` or feature-local architecture decision files containing `[DEF:id:ADR]` nodes
    - Note: Not all projects have all documents. Generate tasks based on what's available.
 
 3. **Execute task generation workflow**:
-   - Load plan.md and extract tech stack, libraries, project structure
-   - Load spec.md and extract user stories with their priorities (P1, P2, P3, etc.)
-   - If data-model.md exists: Extract entities and map to user stories
-   - If contracts/ exists: Map endpoints to user stories
-   - If research.md exists: Extract decisions for setup tasks
+   - Load `plan.md` and extract tech stack, libraries, project structure
+   - Load `spec.md` and extract user stories with their priorities (P1, P2, P3, etc.)
+   - Load ADR nodes and build a decision-memory inventory: `DecisionId`, `@RATIONALE`, `@REJECTED`, dependent modules
+   - If `data-model.md` exists: Extract entities and map to user stories
+   - If `contracts/` exists: Map endpoints to user stories
+   - If `research.md` exists: Extract decisions for setup tasks
    - Generate tasks organized by user story (see Task Generation Rules below)
    - Generate dependency graph showing user story completion order
    - Create parallel execution examples per user story
    - Validate task completeness (each user story has all needed tasks, independently testable)
+   - Validate guardrail continuity: no task may realize an ADR path named in `@REJECTED`
 
-4. **Generate tasks.md**: Use `.specify/templates/tasks-template.md` as structure, fill with:
-   - Correct feature name from plan.md
+4. **Generate `tasks.md`**: Use `.specify/templates/tasks-template.md` as structure, fill with:
+   - Correct feature name from `plan.md`
    - Phase 1: Setup tasks (project initialization)
    - Phase 2: Foundational tasks (blocking prerequisites for all user stories)
-   - Phase 3+: One phase per user story (in priority order from spec.md)
+   - Phase 3+: One phase per user story (in priority order from `spec.md`)
    - Each phase includes: story goal, independent test criteria, tests (if requested), implementation tasks
    - Final Phase: Polish & cross-cutting concerns
    - All tasks must follow the strict checklist format (see Task Generation Rules below)
@@ -51,18 +54,20 @@ You **MUST** consider the user input before proceeding (if not empty).
    - Dependencies section showing story completion order
    - Parallel execution examples per story
    - Implementation strategy section (MVP first, incremental delivery)
+   - Decision-memory notes for guarded tasks when ADRs or known traps apply
 
-5. **Report**: Output path to generated tasks.md and summary:
+5. **Report**: Output path to generated `tasks.md` and summary:
    - Total task count
    - Task count per user story
    - Parallel opportunities identified
    - Independent test criteria for each story
    - Suggested MVP scope (typically just User Story 1)
    - Format validation: Confirm ALL tasks follow the checklist format (checkbox, ID, labels, file paths)
+   - ADR propagation summary: which ADRs were inherited into task guardrails and which paths were rejected
 
 Context for task generation: $ARGUMENTS
 
-The tasks.md should be immediately executable - each task must be specific enough that an LLM can complete it without additional context.
+The `tasks.md` should be immediately executable - each task must be specific enough that an LLM can complete it without additional context.
 
 ## Task Generation Rules
 
@@ -70,6 +75,14 @@ The tasks.md should be immediately executable - each task must be specific enoug
 
 **Tests are OPTIONAL**: Only generate test tasks if explicitly requested in the feature specification or if user requests TDD approach.
 
+### UX & Semantic Preservation (CRITICAL)
+
+- **Source of Truth**: `ux_reference.md` for UX, `.ai/standards/semantics.md` for code, and ADR artifacts for upstream technology decisions.
+- **Violation Warning**: If any task violates UX, ADR guardrails, or GRACE standards, flag it immediately.
+- **Verification Task (UX)**: Add a task at the end of each Story phase: `- [ ] Txxx [USx] Verify implementation matches ux_reference.md (Happy Path & Errors)`
+- **Verification Task (Audit)**: Add a mandatory audit task at the end of each Story phase: `- [ ] Txxx [USx] Acceptance: Perform semantic audit & algorithm emulation by Tester`
+- **Guardrail Rule**: If an ADR or contract says `@REJECTED`, task text must not schedule that path as implementation work.
+
 ### Checklist Format (REQUIRED)
 
 Every task MUST strictly follow this format:
@@ -84,7 +97,7 @@ Every task MUST strictly follow this format:
 2. **Task ID**: Sequential number (T001, T002, T003...) in execution order
 3. **[P] marker**: Include ONLY if task is parallelizable (different files, no dependencies on incomplete tasks)
 4. **[Story] label**: REQUIRED for user story phase tasks only
-   - Format: [US1], [US2], [US3], etc. (maps to user stories from spec.md)
+   - Format: [US1], [US2], [US3], etc. (maps to user stories from `spec.md`)
    - Setup phase: NO story label
    - Foundational phase: NO story label  
    - User Story phases: MUST have story label
@@ -104,7 +117,7 @@ Every task MUST strictly follow this format:
 
 ### Task Organization
 
-1. **From User Stories (spec.md)** - PRIMARY ORGANIZATION:
+1. **From User Stories (`spec.md`)** - PRIMARY ORGANIZATION:
    - Each user story (P1, P2, P3...) gets its own phase
    - Map all related components to their story:
      - Models needed for that story
@@ -113,16 +126,25 @@ Every task MUST strictly follow this format:
      - If tests requested: Tests specific to that story
    - Mark story dependencies (most stories should be independent)
 
-2. **From Contracts**:
+2. **From Contracts (CRITICAL TIER)**:
+   - Identify components marked as `@TIER: CRITICAL` in `contracts/modules.md`.
+   - For these components, **MUST** append the summary of `@PRE`, `@POST`, `@UX_STATE`, and test contracts (`@TEST_FIXTURE`, `@TEST_EDGE`) directly to the task description.
+   - Example: `- [ ] T005 [P] [US1] Implement Auth (CRITICAL: PRE: token exists, POST: returns User, TESTS: 2 edges) in src/auth.py`
    - Map each contract/endpoint → to the user story it serves
    - If tests requested: Each contract → contract test task [P] before implementation in that story's phase
 
-3. **From Data Model**:
+3. **From ADRs and Decision Memory**:
+   - For each implementation task constrained by an ADR, append a concise guardrail summary drawn from `@RATIONALE` and `@REJECTED`.
+   - Example: `- [ ] T021 [US1] Implement payload parsing guardrails in src/api/input.py (RATIONALE: strict validation because frontend sends numeric strings; REJECTED: json.loads() without schema validation)`
+   - If a task would naturally branch into an ADR-rejected alternative, rewrite the task around the accepted path instead of leaving the choice ambiguous.
+   - If no safe executable path remains because ADR context is incomplete, stop and emit `[NEED_CONTEXT: target]`.
+
+4. **From Data Model**:
    - Map each entity to the user story(ies) that need it
    - If entity serves multiple stories: Put in earliest story or Setup phase
    - Relationships → service layer tasks in appropriate story phase
 
-4. **From Setup/Infrastructure**:
+5. **From Setup/Infrastructure**:
    - Shared infrastructure → Setup phase (Phase 1)
    - Foundational/blocking tasks → Foundational phase (Phase 2)
    - Story-specific setup → within that story's phase
@@ -135,3 +157,11 @@ Every task MUST strictly follow this format:
   - Within each story: Tests (if requested) → Models → Services → Endpoints → Integration
   - Each phase should be a complete, independently testable increment
 - **Final Phase**: Polish & Cross-Cutting Concerns
+
+### Decision-Memory Validation Gate
+
+Before finalizing `tasks.md`, verify all of the following:
+- Every repo-shaping ADR from planning is either represented in a setup/foundational task or inherited by a downstream story task.
+- Every guarded task that could tempt an implementer into a known wrong branch carries preventive `@RATIONALE` / `@REJECTED` guidance in its text.
+- No task instructs the implementer to realize an ADR path already named as rejected.
+- At least one explicit audit/verification task exists for checking rejected-path regressions in code review or test stages.

.kilocode/workflows/speckit.test.md

@@ -0,0 +1,235 @@
+---
+
+description: Generate tests, manage test documentation, and ensure maximum code coverage
+
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Goal
+
+Execute semantic audit and full testing cycle: verify contract compliance, verify decision-memory continuity, emulate logic, ensure maximum coverage, and maintain test quality.
+
+## Operating Constraints
+
+1. **NEVER delete existing tests** - Only update if they fail due to bugs in the test or implementation
+2. **NEVER duplicate tests** - Check existing tests first before creating new ones
+3. **Use TEST_FIXTURE fixtures** - For CRITICAL tier modules, read @TEST_FIXTURE from .ai/standards/semantics.md
+4. **Co-location required** - Write tests in `__tests__` directories relative to the code being tested
+5. **Decision-memory regression guard** - Tests and audits must not normalize silent reintroduction of any path documented in upstream `@REJECTED`
+
+## Execution Steps
+
+### 1. Analyze Context
+
+Run `.specify/scripts/bash/check-prerequisites.sh --json --require-tasks --include-tasks` from repo root and parse FEATURE_DIR and AVAILABLE_DOCS.
+
+Determine:
+- FEATURE_DIR - where the feature is located
+- TASKS_FILE - path to `tasks.md`
+- Which modules need testing based on task status
+- Which ADRs or task guardrails define rejected paths for the touched scope
+
+### 2. Load Relevant Artifacts
+
+**From `tasks.md`:**
+- Identify completed implementation tasks (not test tasks)
+- Extract file paths that need tests
+- Extract guardrail summaries and blocked paths
+
+**From `.ai/standards/semantics.md`:**
+- Read effective complexity expectations
+- Read decision-memory rules for ADR, preventive guardrails, and reactive Micro-ADR
+- For CRITICAL modules: Read `@TEST_` fixtures
+
+**From ADR sources and touched code:**
+- Read `[DEF:id:ADR]` nodes when present
+- Read local `@RATIONALE` and `@REJECTED` in touched contracts
+
+**From existing tests:**
+- Scan `__tests__` directories for existing tests
+- Identify test patterns and coverage gaps
+
+### 3. Test Coverage Analysis
+
+Create coverage matrix:
+
+| Module | File | Has Tests | Complexity / Tier | TEST_FIXTURE Available | Rejected Path Guarded |
+|--------|------|-----------|-------------------|------------------------|-----------------------|
+| ... | ... | ... | ... | ... | ... |
+
+### 4. Semantic Audit & Logic Emulation (CRITICAL)
+
+Before writing tests, the Tester MUST:
+1. **Run `axiom-core.audit_contracts_tool`**: Identify semantic violations.
+2. **Run a protocol-shape review on touched files**:
+   - Reject non-canonical semantic markup, including docstring-only annotations such as `@PURPOSE`, `@PRE`, or `@INVARIANT` written inside class/function docstrings without canonical `[DEF]...[/DEF]` anchors and header metadata.
+   - Reject files whose effective complexity contract is under-specified relative to [`.ai/standards/semantics.md`](.ai/standards/semantics.md).
+   - Reject Python Complexity 4+ modules that omit meaningful `logger.reason()` / `logger.reflect()` checkpoints.
+   - Reject Python Complexity 5 modules that omit `belief_scope(...)`, `@DATA_CONTRACT`, or `@INVARIANT`.
+   - Treat broken or missing closing anchors as blocking violations.
+   - Reject retained workaround code if the local contract lacks `@RATIONALE` / `@REJECTED`.
+   - Reject code that silently re-enables a path declared in upstream ADR or local guardrails as rejected.
+3. **Emulate Algorithm**: Step through the code implementation in mind.
+   - Verify it adheres to the `@PURPOSE` and `@INVARIANT`.
+   - Verify `@PRE` and `@POST` conditions are correctly handled.
+   - Verify the implementation follows accepted-path rationale rather than drifting into a blocked path.
+4. **Validation Verdict**:
+   - If audit fails: Emit `[AUDIT_FAIL: semantic_noncompliance]` with concrete file-path reasons and notify Orchestrator.
+   - Example blocking case: [`backend/src/services/dataset_review/repositories/session_repository.py`](backend/src/services/dataset_review/repositories/session_repository.py) contains a module anchor, but its nested repository class/method semantics are expressed as loose docstrings instead of canonical anchored contracts; this MUST be rejected until remediated or explicitly waived.
+   - If audit passes: Proceed to writing/verifying tests.
+
+### 5. Write Tests (TDD Approach)
+
+For each module requiring tests:
+
+1. **Check existing tests**: Scan `__tests__/` for duplicates.
+2. **Read TEST_FIXTURE**: If CRITICAL tier, read `@TEST_FIXTURE` from semantics header.
+3. **Do not normalize broken semantics through tests**:
+   - The Tester must not write tests that silently accept malformed semantic protocol usage.
+   - If implementation is semantically invalid, stop and reject instead of adapting tests around the invalid structure.
+4. **Write test**: Follow co-location strategy.
+   - Python: `src/module/__tests__/test_module.py`
+   - Svelte: `src/lib/components/__tests__/test_component.test.js`
+5. **Use mocks**: Use `unittest.mock.MagicMock` for external dependencies
+6. **Add rejected-path regression coverage when relevant**:
+   - If ADR or local contract names a blocked path in `@REJECTED`, add or verify at least one test or explicit audit check that would fail if that forbidden path were silently restored.
+
+### 4a. UX Contract Testing (Frontend Components)
+
+For Svelte components with `@UX_STATE`, `@UX_FEEDBACK`, `@UX_RECOVERY` tags:
+
+1. **Parse UX tags**: Read component file and extract all `@UX_*` annotations
+2. **Generate UX tests**: Create tests for each UX state transition
+   ```javascript
+   // Example: Testing @UX_STATE: Idle -> Expanded
+   it('should transition from Idle to Expanded on toggle click', async () => {
+     render(Sidebar);
+     const toggleBtn = screen.getByRole('button', { name: /toggle/i });
+     await fireEvent.click(toggleBtn);
+     expect(screen.getByTestId('sidebar')).toHaveClass('expanded');
+   });
+   ```
+3. **Test `@UX_FEEDBACK`**: Verify visual feedback (toast, shake, color changes)
+4. **Test `@UX_RECOVERY`**: Verify error recovery mechanisms (retry, clear input)
+5. **Use `@UX_TEST` fixtures**: If component has `@UX_TEST` tags, use them as test specifications
+6. **Verify decision memory**: If the UI contract declares `@REJECTED`, ensure browser-visible behavior does not regress into the rejected path.
+
+**UX Test Template:**
+```javascript
+// [DEF:ComponentUXTests:Module]
+// @C: 3
+// @RELATION: VERIFIES -> ../Component.svelte
+// @PURPOSE: Test UX states and transitions
+
+describe('Component UX States', () => {
+  // @UX_STATE: Idle -> {action: click, expected: Active}
+  it('should transition Idle -> Active on click', async () => { ... });
+  
+  // @UX_FEEDBACK: Toast on success
+  it('should show toast on successful action', async () => { ... });
+  
+  // @UX_RECOVERY: Retry on error
+  it('should allow retry on error', async () => { ... });
+});
+// [/DEF:__tests__/test_Component:Module]
+```
+
+### 5. Test Documentation
+
+Create/update documentation in `specs/<feature>/tests/`:
+
+```
+tests/
+├── README.md           # Test strategy and overview
+├── coverage.md         # Coverage matrix and reports
+└── reports/
+    └── YYYY-MM-DD-report.md
+```
+
+Include decision-memory coverage notes when ADR or rejected-path regressions were checked.
+
+### 6. Execute Tests
+
+Run tests and report results:
+
+**Backend:**
+```bash
+cd backend && .venv/bin/python3 -m pytest -v
+```
+
+**Frontend:**
+```bash
+cd frontend && npm run test
+```
+
+### 7. Update Tasks
+
+Mark test tasks as completed in `tasks.md` with:
+- Test file path
+- Coverage achieved
+- Any issues found
+- Whether rejected-path regression checks passed or remain manual audit items
+
+## Output
+
+Generate test execution report:
+
+```markdown
+# Test Report: [FEATURE]
+
+**Date**: [YYYY-MM-DD]
+**Executed by**: Tester Agent
+
+## Coverage Summary
+
+| Module | Tests | Coverage % |
+|--------|-------|------------|
+| ... | ... | ... |
+
+## Test Results
+
+- Total: [X]
+- Passed: [X]
+- Failed: [X]
+- Skipped: [X]
+
+## Semantic Audit Verdict
+
+- Verdict: PASS | FAIL
+- Blocking Violations:
+  - [file path] -> [reason]
+- Decision Memory:
+  - ADRs checked: [...]
+  - Rejected-path regressions: PASS | FAIL
+  - Missing `@RATIONALE` / `@REJECTED`: [...]
+- Notes:
+  - Reject docstring-only semantic pseudo-markup
+  - Reject complexity/contract mismatches
+  - Reject missing belief-state instrumentation for Python Complexity 4/5
+  - Reject silent resurrection of rejected paths
+
+## Issues Found
+
+| Test | Error | Resolution |
+|------|-------|------------|
+| ... | ... | ... |
+
+## Next Steps
+
+- [ ] Fix failed tests
+- [ ] Fix blocking semantic violations before acceptance
+- [ ] Fix decision-memory drift or rejected-path regressions
+- [ ] Add more coverage for [module]
+- [ ] Review TEST_FIXTURE fixtures
+```
+
+## Context for Testing
+
+$ARGUMENTS

.specify/memory/constitution.md

@@ -1,29 +1,50 @@
-# ss-tools Constitution
+# [PROJECT_NAME] Constitution
+<!-- Example: Spec Constitution, TaskFlow Constitution, etc. -->
 
 ## Core Principles
 
-### I. SPA-First Architecture
-The frontend MUST be a Static Single Page Application (SPA) served by the Python backend. No Node.js server is permitted in production. The backend serves the `index.html` entry point for all non-API routes.
+### [PRINCIPLE_1_NAME]
+<!-- Example: I. Library-First -->
+[PRINCIPLE_1_DESCRIPTION]
+<!-- Example: Every feature starts as a standalone library; Libraries must be self-contained, independently testable, documented; Clear purpose required - no organizational-only libraries -->
 
-### II. API-Driven Communication
-All data retrieval and state changes MUST be performed via the backend REST API or WebSockets. The frontend should not access the database or filesystem directly.
+### [PRINCIPLE_2_NAME]
+<!-- Example: II. CLI Interface -->
+[PRINCIPLE_2_DESCRIPTION]
+<!-- Example: Every library exposes functionality via CLI; Text in/out protocol: stdin/args → stdout, errors → stderr; Support JSON + human-readable formats -->
 
-### III. Modern Stack Consistency
-The project strictly uses SvelteKit (Frontend), FastAPI (Backend), and Tailwind CSS (Styling). New dependencies must be justified and approved.
+### [PRINCIPLE_3_NAME]
+<!-- Example: III. Test-First (NON-NEGOTIABLE) -->
+[PRINCIPLE_3_DESCRIPTION]
+<!-- Example: TDD mandatory: Tests written → User approved → Tests fail → Then implement; Red-Green-Refactor cycle strictly enforced -->
 
-### IV. Semantic Protocol Adherence (GRACE-Poly)
-All code generation and modification MUST adhere to the Semantic Protocol defined in `semantic_protocol.md`.
-- **Anchors**: Use `[DEF:id:Type]` and `[/DEF:id]` to define semantic boundaries.
-- **Contracts**: Define `@PRE` and `@POST` conditions in headers.
-- **Logging**: Use structured logging with `[AnchorID][State]` format.
-- **Immutability**: Respect architectural decisions in headers.
+### [PRINCIPLE_4_NAME]
+<!-- Example: IV. Integration Testing -->
+[PRINCIPLE_4_DESCRIPTION]
+<!-- Example: Focus areas requiring integration tests: New library contract tests, Contract changes, Inter-service communication, Shared schemas -->
+
+### [PRINCIPLE_5_NAME]
+<!-- Example: V. Observability, VI. Versioning & Breaking Changes, VII. Simplicity -->
+[PRINCIPLE_5_DESCRIPTION]
+<!-- Example: Text I/O ensures debuggability; Structured logging required; Or: MAJOR.MINOR.BUILD format; Or: Start simple, YAGNI principles -->
+
+## [SECTION_2_NAME]
+<!-- Example: Additional Constraints, Security Requirements, Performance Standards, etc. -->
+
+[SECTION_2_CONTENT]
+<!-- Example: Technology stack requirements, compliance standards, deployment policies, etc. -->
+
+## [SECTION_3_NAME]
+<!-- Example: Development Workflow, Review Process, Quality Gates, etc. -->
+
+[SECTION_3_CONTENT]
+<!-- Example: Code review requirements, testing gates, deployment approval process, etc. -->
 
 ## Governance
+<!-- Example: Constitution supersedes all other practices; Amendments require documentation, approval, migration plan -->
 
-### Compliance
-All Pull Requests and code modifications must be verified against this Constitution. Violations of Core Principles are considered critical defects.
+[GOVERNANCE_RULES]
+<!-- Example: All PRs/reviews must verify compliance; Complexity must be justified; Use [GUIDANCE_FILE] for runtime development guidance -->
 
-### Amendments
-Changes to this Constitution require a formal RFC process and approval from the project lead.
-
-**Version**: 1.0.0 | **Ratified**: 2025-12-20
+**Version**: [CONSTITUTION_VERSION] | **Ratified**: [RATIFICATION_DATE] | **Last Amended**: [LAST_AMENDED_DATE]
+<!-- Example: Version: 2.1.1 | Ratified: 2025-06-13 | Last Amended: 2025-07-16 -->

.specify/scripts/bash/update-agent-context.sh

@@ -30,12 +30,12 @@
 #
 # 5. Multi-Agent Support
 #    - Handles agent-specific file paths and naming conventions
-#    - Supports: Claude, Gemini, Copilot, Cursor, Qwen, opencode, Codex, Windsurf, Kilo Code, Auggie CLI, Roo Code, CodeBuddy CLI, Qoder CLI, Amp, SHAI, or Amazon Q Developer CLI
+#    - Supports: Claude, Gemini, Copilot, Cursor, Qwen, opencode, Codex, Windsurf, Kilo Code, Auggie CLI, Roo Code, CodeBuddy CLI, Qoder CLI, Amp, SHAI, Amazon Q Developer CLI, or Antigravity
 #    - Can update single agents or all existing agent files
 #    - Creates default Claude file if no agent files exist
 #
 # Usage: ./update-agent-context.sh [agent_type]
-# Agent types: claude|gemini|copilot|cursor-agent|qwen|opencode|codex|windsurf|kilocode|auggie|shai|q|bob|qoder
+# Agent types: claude|gemini|copilot|cursor-agent|qwen|opencode|codex|windsurf|kilocode|auggie|roo|codebuddy|amp|shai|q|agy|bob|qodercli
 # Leave empty to update all existing agent files
 
 set -e
@@ -74,6 +74,7 @@ QODER_FILE="$REPO_ROOT/QODER.md"
 AMP_FILE="$REPO_ROOT/AGENTS.md"
 SHAI_FILE="$REPO_ROOT/SHAI.md"
 Q_FILE="$REPO_ROOT/AGENTS.md"
+AGY_FILE="$REPO_ROOT/.agent/rules/specify-rules.md"
 BOB_FILE="$REPO_ROOT/AGENTS.md"
 
 # Template file
@@ -618,7 +619,7 @@ update_specific_agent() {
         codebuddy)
             update_agent_file "$CODEBUDDY_FILE" "CodeBuddy CLI"
             ;;
-        qoder)
+        qodercli)
             update_agent_file "$QODER_FILE" "Qoder CLI"
             ;;
         amp)
@@ -630,12 +631,18 @@ update_specific_agent() {
         q)
             update_agent_file "$Q_FILE" "Amazon Q Developer CLI"
             ;;
+        agy)
+            update_agent_file "$AGY_FILE" "Antigravity"
+            ;;
         bob)
             update_agent_file "$BOB_FILE" "IBM Bob"
             ;;
+        generic)
+            log_info "Generic agent: no predefined context file. Use the agent-specific update script for your agent."
+            ;;
         *)
             log_error "Unknown agent type '$agent_type'"
-            log_error "Expected: claude|gemini|copilot|cursor-agent|qwen|opencode|codex|windsurf|kilocode|auggie|roo|amp|shai|q|bob|qoder"
+            log_error "Expected: claude|gemini|copilot|cursor-agent|qwen|opencode|codex|windsurf|kilocode|auggie|roo|codebuddy|amp|shai|q|agy|bob|qodercli|generic"
             exit 1
             ;;
     esac
@@ -714,7 +721,11 @@ update_all_existing_agents() {
         update_agent_file "$Q_FILE" "Amazon Q Developer CLI"
         found_agent=true
     fi
-    
+
+    if [[ -f "$AGY_FILE" ]]; then
+        update_agent_file "$AGY_FILE" "Antigravity"
+        found_agent=true
+    fi
     if [[ -f "$BOB_FILE" ]]; then
         update_agent_file "$BOB_FILE" "IBM Bob"
         found_agent=true
@@ -744,7 +755,7 @@ print_summary() {
     
     echo
 
-    log_info "Usage: $0 [claude|gemini|copilot|cursor-agent|qwen|opencode|codex|windsurf|kilocode|auggie|codebuddy|shai|q|bob|qoder]"
+    log_info "Usage: $0 [claude|gemini|copilot|cursor-agent|qwen|opencode|codex|windsurf|kilocode|auggie|roo|codebuddy|amp|shai|q|agy|bob|qodercli]"
 }
 
 #==============================================================================

.specify/templates/constitution-template.md

@@ -0,0 +1,50 @@
+# [PROJECT_NAME] Constitution
+<!-- Example: Spec Constitution, TaskFlow Constitution, etc. -->
+
+## Core Principles
+
+### [PRINCIPLE_1_NAME]
+<!-- Example: I. Library-First -->
+[PRINCIPLE_1_DESCRIPTION]
+<!-- Example: Every feature starts as a standalone library; Libraries must be self-contained, independently testable, documented; Clear purpose required - no organizational-only libraries -->
+
+### [PRINCIPLE_2_NAME]
+<!-- Example: II. CLI Interface -->
+[PRINCIPLE_2_DESCRIPTION]
+<!-- Example: Every library exposes functionality via CLI; Text in/out protocol: stdin/args → stdout, errors → stderr; Support JSON + human-readable formats -->
+
+### [PRINCIPLE_3_NAME]
+<!-- Example: III. Test-First (NON-NEGOTIABLE) -->
+[PRINCIPLE_3_DESCRIPTION]
+<!-- Example: TDD mandatory: Tests written → User approved → Tests fail → Then implement; Red-Green-Refactor cycle strictly enforced -->
+
+### [PRINCIPLE_4_NAME]
+<!-- Example: IV. Integration Testing -->
+[PRINCIPLE_4_DESCRIPTION]
+<!-- Example: Focus areas requiring integration tests: New library contract tests, Contract changes, Inter-service communication, Shared schemas -->
+
+### [PRINCIPLE_5_NAME]
+<!-- Example: V. Observability, VI. Versioning & Breaking Changes, VII. Simplicity -->
+[PRINCIPLE_5_DESCRIPTION]
+<!-- Example: Text I/O ensures debuggability; Structured logging required; Or: MAJOR.MINOR.BUILD format; Or: Start simple, YAGNI principles -->
+
+## [SECTION_2_NAME]
+<!-- Example: Additional Constraints, Security Requirements, Performance Standards, etc. -->
+
+[SECTION_2_CONTENT]
+<!-- Example: Technology stack requirements, compliance standards, deployment policies, etc. -->
+
+## [SECTION_3_NAME]
+<!-- Example: Development Workflow, Review Process, Quality Gates, etc. -->
+
+[SECTION_3_CONTENT]
+<!-- Example: Code review requirements, testing gates, deployment approval process, etc. -->
+
+## Governance
+<!-- Example: Constitution supersedes all other practices; Amendments require documentation, approval, migration plan -->
+
+[GOVERNANCE_RULES]
+<!-- Example: All PRs/reviews must verify compliance; Complexity must be justified; Use [GUIDANCE_FILE] for runtime development guidance -->
+
+**Version**: [CONSTITUTION_VERSION] | **Ratified**: [RATIFICATION_DATE] | **Last Amended**: [LAST_AMENDED_DATE]
+<!-- Example: Version: 2.1.1 | Ratified: 2025-06-13 | Last Amended: 2025-07-16 -->

.specify/templates/plan-template.md

@@ -3,7 +3,7 @@
 **Branch**: `[###-feature-name]` | **Date**: [DATE] | **Spec**: [link]
 **Input**: Feature specification from `/specs/[###-feature-name]/spec.md`
 
-**Note**: This template is filled in by the `/speckit.plan` command. See `.specify/templates/commands/plan.md` for the execution workflow.
+**Note**: This template is filled in by the `/speckit.plan` command. See `.specify/templates/plan-template.md` for the execution workflow.
 
 ## Summary
 
@@ -22,7 +22,7 @@
 **Storage**: [if applicable, e.g., PostgreSQL, CoreData, files or N/A]  
 **Testing**: [e.g., pytest, XCTest, cargo test or NEEDS CLARIFICATION]  
 **Target Platform**: [e.g., Linux server, iOS 15+, WASM or NEEDS CLARIFICATION]
-**Project Type**: [single/web/mobile - determines source structure]  
+**Project Type**: [e.g., library/cli/web-service/mobile-app/compiler/desktop-app or NEEDS CLARIFICATION]  
 **Performance Goals**: [domain-specific, e.g., 1000 req/s, 10k lines/sec, 60 fps or NEEDS CLARIFICATION]  
 **Constraints**: [domain-specific, e.g., <200ms p95, <100MB memory, offline-capable or NEEDS CLARIFICATION]  
 **Scale/Scope**: [domain-specific, e.g., 10k users, 1M LOC, 50 screens or NEEDS CLARIFICATION]
@@ -31,7 +31,7 @@
 
 *GATE: Must pass before Phase 0 research. Re-check after Phase 1 design.*
 
-[Gates determined based on constitution file]
+[Evaluate against constitution.md and semantics.md. Explicitly confirm semantic protocol compliance, complexity-driven contract coverage, UX-state compatibility, async boundaries, API-wrapper rules, RBAC/security constraints, and any required belief-state/logging constraints for Complexity 4/5 Python modules.]
 
 ## Project Structure
 
@@ -94,6 +94,22 @@ ios/ or android/
 **Structure Decision**: [Document the selected structure and reference the real
 directories captured above]
 
+## Semantic Contract Guidance
+
+> Use this section to drive Phase 1 artifacts, especially `contracts/modules.md`.
+
+- Classify each planned module/component with `@COMPLEXITY: 1..5` or `@C:`.
+- Use `@TIER` only if backward compatibility is needed; never use it as the primary contract rule.
+- Match contract density to complexity:
+  - Complexity 1: anchors only, `@PURPOSE` optional
+  - Complexity 2: `@PURPOSE`
+  - Complexity 3: `@PURPOSE`, `@RELATION`; UI also `@UX_STATE`
+  - Complexity 4: `@PURPOSE`, `@RELATION`, `@PRE`, `@POST`, `@SIDE_EFFECT`; Python also meaningful `logger.reason()` / `logger.reflect()` path
+  - Complexity 5: level 4 + `@DATA_CONTRACT`, `@INVARIANT`; Python also `belief_scope`; UI also `@UX_FEEDBACK`, `@UX_RECOVERY`, `@UX_REACTIVITY`
+- Write relations only in canonical form: `@RELATION: [PREDICATE] ->[TARGET_ID]`
+- If any relation target, DTO, or contract dependency is unknown, emit `[NEED_CONTEXT: target]` instead of inventing placeholders.
+- Preserve medium-appropriate anchor/comment syntax for Python, Svelte markup, and Svelte script contexts.
+
 ## Complexity Tracking
 
 > **Fill ONLY if Constitution Check has violations that must be justified**

.specify/templates/tasks-template.md

@@ -8,7 +8,7 @@ description: "Task list template for feature implementation"
 **Input**: Design documents from `/specs/[###-feature-name]/`
 **Prerequisites**: plan.md (required), spec.md (required for user stories), research.md, data-model.md, contracts/
 
-**Tests**: The examples below include test tasks. Tests are OPTIONAL - only include them if explicitly requested in the feature specification.
+**Tests**: Include test tasks whenever required by the feature specification, the semantic contracts, or any Complexity 5 / audit-critical boundary. Test work must trace to contract requirements, not only to implementation details.
 
 **Organization**: Tasks are grouped by user story to enable independent implementation and testing of each story.
 
@@ -249,3 +249,7 @@ With multiple developers:
 - Commit after each task or logical group
 - Stop at any checkpoint to validate story independently
 - Avoid: vague tasks, same file conflicts, cross-story dependencies that break independence
+- Derive implementation tasks from semantic contracts in `contracts/modules.md`, especially `@PRE`, `@POST`, `@SIDE_EFFECT`, `@DATA_CONTRACT`, and UI `@UX_*` tags
+- For Complexity 4/5 Python modules, include tasks for belief-state logging paths with `logger.reason()`, `logger.reflect()`, and `belief_scope` where required
+- For Complexity 5 or explicitly test-governed contracts, include tasks that cover `@TEST_CONTRACT`, `@TEST_SCENARIO`, `@TEST_FIXTURE`, `@TEST_EDGE`, and `@TEST_INVARIANT`
+- Never create tasks from legacy `@TIER` alone; complexity is the primary execution signal

.specify/templates/test-docs-template.md

@@ -0,0 +1,157 @@
+---
+
+description: "Test documentation template for feature implementation"
+
+---
+
+# Test Documentation: [FEATURE NAME]
+
+**Feature**: [Link to spec.md]
+**Created**: [DATE]
+**Updated**: [DATE]
+**Tester**: [Agent/User Name]
+
+---
+
+## Overview
+
+[Brief description of what this feature does and why testing is important]
+
+**Test Strategy**:
+- [ ] Unit Tests (co-located in `__tests__/` directories)
+- [ ] Integration Tests (if needed)
+- [ ] E2E Tests (if critical user flows)
+- [ ] Contract Tests (for API endpoints and semantic contract boundaries)
+- [ ] Semantic Contract Verification (`@PRE`, `@POST`, `@SIDE_EFFECT`, `@DATA_CONTRACT`, `@TEST_*`)
+- [ ] UX Contract Verification (`@UX_STATE`, `@UX_FEEDBACK`, `@UX_RECOVERY`, `@UX_REACTIVITY`)
+
+---
+
+## Test Coverage Matrix
+
+| Module | File | Unit Tests | Coverage % | Status |
+|--------|------|------------|------------|--------|
+| [Module Name] | `path/to/file.py` | [x] | [XX%] | [Pass/Fail] |
+| [Module Name] | `path/to/file.svelte` | [x] | [XX%] | [Pass/Fail] |
+
+---
+
+## Test Cases
+
+### [Module Name]
+
+**Target File**: `path/to/module.py`
+
+| ID | Test Case | Type | Expected Result | Status |
+|----|-----------|------|------------------|--------|
+| TC001 | [Description] | [Unit/Integration] | [Expected] | [Pass/Fail] |
+| TC002 | [Description] | [Unit/Integration] | [Expected] | [Pass/Fail] |
+
+---
+
+## Test Execution Reports
+
+### Report [YYYY-MM-DD]
+
+**Executed by**: [Tester]
+**Duration**: [X] minutes
+**Result**: [Pass/Fail]
+
+**Summary**:
+- Total Tests: [X]
+- Passed: [X]
+- Failed: [X]
+- Skipped: [X]
+
+**Failed Tests**:
+| Test | Error | Resolution |
+|------|-------|-------------|
+| [Test Name] | [Error Message] | [How Fixed] |
+
+---
+
+## Anti-Patterns & Rules
+
+### ✅ DO
+
+1. Write tests BEFORE implementation when the workflow permits it
+2. Use co-location: `src/module/__tests__/test_module.py`
+3. Use MagicMock for external dependencies (DB, Auth, APIs)
+4. Trace tests to semantic contracts and DTO boundaries, not just filenames
+5. Test edge cases and error conditions
+6. **Test UX contracts** for Svelte components (`@UX_STATE`, `@UX_FEEDBACK`, `@UX_RECOVERY`, `@UX_REACTIVITY`)
+7. For Complexity 5 boundaries, verify `@DATA_CONTRACT`, invariants, and declared `@TEST_*` metadata
+8. For Complexity 4/5 Python flows, verify behavior around guards, side effects, and belief-state-driven logging paths where applicable
+
+### ❌ DON'T
+
+1. Delete existing tests (only update if they fail)
+2. Duplicate tests - check for existing tests first
+3. Test implementation details, not behavior
+4. Use real external services in unit tests
+5. Skip error handling tests
+6. **Skip UX contract tests** for critical frontend components
+7. Treat legacy `@TIER` as sufficient proof of test scope without checking actual complexity and contract metadata
+
+---
+
+## UX Contract Testing (Frontend)
+
+### UX States Coverage
+
+| Component | @UX_STATE | @UX_FEEDBACK | @UX_RECOVERY | Tests |
+|-----------|-----------|--------------|--------------|-------|
+| [Component] | [states] | [feedback] | [recovery] | [status] |
+
+### UX Test Cases
+
+| ID | Component | UX Tag | Test Action | Expected Result | Status |
+|----|-----------|--------|-------------|-----------------|--------|
+| UX001 | [Component] | @UX_STATE: Idle | [action] | [expected] | [Pass/Fail] |
+| UX002 | [Component] | @UX_FEEDBACK | [action] | [expected] | [Pass/Fail] |
+| UX003 | [Component] | @UX_RECOVERY | [action] | [expected] | [Pass/Fail] |
+
+### UX Test Examples
+
+```javascript
+// Testing @UX_STATE transition
+it('should transition from Idle to Loading on submit', async () => {
+  render(FormComponent);
+  await fireEvent.click(screen.getByText('Submit'));
+  expect(screen.getByTestId('form')).toHaveClass('loading');
+});
+
+// Testing @UX_FEEDBACK
+it('should show error toast on validation failure', async () => {
+  render(FormComponent);
+  await fireEvent.click(screen.getByText('Submit'));
+  expect(screen.getByRole('alert')).toHaveTextContent('Validation error');
+});
+
+// Testing @UX_RECOVERY
+it('should allow retry after error', async () => {
+  render(FormComponent);
+  // Trigger error state
+  await fireEvent.click(screen.getByText('Submit'));
+  // Click retry
+  await fireEvent.click(screen.getByText('Retry'));
+  expect(screen.getByTestId('form')).not.toHaveClass('error');
+});
+```
+
+---
+
+## Notes
+
+- [Additional notes about testing approach]
+- [Known issues or limitations]
+- [Recommendations for future testing]
+
+---
+
+## Related Documents
+
+- [spec.md](./spec.md)
+- [plan.md](./plan.md)
+- [tasks.md](./tasks.md)
+- [contracts/](./contracts/)

.specify/templates/ux-reference-template.md

@@ -0,0 +1,75 @@
+# UX Reference: [FEATURE NAME]
+
+**Feature Branch**: `[###-feature-name]`
+**Created**: [DATE]
+**Status**: Draft
+
+## 1. User Persona & Context
+
+*   **Who is the user?**: [e.g. Junior Developer, System Administrator, End User]
+*   **What is their goal?**: [e.g. Quickly deploy a hotfix, Visualize complex data]
+*   **Context**: [e.g. Running a command in a terminal on a remote server, Browsing the dashboard on a mobile device]
+
+## 2. The "Happy Path" Narrative
+
+[Write a short story (3-5 sentences) describing the perfect interaction from the user's perspective. Focus on how it *feels* - is it instant? Does it guide them?]
+
+## 3. Interface Mockups
+
+### CLI Interaction (if applicable)
+
+```bash
+# User runs this command:
+$ command --flag value
+
+# System responds immediately with:
+[ spinner ] specific loading message...
+
+# Success output:
+✅ Operation completed successfully in 1.2s
+   - Created file: /path/to/file
+   - Updated config: /path/to/config
+```
+
+### UI Layout & Flow (if applicable)
+
+**Screen/Component**: [Name]
+
+*   **Layout**: [Description of structure, e.g., "Two-column layout, left sidebar navigation..."]
+*   **Key Elements**:
+    *   **[Button Name]**: Primary action. Color: Blue.
+    *   **[Input Field]**: Placeholder text: "Enter your name...". Validation: Real-time.
+*   **Contract Mapping**:
+    *   **`@UX_STATE`**: Enumerate the explicit UI states that must appear later in `contracts/modules.md`
+    *   **`@UX_FEEDBACK`**: Define visible system reactions for success, validation, and failure
+    *   **`@UX_RECOVERY`**: Define what the user can do after failure or degraded state
+    *   **`@UX_REACTIVITY`**: Note expected Svelte rune bindings with `$state`, `$derived`, `$effect`, `$props`
+*   **States**:
+    *   **Idle/Default**: Clean state, waiting for input.
+    *   **Loading**: Skeleton loader replaces content area.
+    *   **Success**: Toast notification appears top-right and state is recoverable without reload.
+    *   **Error/Degraded**: Visible failure state with explicit recovery path.
+
+## 4. The "Error" Experience
+
+**Philosophy**: Don't just report the error; guide the user to the fix.
+
+**Semantic Requirement**: Every documented failure path here should map to `@UX_RECOVERY` and, where relevant, `@UX_FEEDBACK` in the generated component contracts.
+
+### Scenario A: [Common Error, e.g. Invalid Input]
+
+*   **User Action**: Enters "123" in a text-only field.
+*   **System Response**:
+    *   (UI) Input border turns Red. Message below input: "Please enter text only."
+    *   (CLI) `❌ Error: Invalid input '123'. Expected text format.`
+*   **Recovery**: User can immediately re-type without refreshing/re-running.
+
+### Scenario B: [System Failure, e.g. Network Timeout]
+
+*   **System Response**: "Unable to connect. Retrying in 3s... (Press C to cancel)"
+*   **Recovery**: Automatic retry or explicit "Retry Now" button.
+
+## 5. Tone & Voice
+
+*   **Style**: [e.g. Concise, Technical, Friendly, Verbose]
+*   **Terminology**: [e.g. Use "Repository" not "Repo", "Directory" not "Folder"]

027-task.md

@@ -0,0 +1,77 @@
+# 📋 ТЕХНИЧЕСКОЕ ЗАДАНИЕ: ИНТЕГРАЦИЯ MIXED-INITIATIVE LLM-АГЕНТА
+**Ветка:** `027-dataset-llm-orchestration`
+**Контекст:** Архитектура автоматического ревью датасетов (US1) и подготовки к запуску (US3) реализована отлично. Требуется переработать процесс "Clarification" (US2) из жесткого модального опросника в полноценный контекстно-зависимый диалог с LLM-агентом (Смешанная инициатива / Mixed-Initiative), а также закрыть архитектурные риски (PII, Concurrency).
+
+Тебе необходимо выполнить задачу в два этапа.
+
+---
+
+## ЭТАП 1: Обновление спецификаций (Директория `specs/027-dataset-llm-orchestration/`)
+
+Твоя первая задача — актуализировать проектную документацию, чтобы она отражала новую парадигму взаимодействия пользователя и агента, а также закрывала дыры в безопасности.
+
+**1. Обновить `ux_reference.md`:**
+*   **Отказ от модалок:** Заменить концепцию `ClarificationDialog` на интеграцию диалога в выдвижную правую панель `AssistantChatPanel`.
+*   **Mixed-Initiative:** Описать, что диалог может быть инициирован как системой (очередь `Clarification Queue`), так и пользователем (свободные вопросы агенту по контексту датасета, например: *"Почему этот фильтр помечен как partial?"*).
+*   **Inline-взаимодействие (Context Actions):** Дописать появление микро-кнопок `[✨ Спросить ИИ]` / `[✨ Улучшить]` рядом с неразрешенными фильтрами (`unresolved`), предупреждениями валидации и полем Бизнес-summary в основном Workspace.
+*   **Визуальный фокус:** Зафиксировать правило: когда агент задает вопрос по конкретному фильтру/полю в чате, карточка этого элемента в центральной колонке UI подсвечивается (highlight/glow).
+*   **Confirmation Cards:** Описать интерактивные виджеты внутри ленты чата для опасных операций (например, подтверждение запуска датасета в SQL Lab), опирающиеся на `AssistantConfirmationRecord`.
+
+**2. Обновить `spec.md` (Functional Requirements):**
+*   Добавить **FR-045**: Система должна позволять пользователю задавать свободные вопросы по контексту загруженного датасета (профиль, фильтры, маппинги, SQL).
+*   Добавить **FR-046**: Агент должен уметь принимать команды на естественном языке для изменения состояния сессии (например: *"Одобри все маппинги"*, *"Сгенерируй превью SQL"*).
+*   Изменить **FR-013**: Уточняющие вопросы должны задаваться не в изолированном окне, а в контексте глобального чата ассистента.
+
+**3. Обновить `contracts/api.yaml` и `data-model.md`:**
+*   **Связь чата и сессии:** В `AssistantMessageRequest` добавить опциональное поле `dataset_review_session_id: string`.
+*   **Оптимистичные блокировки:** В сущность `DatasetReviewSession` (и DTO `SessionDetail`) добавить поле `version: integer` для предотвращения состояния гонки (Race Condition) при совместном редактировании сессии коллабораторами (пользователь + агент).
+*   **PII Masking:** В `data-model.md` для `ImportedFilter` явно указать требование маскирования чувствительных данных (`raw_value`) перед отправкой контекста в LLM.
+
+**4. Обновить `contracts/modules.md`:**
+*   В `DatasetReviewOrchestrator` добавить связь `@RELATION: [EXPOSES_STATE_TO] -> [AssistantApi]`.
+*   В описание `ClarificationEngine` добавить, что он маршрутизирует свои запросы через `AssistantChatPanel`.
+
+---
+
+## ЭТАП 2: Реализация доработок в кодовой базе (Frontend & Backend)
+
+На основе обновленных спеков реализуй архитектурные и UI/UX изменения в коде.
+
+### 🛠️ 2.1 Backend: Архитектура, Безопасность и Инструменты Агента
+1.  **PII Data Masking:** 
+    *   Где: `backend/src/core/utils/superset_context_extractor.py` или слой подготовки промпта.
+    *   Что: Реализовать фильтрацию/маскирование значений фильтров (например, email, SSN), извлеченных из Superset, *до* того, как они попадут в контекст LLM. Агенту нужны только ключи и структура для маппинга, а не сырые PII-данные.
+2.  **Optimistic Locking (Борьба с Race Conditions):**
+    *   Где: `backend/src/services/dataset_review/repositories/session_repository.py`.
+    *   Что: Реализовать проверку поля `version` при сохранении `DatasetReviewSession`. В случае конфликта (кто-то другой, включая агента, уже изменил сессию) выбрасывать `StaleDataError` -> HTTP 409 Conflict.
+3.  **Интеграция контекста датасета в Ассистента:**
+    *   Где: `backend/src/api/routes/assistant.py` (`_plan_intent_with_llm`, `_build_tool_catalog`).
+    *   Что: Если в запросе передан `dataset_review_session_id`, подгружать `DatasetProfile`, `ImportedFilters` и `ValidationFindings` в системный промпт (System Prompt) ассистента, чтобы он мог отвечать на вопросы по датасету.
+4.  **Новые Tools (Интенты) для Агента:**
+    *   Где: `backend/src/api/routes/assistant.py` -> `_dispatch_intent`.
+    *   Что: Научить агента вызывать методы `DatasetReviewOrchestrator`. Добавить инструменты: `APPROVE_MAPPINGS` (одобрить ворнинги), `SET_FIELD_SEMANTICS` (переписать описание колонки), `GENERATE_SQL_PREVIEW` (триггер компиляции).
+5.  **Garbage Collection сессий:**
+    *   Где: `backend/src/core/task_manager/cleanup.py` (или аналог).
+    *   Что: Написать scheduled-таску для жесткого удаления (hard delete) брошенных/архивированных сессий обзора (например, старше 30 дней), чтобы БД не переполнялась снепшотами SQL и графами контекста.
+
+### 🎨 2.2 Frontend: Реактивный Workspace и Чат
+1.  **Интеграция AssistantChatPanel (Slide-out Drawer):**
+    *   Где: `frontend/src/routes/datasets/review/[id]/+page.svelte` (`DatasetReviewWorkspace`).
+    *   Что: Внедрить вызов боковой панели ассистента `AssistantChatPanel`. Убедиться, что при её открытии контент Workspace сдвигается или корректно перекрывается, не теряя контекста SQL-превью и фильтров. Удалить старый `ClarificationDialog` (модалку).
+2.  **Контекстные кнопки (Inline Triggers ✨):**
+    *   Что: В компоненты `ValidationFindingsPanel.svelte`, `ExecutionMappingReview.svelte` и карточки фильтров добавить микро-кнопки `[✨ Спросить ИИ]`.
+    *   Действие: По клику открывать `assistantChat` store и отправлять предзаполненный скрытый контекстный промпт (например, *"Объясни проблему с фильтром X и предложи решение"*).
+3.  **Визуальная синхронизация (State Reactivity):**
+    *   Что: Когда агент через чат задает вопрос по `field_id` или `filter_id` (Clarification Queue), соответствующий элемент в Workspace должен получать CSS-класс подсветки (glow/highlight).
+    *   Как: Связать `ClarificationStateResult` из стора сессии с рендером строк в `SemanticLayerReview.svelte` и списках фильтров.
+4.  **Confirmation Cards в ленте чата:**
+    *   Где: `frontend/src/lib/components/assistant/AssistantChatPanel.svelte`.
+    *   Что: Для команд, требующих `AssistantConfirmationRecord` (например, запуск в SQL Lab), рендерить внутри чата специальный виджет: *"Вы уверены, что хотите запустить этот контекст? [Отменить][Запустить]"*.
+5.  **Debounce для SQL Preview:**
+    *   Где: `frontend/src/lib/components/dataset-review/CompiledSQLPreview.svelte`.
+    *   Что: Предотвратить спам запросами к Superset API. Если пользователь или агент быстро меняют маппинги, статус превью становится `stale`. Запрос на перегенерацию должен отправляться либо по явной кнопке, либо с debounce-задержкой 2-3 секунды после окончания потока изменений.
+
+### ⚙️ Правила выполнения для Агента:
+1. **Не ломать инварианты:** Сохранить принцип **WYSIWWR (What You See Is What Will Run)**. LLM *никогда* не должна генерировать финальный SQL-код сама. LLM собирает параметры, а SQL компилирует только Superset (`SupersetCompilationAdapter`).
+2. **Семантическое логирование:** Любые изменения состояния сессий на бэкенде оборачивать в `belief_scope` (`logger.reason()`, `logger.reflect()`), как указано в системных контрактах.
+3. По завершении этапа 1, дождись утверждения (или переходи к Этапу 2 автономно, если находишься в режиме Auto-Execute), строго следуя обновленным контрактам `api.yaml`.

README.md

@@ -1,119 +1,386 @@
-# Инструменты автоматизации Superset
-
-## Обзор
-Этот репозиторий содержит Python-скрипты и библиотеку (`superset_tool`) для автоматизации задач в Apache Superset, таких как:
-- **Резервное копирование**: Экспорт всех дашбордов из экземпляра Superset в локальное хранилище.
-- **Миграция**: Перенос и преобразование дашбордов между разными средами Superset (например, Development, Sandbox, Production).
-
-## Структура проекта
-- `backup_script.py`: Основной скрипт для выполнения запланированного резервного копирования дашбордов Superset.
-- `migration_script.py`: Основной скрипт для переноса конкретных дашбордов между окружениями, включая переопределение соединений с базами данных.
-- `search_script.py`: Скрипт для поиска данных во всех доступных датасетах на сервере
-- `run_mapper.py`: CLI-скрипт для маппинга метаданных датасетов.
-- `superset_tool/`:
-    - `client.py`: Python-клиент для взаимодействия с API Superset.
-    - `exceptions.py`: Пользовательские классы исключений для структурированной обработки ошибок.
-    - `models.py`: Pydantic-модели для валидации конфигурационных данных.
-    - `utils/`:
-        - `fileio.py`: Утилиты для работы с файловой системой (работа с архивами, парсинг YAML).
-        - `logger.py`: Конфигурация логгера для единообразного логирования в проекте.
-        - `network.py`: HTTP-клиент для сетевых запросов с обработкой аутентификации и повторных попыток.
-        - `init_clients.py`: Утилита для инициализации клиентов Superset для разных окружений.
-        - `dataset_mapper.py`: Логика маппинга метаданных датасетов.
-
-## Настройка
-
-### Требования
-- Python 3.9+
-- `pip` для управления пакетами.
-- `keyring` для безопасного хранения паролей.
-
-### Установка
-1. **Клонируйте репозиторий:**
-    ```bash
-    git clone https://prod.gitlab.dwh.rusal.com/dwh_bi/superset-tools.git
-    cd superset-tools
-    ```
-2. **Установите зависимости:**
-    ```bash
-    pip install -r requirements.txt
-    ```
-    (Возможно, потребуется создать `requirements.txt` с `pydantic`, `requests`, `keyring`, `PyYAML`, `urllib3`)
-3. **Настройте пароли:**
-    Используйте `keyring` для хранения паролей API-пользователей Superset.
-    ```python
-    import keyring
-    keyring.set_password("system", "dev migrate", "пароль пользователя migrate_user")
-    keyring.set_password("system", "prod migrate", "пароль пользователя migrate_user")
-    keyring.set_password("system", "sandbox migrate", "пароль пользователя migrate_user")
-    ```
-
-## Использование
-
-### Запуск проекта (Web UI)
-Для запуска backend и frontend серверов одной командой:
-```bash
-./run.sh
-```
-Опции:
-- `--skip-install`: Пропустить проверку и установку зависимостей.
-- `--help`: Показать справку.
-
-Переменные окружения:
-- `BACKEND_PORT`: Порт для backend (по умолчанию 8000).
-- `FRONTEND_PORT`: Порт для frontend (по умолчанию 5173).
-
-### Скрипт резервного копирования (`backup_script.py`)
-Для создания резервных копий дашбордов из настроенных окружений Superset:
-```bash
-python backup_script.py
-```
-Резервные копии сохраняются в `P:\Superset\010 Бекапы\` по умолчанию. Логи хранятся в `P:\Superset\010 Бекапы\Logs`.
-
-### Скрипт миграции (`migration_script.py`)
-Для переноса конкретного дашборда:
-```bash
-python migration_script.py
-```
-
-### Скрипт поиска (`search_script.py`)
-Для поиска по текстовым паттернам в метаданных датасетов Superset:
-```bash
-python search_script.py
-```
-Скрипт использует регулярные выражения для поиска в полях датасетов, таких как SQL-запросы. Результаты поиска выводятся в лог и в консоль.
-
-### Скрипт маппинга метаданных (`run_mapper.py`)
-Для обновления метаданных датасета (например, verbose names) в Superset:
-```bash
-python run_mapper.py --source <source_type> --dataset-id <dataset_id> [--table-name <table_name>] [--table-schema <table_schema>] [--excel-path <path_to_excel>] [--env <environment>]
-```
-Если вы используете XLSX - файл должен содержать два столбца - column_name | verbose_name
-
-
-Параметры:
-- `--source`: Источник данных ('postgres', 'excel' или 'both').
-- `--dataset-id`: ID датасета для обновления.
-- `--table-name`: Имя таблицы для PostgreSQL.
-- `--table-schema`: Схема таблицы для PostgreSQL.
-- `--excel-path`: Путь к Excel-файлу.
-- `--env`: Окружение Superset ('dev', 'prod' и т.д.).
-
-Пример использования:
-```bash
-python run_mapper.py --source postgres --dataset-id 123 --table-name account_debt --table-schema dm_view --env dev
-
-python run_mapper.py --source=excel --dataset-id=286 --excel-path=H:\dev\ss-tools\286_map.xlsx --env=dev
-```
-
-## Логирование
-Логи пишутся в файл в директории `Logs` (например, `P:\Superset\010 Бекапы\Logs` для резервных копий) и выводятся в консоль. Уровень логирования по умолчанию — `INFO`.
-
-## Разработка и вклад
-- Следуйте **Semantic Code Generation Protocol** (см. `semantic_protocol.md`):
-    - Все определения обернуты в `[DEF]...[/DEF]`.
-    - Контракты (`@PRE`, `@POST`) определяются ДО реализации.
-    - Строгая типизация и иммутабельность архитектурных решений.
-- Соблюдайте Конституцию проекта (`.specify/memory/constitution.md`).
-- Используйте `Pydantic`-модели для валидации данных.
-- Реализуйте всестороннюю обработку ошибок с помощью пользовательских исключений.
+# ss-tools
+
+**Инструменты автоматизации для Apache Superset: миграция, версионирование, аналитика и управление данными**
+
+## 📋 О проекте
+
+ss-tools — это комплексная платформа для автоматизации работы с Apache Superset, предоставляющая инструменты для миграции дашбордов, управления версиями через Git, LLM-анализа данных и многопользовательского контроля доступа. Система построена на модульной архитектуре с плагинной системой расширений.
+
+### 🎯 Ключевые возможности
+
+#### 🔄 Миграция данных
+- **Миграция дашбордов и датасетов** между окружениями (dev/staging/prod)
+- **Dry-run режим** с детальным анализом рисков и предпросмотром изменений
+- **Автоматическое маппинг** баз данных и ресурсов между окружениями
+- **Поддержка legacy-данных** с миграцией из SQLite в PostgreSQL
+
+#### 🌿 Git-интеграция
+- **Версионирование** дашбордов через Git-репозитории
+- **Управление ветками** и коммитами с помощью LLM
+- **Деплой** дашбордов из Git в целевые окружения
+- **История изменений** с детальным diff
+
+#### 🤖 LLM-аналитика
+- **Автоматическая валидация** дашбордов с помощью ИИ
+- **Генерация документации** для датасетов
+- **Assistant API** для natural language команд
+- **Интеллектуальное коммитинг** с подсказками сообщений
+
+#### 📊 Управление и мониторинг
+- **Многопользовательская авторизация** (RBAC)
+- **Фоновые задачи** с реальным логированием через WebSocket
+- **Унифицированные отчеты** по выполненным задачам
+- **Хранение артефактов** с политиками retention
+- **Аудит логирование** всех действий
+
+#### 🔌 Плагины
+- **MigrationPlugin** — миграция дашбордов
+- **BackupPlugin** — резервное копирование
+- **GitPlugin** — управление версиями
+- **LLMAnalysisPlugin** — аналитика и документация
+- **MapperPlugin** — маппинг колонок
+- **DebugPlugin** — диагностика системы
+- **SearchPlugin** — поиск по датасетам
+
+## 🏗️ Архитектура
+
+### Технологический стек
+
+**Backend:**
+- Python 3.9+ (FastAPI, SQLAlchemy, APScheduler)
+- PostgreSQL (основная БД)
+- GitPython для Git-операций
+- OpenAI API для LLM-функций
+- Playwright для скриншотов
+
+**Frontend:**
+- SvelteKit (Svelte 5.x)
+- Vite
+- Tailwind CSS
+- WebSocket для реального логирования
+
+**DevOps:**
+- Docker & Docker Compose
+- PostgreSQL 16
+
+### Модульная структура
+
+```
+ss-tools/
+├── backend/                    # Backend API
+│   ├── src/
+│   │   ├── api/               # API маршруты
+│   │   ├── core/              # Ядро системы
+│   │   │   ├── task_manager/  # Управление задачами
+│   │   │   ├── auth/          # Авторизация
+│   │   │   ├── migration/     # Миграция данных
+│   │   │   └── plugins/       # Плагины
+│   │   ├── models/            # Модели данных
+│   │   ├── services/          # Бизнес-логика
+│   │   └── schemas/           # Pydantic схемы
+│   └── tests/                 # Тесты
+├── frontend/                   # SvelteKit приложение
+│   ├── src/
+│   │   ├── routes/            # Страницы
+│   │   ├── lib/
+│   │   │   ├── components/    # UI компоненты
+│   │   │   ├── stores/        # Svelte stores
+│   │   │   └── api/           # API клиент
+│   │   └── i18n/              # Мультиязычность
+│   └── tests/
+├── docker/                     # Docker конфигурация
+├── docs/                       # Документация
+└── specs/                      # Спецификации
+```
+
+## 🚀 Быстрый старт
+
+### Требования
+
+**Локальная разработка:**
+- Python 3.9+
+- Node.js 18+
+- npm
+- 2 GB RAM (минимум)
+- 5 GB свободного места
+
+**Docker (рекомендуется):**
+- Docker Engine 24+
+- Docker Compose v2
+- 4 GB RAM (для стабильной работы)
+
+### Установка и запуск
+
+#### Вариант 1: Docker (рекомендуется)
+
+```bash
+# Клонирование репозитория
+git clone <repository-url>
+cd ss-tools
+
+# Запуск всех сервисов
+docker compose up --build
+
+# После запуска:
+# Frontend: http://localhost:8000
+# Backend API: http://localhost:8001
+# PostgreSQL: localhost:5432
+```
+
+#### Вариант 2: Локально
+
+```bash
+# Backend
+cd backend
+python3 -m venv .venv
+source .venv/bin/activate
+pip install -r requirements.txt
+python3 -m uvicorn src.app:app --reload --port 8000
+
+# Frontend (в новом терминале)
+cd frontend
+npm install
+npm run dev -- --port 5173
+```
+
+### Первичная настройка
+
+```bash
+# Инициализация БД
+cd backend
+source .venv/bin/activate
+python src/scripts/init_auth_db.py
+
+# При первом запуске будет создан backend/.env с ENCRYPTION_KEY
+
+# Создание администратора
+python src/scripts/create_admin.py --username admin --password '<strong-temporary-secret>'
+```
+
+## 🏢 Enterprise Clean Deployment (internal-only)
+
+Для разворота в корпоративной сети используйте профиль enterprise clean:
+
+- очищенный дистрибутив без test/demo/load-test данных;
+- запрет внешних интернет-источников;
+- загрузка ресурсов только с внутренних серверов компании;
+- обязательная блокирующая проверка clean/compliance перед выпуском.
+
+### Операционный workflow (CLI/API/TUI)
+
+#### 1) Headless flow через CLI (рекомендуется для CI/CD)
+
+```bash
+cd backend
+
+# 1. Регистрация кандидата
+.venv/bin/python3 -m src.scripts.clean_release_cli candidate-register \
+  --candidate-id 2026.03.09-rc1 \
+  --version 1.0.0 \
+  --source-snapshot-ref git:release/2026.03.09-rc1 \
+  --created-by release-operator
+
+# 2. Импорт артефактов
+.venv/bin/python3 -m src.scripts.clean_release_cli artifact-import \
+  --candidate-id 2026.03.09-rc1 \
+  --artifact-id artifact-001 \
+  --path backend/dist/package.tar.gz \
+  --sha256 deadbeef \
+  --size 1024
+
+# 3. Сборка манифеста
+.venv/bin/python3 -m src.scripts.clean_release_cli manifest-build \
+  --candidate-id 2026.03.09-rc1 \
+  --created-by release-operator
+
+# 4. Запуск compliance
+.venv/bin/python3 -m src.scripts.clean_release_cli compliance-run \
+  --candidate-id 2026.03.09-rc1 \
+  --actor release-operator
+```
+
+#### 2) API flow (автоматизация через сервисы)
+
+- V2 candidate/artifact/manifest API:
+  - `POST /api/clean-release/candidates`
+  - `POST /api/clean-release/candidates/{candidate_id}/artifacts`
+  - `POST /api/clean-release/candidates/{candidate_id}/manifests`
+  - `GET /api/clean-release/candidates/{candidate_id}/overview`
+- Legacy compatibility API (оставлены для миграции клиентов):
+  - `POST /api/clean-release/candidates/prepare`
+  - `POST /api/clean-release/checks`
+  - `GET /api/clean-release/checks/{check_run_id}`
+
+#### 3) TUI flow (тонкий клиент поверх facade)
+
+```bash
+cd /home/busya/dev/ss-tools
+./run_clean_tui.sh 2026.03.09-rc1
+```
+
+Горячие клавиши:
+- `F5`: Run Compliance
+- `F6`: Build Manifest
+- `F7`: Reset Draft
+- `F8`: Approve
+- `F9`: Publish
+- `F10`: Refresh Overview
+
+Важно: TUI требует валидный TTY. Без TTY запуск отклоняется с инструкцией использовать CLI/API.
+
+Типовые внутренние источники:
+- `repo.intra.company.local`
+- `artifacts.intra.company.local`
+- `pypi.intra.company.local`
+
+Если найден внешний endpoint, выпуск получает статус `BLOCKED` до исправления.
+
+### Docker release для изолированного контура
+
+Текущий `enterprise clean` профиль уже задаёт policy-level ограничения для внутреннего контура. Следующий логичный шаг для релизного процесса — выпускать не только application artifacts, но и готовый Docker bundle для разворота без доступа в интернет.
+
+Целевой состав offline release-пакета:
+- `backend` image с уже установленными Python-зависимостями;
+- `frontend` image с уже собранным SvelteKit bundle;
+- `postgres` image или внутренний pinned base image;
+- `docker-compose.enterprise-clean.yml` для запуска в air-gapped окружении;
+- `.env.enterprise-clean.example` с обязательными переменными;
+- manifest с версиями, sha256 и перечнем образов;
+- инструкции по `docker load` / `docker compose up` без обращения к внешним registry.
+
+Рекомендуемый workflow для такого релиза:
+
+```bash
+# 1. Собрать образы в подключённом контуре
+./scripts/build_offline_docker_bundle.sh v1.0.0-rc2-docker
+
+# 2. Передать dist/docker/* в изолированный контур
+# 3. Импортировать образы локально
+docker load -i dist/docker/backend.v1.0.0-rc2-docker.tar
+docker load -i dist/docker/frontend.v1.0.0-rc2-docker.tar
+docker load -i dist/docker/postgres.v1.0.0-rc2-docker.tar
+
+# 4. Подготовить env из шаблона
+cp dist/docker/.env.enterprise-clean.example .env.enterprise-clean
+
+# 4a. Для первого запуска задать bootstrap администратора
+# INITIAL_ADMIN_CREATE=true
+# INITIAL_ADMIN_USERNAME=<org-admin-login>
+# INITIAL_ADMIN_PASSWORD=<temporary-strong-secret>
+
+# 5. Запустить только локальные образы
+docker compose --env-file .env.enterprise-clean -f dist/docker/docker-compose.enterprise-clean.yml up -d
+```
+
+Bootstrap администратора выполняется entrypoint-скриптом внутри backend container:
+- если `INITIAL_ADMIN_CREATE=true`, контейнер вызывает [`create_admin.py`](backend/src/scripts/create_admin.py) перед стартом API;
+- если администратор уже существует, учётная запись не меняется;
+- теги в [`.env.enterprise-clean.example`](.env.enterprise-clean.example) должны совпадать с фактически загруженными образами `ss-tools-backend:v1.0.0-rc2-docker` и `ss-tools-frontend:v1.0.0-rc2-docker`;
+- после первого входа пароль должен быть ротирован, а `INITIAL_ADMIN_CREATE` возвращён в `false`.
+
+Ограничения для production-grade offline release:
+- build не должен тянуть зависимости в изолированном контуре;
+- все base images должны быть заранее зеркалированы во внутренний registry или поставляться как tar;
+- runtime-конфигурация не должна ссылаться на внешние API/registry/telemetry endpoints;
+- clean/compliance manifest должен включать docker image digests как часть evidence package.
+
+Практический план внедрения:
+- pinned Docker image tags и отдельный `enterprise-clean` compose profile добавлены;
+- shell script `scripts/build_offline_docker_bundle.sh` добавлен для `build -> save -> checksum`;
+- следующим шагом стоит включить docker image digests в clean-release manifest;
+- следующим шагом стоит добавить smoke-check, что compose-файлы не содержат внешних registry references вне allowlist.
+
+## 📖 Документация
+
+- [Установка и настройка](docs/installation.md)
+- [Архитектура системы](docs/architecture.md)
+- [Разработка плагинов](docs/plugin_dev.md)
+- [API документация](http://localhost:8001/docs)
+- [Настройка окружений](docs/settings.md)
+
+## 🧪 Тестирование
+
+```bash
+# Backend тесты
+cd backend
+source .venv/bin/activate
+pytest
+
+# Frontend тесты
+cd frontend
+npm run test
+
+# Запуск конкретного теста
+pytest tests/test_auth.py::test_create_user
+```
+
+
+
+## 🔐 Авторизация
+
+Система поддерживает два метода аутентификации:
+
+1. **Локальная аутентификация** (username/password)
+2. **ADFS SSO** (Active Directory Federation Services)
+
+### Управление пользователями и ролями
+
+```bash
+# Получение списка пользователей
+GET /api/admin/users
+
+# Создание пользователя
+POST /api/admin/users
+{
+  "username": "newuser",
+  "email": "user@example.com",
+  "password": "password123",
+  "roles": ["analyst"]
+}
+
+# Создание роли
+POST /api/admin/roles
+{
+  "name": "analyst",
+  "permissions": ["dashboards:read", "dashboards:write"]
+}
+```
+
+## 📊 Мониторинг
+
+### Отчеты о задачах
+
+```bash
+# Список всех отчетов
+GET /api/reports?page=1&page_size=20
+
+# Детали отчета
+GET /api/reports/{report_id}
+
+# Фильтры
+GET /api/reports?status=failed&task_type=validation&date_from=2024-01-01
+```
+
+### Активность
+
+- **Dashboard Hub** — управление дашбордами с Git-статусом
+- **Dataset Hub** — управление датасетами с прогрессом маппинга
+- **Task Drawer** — мониторинг выполнения фоновых задач
+- **Unified Reports** — унифицированные отчеты по всем типам задач
+
+## 🔄 Обновление системы
+
+```bash
+# Обновление Docker контейнеров
+docker compose pull
+docker compose up -d
+
+# Обновление зависимостей Python
+cd backend
+source .venv/bin/activate
+pip install -r requirements.txt --upgrade
+
+# Обновление зависимостей Node.js
+cd frontend
+npm install
+```

artifacts.json

@@ -0,0 +1,31 @@
+{
+  "artifacts": [
+    {
+      "id": "artifact-backend-dist",
+      "path": "backend/dist/package.tar.gz",
+      "sha256": "deadbeef",
+      "size": 1024,
+      "category": "core",
+      "source_uri": "https://repo.intra.company.local/releases/backend/dist/package.tar.gz",
+      "source_host": "repo.intra.company.local"
+    },
+    {
+      "id": "artifact-clean-release-route",
+      "path": "backend/src/api/routes/clean_release.py",
+      "sha256": "feedface",
+      "size": 8192,
+      "category": "core",
+      "source_uri": "https://repo.intra.company.local/releases/backend/src/api/routes/clean_release.py",
+      "source_host": "repo.intra.company.local"
+    },
+    {
+      "id": "artifact-installation-docs",
+      "path": "docs/installation.md",
+      "sha256": "c0ffee00",
+      "size": 4096,
+      "category": "docs",
+      "source_uri": "https://repo.intra.company.local/releases/docs/installation.md",
+      "source_host": "repo.intra.company.local"
+    }
+  ]
+}

backend/backend.log

@@ -1,189 +0,0 @@
-INFO:     Will watch for changes in these directories: ['/home/user/ss-tools/backend']
-INFO:     Uvicorn running on http://127.0.0.1:8000 (Press CTRL+C to quit)
-INFO:     Started reloader process [7952] using StatReload
-INFO:     Started server process [7968]
-INFO:     Waiting for application startup.
-INFO:     Application startup complete.
-Error loading plugin module backup: No module named 'yaml'
-Error loading plugin module migration: No module named 'yaml'
-INFO:     127.0.0.1:36934 - "HEAD /docs HTTP/1.1" 200 OK
-INFO:     127.0.0.1:55006 - "GET /settings HTTP/1.1" 307 Temporary Redirect
-INFO:     127.0.0.1:55006 - "GET /settings/ HTTP/1.1" 200 OK
-INFO:     127.0.0.1:55010 - "GET /plugins HTTP/1.1" 307 Temporary Redirect
-INFO:     127.0.0.1:55010 - "GET /plugins/ HTTP/1.1" 200 OK
-INFO:     127.0.0.1:55010 - "GET /settings HTTP/1.1" 307 Temporary Redirect
-INFO:     127.0.0.1:55010 - "GET /settings/ HTTP/1.1" 200 OK
-INFO:     127.0.0.1:55010 - "GET /plugins HTTP/1.1" 307 Temporary Redirect
-INFO:     127.0.0.1:55010 - "GET /plugins/ HTTP/1.1" 200 OK
-INFO:     127.0.0.1:55010 - "GET /settings HTTP/1.1" 307 Temporary Redirect
-INFO:     127.0.0.1:55010 - "GET /settings/ HTTP/1.1" 200 OK
-INFO:     127.0.0.1:35508 - "GET /plugins HTTP/1.1" 307 Temporary Redirect
-INFO:     127.0.0.1:35508 - "GET /plugins/ HTTP/1.1" 200 OK
-INFO:     127.0.0.1:49820 - "GET /plugins HTTP/1.1" 307 Temporary Redirect
-INFO:     127.0.0.1:49820 - "GET /plugins/ HTTP/1.1" 200 OK
-INFO:     127.0.0.1:49822 - "GET /settings HTTP/1.1" 307 Temporary Redirect
-INFO:     127.0.0.1:49822 - "GET /settings/ HTTP/1.1" 200 OK
-INFO:     127.0.0.1:49822 - "GET /plugins HTTP/1.1" 307 Temporary Redirect
-INFO:     127.0.0.1:49822 - "GET /plugins/ HTTP/1.1" 200 OK
-INFO:     127.0.0.1:49908 - "GET /settings HTTP/1.1" 307 Temporary Redirect
-INFO:     127.0.0.1:49908 - "GET /settings/ HTTP/1.1" 200 OK
-INFO:     127.0.0.1:49922 - "OPTIONS /settings/environments HTTP/1.1" 200 OK
-[2025-12-20 19:14:15,576][INFO][superset_tools_app] [ConfigManager.save_config][Coherence:OK] Configuration saved context={'path': '/home/user/ss-tools/config.json'}
-INFO:     127.0.0.1:49922 - "POST /settings/environments HTTP/1.1" 200 OK
-INFO:     127.0.0.1:49922 - "GET /settings HTTP/1.1" 307 Temporary Redirect
-INFO:     127.0.0.1:49922 - "GET /settings/ HTTP/1.1" 200 OK
-INFO:     127.0.0.1:49922 - "OPTIONS /settings/environments/7071dab6-881f-49a2-b850-c004b3fc11c0/test HTTP/1.1" 200 OK
-INFO:     127.0.0.1:36930 - "POST /settings/environments/7071dab6-881f-49a2-b850-c004b3fc11c0/test HTTP/1.1" 500 Internal Server Error
-ERROR:    Exception in ASGI application
-Traceback (most recent call last):
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/uvicorn/protocols/http/h11_impl.py", line 403, in run_asgi
-    result = await app(  # type: ignore[func-returns-value]
-             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/uvicorn/middleware/proxy_headers.py", line 60, in __call__
-    return await self.app(scope, receive, send)
-           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/fastapi/applications.py", line 1135, in __call__
-    await super().__call__(scope, receive, send)
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/starlette/applications.py", line 107, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/starlette/middleware/errors.py", line 186, in __call__
-    raise exc
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/starlette/middleware/errors.py", line 164, in __call__
-    await self.app(scope, receive, _send)
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/starlette/middleware/cors.py", line 93, in __call__
-    await self.simple_response(scope, receive, send, request_headers=headers)
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/starlette/middleware/cors.py", line 144, in simple_response
-    await self.app(scope, receive, send)
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/starlette/middleware/exceptions.py", line 63, in __call__
-    await wrap_app_handling_exceptions(self.app, conn)(scope, receive, send)
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/fastapi/middleware/asyncexitstack.py", line 18, in __call__
-    await self.app(scope, receive, send)
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/starlette/routing.py", line 716, in __call__
-    await self.middleware_stack(scope, receive, send)
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/starlette/routing.py", line 736, in app
-    await route.handle(scope, receive, send)
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/starlette/routing.py", line 290, in handle
-    await self.app(scope, receive, send)
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/fastapi/routing.py", line 118, in app
-    await wrap_app_handling_exceptions(app, request)(scope, receive, send)
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/starlette/_exception_handler.py", line 53, in wrapped_app
-    raise exc
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/starlette/_exception_handler.py", line 42, in wrapped_app
-    await app(scope, receive, sender)
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/fastapi/routing.py", line 104, in app
-    response = await f(request)
-               ^^^^^^^^^^^^^^^^
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/fastapi/routing.py", line 428, in app
-    raw_response = await run_endpoint_function(
-                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/fastapi/routing.py", line 314, in run_endpoint_function
-    return await dependant.call(**values)
-           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-  File "/home/user/ss-tools/backend/src/api/routes/settings.py", line 103, in test_connection
-    import httpx
-ModuleNotFoundError: No module named 'httpx'
-INFO:     127.0.0.1:45776 - "POST /settings/environments/7071dab6-881f-49a2-b850-c004b3fc11c0/test HTTP/1.1" 200 OK
-INFO:     127.0.0.1:45784 - "GET /plugins HTTP/1.1" 307 Temporary Redirect
-INFO:     127.0.0.1:45784 - "GET /plugins/ HTTP/1.1" 200 OK
-INFO:     127.0.0.1:41628 - "GET /settings HTTP/1.1" 307 Temporary Redirect
-INFO:     127.0.0.1:41628 - "GET /settings/ HTTP/1.1" 200 OK
-INFO:     127.0.0.1:41628 - "GET /plugins HTTP/1.1" 307 Temporary Redirect
-INFO:     127.0.0.1:41628 - "GET /plugins/ HTTP/1.1" 200 OK
-INFO:     127.0.0.1:60184 - "GET /settings HTTP/1.1" 307 Temporary Redirect
-INFO:     127.0.0.1:60184 - "GET /settings/ HTTP/1.1" 200 OK
-INFO:     127.0.0.1:60184 - "GET /plugins HTTP/1.1" 307 Temporary Redirect
-INFO:     127.0.0.1:60184 - "GET /plugins/ HTTP/1.1" 200 OK
-INFO:     127.0.0.1:60184 - "GET /settings HTTP/1.1" 307 Temporary Redirect
-INFO:     127.0.0.1:60184 - "GET /settings/ HTTP/1.1" 200 OK
-WARNING:  StatReload detected changes in 'src/core/plugin_loader.py'. Reloading...
-INFO:     Shutting down
-INFO:     Waiting for application shutdown.
-INFO:     Application shutdown complete.
-INFO:     Finished server process [7968]
-INFO:     Started server process [12178]
-INFO:     Waiting for application startup.
-INFO:     Application startup complete.
-WARNING:  StatReload detected changes in 'src/dependencies.py'. Reloading...
-INFO:     Shutting down
-INFO:     Waiting for application shutdown.
-INFO:     Application shutdown complete.
-INFO:     Finished server process [12178]
-INFO:     Started server process [12451]
-INFO:     Waiting for application startup.
-INFO:     Application startup complete.
-Plugin 'Superset Dashboard Backup' (ID: superset-backup) loaded successfully.
-Plugin 'Superset Dashboard Migration' (ID: superset-migration) loaded successfully.
-INFO:     127.0.0.1:37334 - "GET / HTTP/1.1" 200 OK
-INFO:     127.0.0.1:37334 - "GET /favicon.ico HTTP/1.1" 404 Not Found
-INFO:     127.0.0.1:39932 - "GET / HTTP/1.1" 200 OK
-INFO:     127.0.0.1:39932 - "GET /favicon.ico HTTP/1.1" 404 Not Found
-INFO:     127.0.0.1:39932 - "GET / HTTP/1.1" 200 OK
-INFO:     127.0.0.1:39932 - "GET / HTTP/1.1" 200 OK
-INFO:     127.0.0.1:54900 - "GET /plugins HTTP/1.1" 307 Temporary Redirect
-INFO:     127.0.0.1:49280 - "GET /plugins HTTP/1.1" 307 Temporary Redirect
-INFO:     127.0.0.1:49280 - "GET /plugins/ HTTP/1.1" 200 OK
-WARNING:  StatReload detected changes in 'src/api/routes/plugins.py'. Reloading...
-INFO:     Shutting down
-INFO:     Waiting for application shutdown.
-INFO:     Application shutdown complete.
-INFO:     Finished server process [12451]
-INFO:     Started server process [15016]
-INFO:     Waiting for application startup.
-INFO:     Application startup complete.
-Plugin 'Superset Dashboard Backup' (ID: superset-backup) loaded successfully.
-Plugin 'Superset Dashboard Migration' (ID: superset-migration) loaded successfully.
-INFO:     127.0.0.1:59340 - "GET /plugins HTTP/1.1" 307 Temporary Redirect
-DEBUG: list_plugins called. Found 0 plugins.
-INFO:     127.0.0.1:59340 - "GET /plugins/ HTTP/1.1" 200 OK
-WARNING:  StatReload detected changes in 'src/dependencies.py'. Reloading...
-INFO:     Shutting down
-INFO:     Waiting for application shutdown.
-INFO:     Application shutdown complete.
-INFO:     Finished server process [15016]
-INFO:     Started server process [15257]
-INFO:     Waiting for application startup.
-INFO:     Application startup complete.
-Plugin 'Superset Dashboard Backup' (ID: superset-backup) loaded successfully.
-Plugin 'Superset Dashboard Migration' (ID: superset-migration) loaded successfully.
-DEBUG: dependencies.py initialized. PluginLoader ID: 139922613090976
-DEBUG: dependencies.py initialized. PluginLoader ID: 139922627375088
-INFO:     127.0.0.1:57464 - "GET /plugins HTTP/1.1" 307 Temporary Redirect
-DEBUG: get_plugin_loader called. Returning PluginLoader ID: 139922627375088
-DEBUG: list_plugins called. Found 0 plugins.
-INFO:     127.0.0.1:57464 - "GET /plugins/ HTTP/1.1" 200 OK
-WARNING:  StatReload detected changes in 'src/core/plugin_loader.py'. Reloading...
-INFO:     Shutting down
-INFO:     Waiting for application shutdown.
-INFO:     Application shutdown complete.
-INFO:     Finished server process [15257]
-INFO:     Started server process [15533]
-INFO:     Waiting for application startup.
-INFO:     Application startup complete.
-DEBUG: Loading plugin backup as src.plugins.backup
-Plugin 'Superset Dashboard Backup' (ID: superset-backup) loaded successfully.
-DEBUG: Loading plugin migration as src.plugins.migration
-Plugin 'Superset Dashboard Migration' (ID: superset-migration) loaded successfully.
-DEBUG: dependencies.py initialized. PluginLoader ID: 140371031142384
-INFO:     127.0.0.1:46470 - "GET /plugins HTTP/1.1" 307 Temporary Redirect
-DEBUG: get_plugin_loader called. Returning PluginLoader ID: 140371031142384
-DEBUG: list_plugins called. Found 2 plugins.
-DEBUG: Plugin: superset-backup
-DEBUG: Plugin: superset-migration
-INFO:     127.0.0.1:46470 - "GET /plugins/ HTTP/1.1" 200 OK
-WARNING:  StatReload detected changes in 'src/api/routes/settings.py'. Reloading...
-INFO:     Shutting down
-INFO:     Waiting for application shutdown.
-INFO:     Application shutdown complete.
-INFO:     Finished server process [15533]
-INFO:     Started server process [15827]
-INFO:     Waiting for application startup.
-INFO:     Application startup complete.
-INFO:     Shutting down
-INFO:     Waiting for application shutdown.
-INFO:     Application shutdown complete.
-INFO:     Finished server process [15827]
-INFO:     Stopping reloader process [7952]

backend/backups/Logs/superset_tool_20251220.log

@@ -1,269 +0,0 @@
-2025-12-20 19:55:11,325 - INFO - [BackupPlugin][Entry] Starting backup for superset.
-2025-12-20 19:55:11,325 - INFO - [setup_clients][Enter] Starting Superset clients initialization.
-2025-12-20 19:55:11,327 - CRITICAL - [setup_clients][Failure] Critical error during client initialization: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-Traceback (most recent call last):
-  File "/home/user/ss-tools/superset_tool/utils/init_clients.py", line 43, in setup_clients
-    config = SupersetConfig(
-             ^^^^^^^^^^^^^^^
-  File "/home/user/ss-tools/backend/venv/lib/python3.12/site-packages/pydantic/main.py", line 250, in __init__
-    validated_self = self.__pydantic_validator__.validate_python(data, self_instance=self)
-                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-pydantic_core._pydantic_core.ValidationError: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-2025-12-20 21:01:49,905 - INFO - [BackupPlugin][Entry] Starting backup for superset.
-2025-12-20 21:01:49,906 - INFO - [setup_clients][Enter] Starting Superset clients initialization.
-2025-12-20 21:01:49,988 - INFO - [setup_clients][Action] Loading environments from ConfigManager
-2025-12-20 21:01:49,990 - CRITICAL - [setup_clients][Failure] Critical error during client initialization: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-Traceback (most recent call last):
-  File "/home/user/ss-tools/superset_tool/utils/init_clients.py", line 66, in setup_clients
-    config = SupersetConfig(
-             ^^^^^^^^^^^^^^^
-  File "/home/user/ss-tools/venv/lib/python3.12/site-packages/pydantic/main.py", line 250, in __init__
-    validated_self = self.__pydantic_validator__.validate_python(data, self_instance=self)
-                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-pydantic_core._pydantic_core.ValidationError: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-2025-12-20 22:42:32,538 - INFO - [BackupPlugin][Entry] Starting backup for superset.
-2025-12-20 22:42:32,538 - INFO - [setup_clients][Enter] Starting Superset clients initialization.
-2025-12-20 22:42:32,583 - INFO - [setup_clients][Action] Loading environments from ConfigManager
-2025-12-20 22:42:32,587 - CRITICAL - [setup_clients][Failure] Critical error during client initialization: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-Traceback (most recent call last):
-  File "/home/user/ss-tools/superset_tool/utils/init_clients.py", line 66, in setup_clients
-    config = SupersetConfig(
-             ^^^^^^^^^^^^^^^
-  File "/home/user/ss-tools/backend/.venv/lib/python3.12/site-packages/pydantic/main.py", line 250, in __init__
-    validated_self = self.__pydantic_validator__.validate_python(data, self_instance=self)
-                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-pydantic_core._pydantic_core.ValidationError: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-2025-12-20 22:54:29,770 - INFO - [BackupPlugin][Entry] Starting backup for .
-2025-12-20 22:54:29,771 - INFO - [setup_clients][Enter] Starting Superset clients initialization.
-2025-12-20 22:54:29,831 - INFO - [setup_clients][Action] Loading environments from ConfigManager
-2025-12-20 22:54:29,833 - CRITICAL - [setup_clients][Failure] Critical error during client initialization: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-Traceback (most recent call last):
-  File "/home/user/ss-tools/superset_tool/utils/init_clients.py", line 66, in setup_clients
-    config = SupersetConfig(
-             ^^^^^^^^^^^^^^^
-  File "/home/user/ss-tools/backend/.venv/lib/python3.12/site-packages/pydantic/main.py", line 250, in __init__
-    validated_self = self.__pydantic_validator__.validate_python(data, self_instance=self)
-                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-pydantic_core._pydantic_core.ValidationError: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-2025-12-20 22:54:34,078 - INFO - [BackupPlugin][Entry] Starting backup for superset.
-2025-12-20 22:54:34,078 - INFO - [setup_clients][Enter] Starting Superset clients initialization.
-2025-12-20 22:54:34,079 - INFO - [setup_clients][Action] Loading environments from ConfigManager
-2025-12-20 22:54:34,079 - CRITICAL - [setup_clients][Failure] Critical error during client initialization: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-Traceback (most recent call last):
-  File "/home/user/ss-tools/superset_tool/utils/init_clients.py", line 66, in setup_clients
-    config = SupersetConfig(
-             ^^^^^^^^^^^^^^^
-  File "/home/user/ss-tools/backend/.venv/lib/python3.12/site-packages/pydantic/main.py", line 250, in __init__
-    validated_self = self.__pydantic_validator__.validate_python(data, self_instance=self)
-                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-pydantic_core._pydantic_core.ValidationError: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-2025-12-20 22:59:25,060 - INFO - [BackupPlugin][Entry] Starting backup for superset.
-2025-12-20 22:59:25,060 - INFO - [setup_clients][Enter] Starting Superset clients initialization.
-2025-12-20 22:59:25,114 - INFO - [setup_clients][Action] Loading environments from ConfigManager
-2025-12-20 22:59:25,117 - CRITICAL - [setup_clients][Failure] Critical error during client initialization: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-Traceback (most recent call last):
-  File "/home/user/ss-tools/superset_tool/utils/init_clients.py", line 66, in setup_clients
-    config = SupersetConfig(
-             ^^^^^^^^^^^^^^^
-  File "/home/user/ss-tools/backend/.venv/lib/python3.12/site-packages/pydantic/main.py", line 250, in __init__
-    validated_self = self.__pydantic_validator__.validate_python(data, self_instance=self)
-                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-pydantic_core._pydantic_core.ValidationError: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-2025-12-20 23:00:31,156 - INFO - [BackupPlugin][Entry] Starting backup for superset.
-2025-12-20 23:00:31,156 - INFO - [setup_clients][Enter] Starting Superset clients initialization.
-2025-12-20 23:00:31,157 - INFO - [setup_clients][Action] Loading environments from ConfigManager
-2025-12-20 23:00:31,162 - CRITICAL - [setup_clients][Failure] Critical error during client initialization: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-Traceback (most recent call last):
-  File "/home/user/ss-tools/superset_tool/utils/init_clients.py", line 66, in setup_clients
-    config = SupersetConfig(
-             ^^^^^^^^^^^^^^^
-  File "/home/user/ss-tools/backend/.venv/lib/python3.12/site-packages/pydantic/main.py", line 250, in __init__
-    validated_self = self.__pydantic_validator__.validate_python(data, self_instance=self)
-                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-pydantic_core._pydantic_core.ValidationError: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-2025-12-20 23:00:34,710 - INFO - [BackupPlugin][Entry] Starting backup for superset.
-2025-12-20 23:00:34,710 - INFO - [setup_clients][Enter] Starting Superset clients initialization.
-2025-12-20 23:00:34,710 - INFO - [setup_clients][Action] Loading environments from ConfigManager
-2025-12-20 23:00:34,711 - CRITICAL - [setup_clients][Failure] Critical error during client initialization: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-Traceback (most recent call last):
-  File "/home/user/ss-tools/superset_tool/utils/init_clients.py", line 66, in setup_clients
-    config = SupersetConfig(
-             ^^^^^^^^^^^^^^^
-  File "/home/user/ss-tools/backend/.venv/lib/python3.12/site-packages/pydantic/main.py", line 250, in __init__
-    validated_self = self.__pydantic_validator__.validate_python(data, self_instance=self)
-                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-pydantic_core._pydantic_core.ValidationError: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-2025-12-20 23:01:43,894 - INFO - [BackupPlugin][Entry] Starting backup for superset.
-2025-12-20 23:01:43,894 - INFO - [setup_clients][Enter] Starting Superset clients initialization.
-2025-12-20 23:01:43,895 - INFO - [setup_clients][Action] Loading environments from ConfigManager
-2025-12-20 23:01:43,895 - CRITICAL - [setup_clients][Failure] Critical error during client initialization: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-Traceback (most recent call last):
-  File "/home/user/ss-tools/superset_tool/utils/init_clients.py", line 66, in setup_clients
-    config = SupersetConfig(
-             ^^^^^^^^^^^^^^^
-  File "/home/user/ss-tools/backend/.venv/lib/python3.12/site-packages/pydantic/main.py", line 250, in __init__
-    validated_self = self.__pydantic_validator__.validate_python(data, self_instance=self)
-                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-pydantic_core._pydantic_core.ValidationError: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-2025-12-20 23:04:07,731 - INFO - [BackupPlugin][Entry] Starting backup for superset.
-2025-12-20 23:04:07,731 - INFO - [setup_clients][Enter] Starting Superset clients initialization.
-2025-12-20 23:04:07,732 - INFO - [setup_clients][Action] Loading environments from ConfigManager
-2025-12-20 23:04:07,732 - CRITICAL - [setup_clients][Failure] Critical error during client initialization: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-Traceback (most recent call last):
-  File "/home/user/ss-tools/superset_tool/utils/init_clients.py", line 66, in setup_clients
-    config = SupersetConfig(
-             ^^^^^^^^^^^^^^^
-  File "/home/user/ss-tools/backend/.venv/lib/python3.12/site-packages/pydantic/main.py", line 250, in __init__
-    validated_self = self.__pydantic_validator__.validate_python(data, self_instance=self)
-                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-pydantic_core._pydantic_core.ValidationError: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-2025-12-20 23:06:39,641 - INFO - [BackupPlugin][Entry] Starting backup for superset.
-2025-12-20 23:06:39,642 - INFO - [setup_clients][Enter] Starting Superset clients initialization.
-2025-12-20 23:06:39,687 - INFO - [setup_clients][Action] Loading environments from ConfigManager
-2025-12-20 23:06:39,689 - CRITICAL - [setup_clients][Failure] Critical error during client initialization: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-Traceback (most recent call last):
-  File "/home/user/ss-tools/superset_tool/utils/init_clients.py", line 66, in setup_clients
-    config = SupersetConfig(
-             ^^^^^^^^^^^^^^^
-  File "/home/user/ss-tools/backend/.venv/lib/python3.12/site-packages/pydantic/main.py", line 250, in __init__
-    validated_self = self.__pydantic_validator__.validate_python(data, self_instance=self)
-                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
-pydantic_core._pydantic_core.ValidationError: 1 validation error for SupersetConfig
-base_url
-  Value error, Invalid URL format: https://superset.bebesh.ru. Must include '/api/v1'. [type=value_error, input_value='https://superset.bebesh.ru', input_type=str]
-    For further information visit https://errors.pydantic.dev/2.12/v/value_error
-2025-12-20 23:30:36,090 - INFO - [BackupPlugin][Entry] Starting backup for superset.
-2025-12-20 23:30:36,093 - INFO - [setup_clients][Enter] Starting Superset clients initialization.
-2025-12-20 23:30:36,128 - INFO - [setup_clients][Action] Loading environments from ConfigManager
-2025-12-20 23:30:36,129 - INFO - [SupersetClient.__init__][Enter] Initializing SupersetClient.
-2025-12-20 23:30:36,129 - INFO - [APIClient.__init__][Entry] Initializing APIClient.
-2025-12-20 23:30:36,130 - WARNING - [_init_session][State] SSL verification disabled.
-2025-12-20 23:30:36,130 - INFO - [APIClient.__init__][Exit] APIClient initialized.
-2025-12-20 23:30:36,130 - INFO - [SupersetClient.__init__][Exit] SupersetClient initialized.
-2025-12-20 23:30:36,130 - INFO - [get_dashboards][Enter] Fetching dashboards.
-2025-12-20 23:30:36,131 - INFO - [authenticate][Enter] Authenticating to https://superset.bebesh.ru/api/v1
-2025-12-20 23:30:36,897 - INFO - [authenticate][Exit] Authenticated successfully.
-2025-12-20 23:30:37,527 - INFO - [get_dashboards][Exit] Found 11 dashboards.
-2025-12-20 23:30:37,527 - INFO - [BackupPlugin][Progress] Found 11 dashboards to export in superset.
-2025-12-20 23:30:37,529 - INFO - [export_dashboard][Enter] Exporting dashboard 11.
-2025-12-20 23:30:38,224 - INFO - [export_dashboard][Exit] Exported dashboard 11 to dashboard_export_20251220T203037.zip.
-2025-12-20 23:30:38,225 - INFO - [save_and_unpack_dashboard][Enter] Processing dashboard. Unpack: False
-2025-12-20 23:30:38,226 - INFO - [save_and_unpack_dashboard][State] Dashboard saved to: backups/SUPERSET/FCC New Coder Survey 2018/dashboard_export_20251220T203037.zip
-2025-12-20 23:30:38,227 - INFO - [archive_exports][Enter] Managing archive in backups/SUPERSET/FCC New Coder Survey 2018
-2025-12-20 23:30:38,230 - INFO - [export_dashboard][Enter] Exporting dashboard 10.
-2025-12-20 23:30:38,438 - INFO - [export_dashboard][Exit] Exported dashboard 10 to dashboard_export_20251220T203038.zip.
-2025-12-20 23:30:38,438 - INFO - [save_and_unpack_dashboard][Enter] Processing dashboard. Unpack: False
-2025-12-20 23:30:38,439 - INFO - [save_and_unpack_dashboard][State] Dashboard saved to: backups/SUPERSET/COVID Vaccine Dashboard/dashboard_export_20251220T203038.zip
-2025-12-20 23:30:38,439 - INFO - [archive_exports][Enter] Managing archive in backups/SUPERSET/COVID Vaccine Dashboard
-2025-12-20 23:30:38,440 - INFO - [export_dashboard][Enter] Exporting dashboard 9.
-2025-12-20 23:30:38,853 - INFO - [export_dashboard][Exit] Exported dashboard 9 to dashboard_export_20251220T203038.zip.
-2025-12-20 23:30:38,853 - INFO - [save_and_unpack_dashboard][Enter] Processing dashboard. Unpack: False
-2025-12-20 23:30:38,856 - INFO - [save_and_unpack_dashboard][State] Dashboard saved to: backups/SUPERSET/Sales Dashboard/dashboard_export_20251220T203038.zip
-2025-12-20 23:30:38,856 - INFO - [archive_exports][Enter] Managing archive in backups/SUPERSET/Sales Dashboard
-2025-12-20 23:30:38,858 - INFO - [export_dashboard][Enter] Exporting dashboard 8.
-2025-12-20 23:30:38,939 - INFO - [export_dashboard][Exit] Exported dashboard 8 to dashboard_export_20251220T203038.zip.
-2025-12-20 23:30:38,940 - INFO - [save_and_unpack_dashboard][Enter] Processing dashboard. Unpack: False
-2025-12-20 23:30:38,941 - INFO - [save_and_unpack_dashboard][State] Dashboard saved to: backups/SUPERSET/Unicode Test/dashboard_export_20251220T203038.zip
-2025-12-20 23:30:38,941 - INFO - [archive_exports][Enter] Managing archive in backups/SUPERSET/Unicode Test
-2025-12-20 23:30:38,942 - INFO - [export_dashboard][Enter] Exporting dashboard 7.
-2025-12-20 23:30:39,148 - INFO - [export_dashboard][Exit] Exported dashboard 7 to dashboard_export_20251220T203038.zip.
-2025-12-20 23:30:39,148 - INFO - [save_and_unpack_dashboard][Enter] Processing dashboard. Unpack: False
-2025-12-20 23:30:39,149 - INFO - [save_and_unpack_dashboard][State] Dashboard saved to: backups/SUPERSET/Video Game Sales/dashboard_export_20251220T203038.zip
-2025-12-20 23:30:39,149 - INFO - [archive_exports][Enter] Managing archive in backups/SUPERSET/Video Game Sales
-2025-12-20 23:30:39,150 - INFO - [export_dashboard][Enter] Exporting dashboard 6.
-2025-12-20 23:30:39,689 - INFO - [export_dashboard][Exit] Exported dashboard 6 to dashboard_export_20251220T203039.zip.
-2025-12-20 23:30:39,689 - INFO - [save_and_unpack_dashboard][Enter] Processing dashboard. Unpack: False
-2025-12-20 23:30:39,690 - INFO - [save_and_unpack_dashboard][State] Dashboard saved to: backups/SUPERSET/Featured Charts/dashboard_export_20251220T203039.zip
-2025-12-20 23:30:39,691 - INFO - [archive_exports][Enter] Managing archive in backups/SUPERSET/Featured Charts
-2025-12-20 23:30:39,692 - INFO - [export_dashboard][Enter] Exporting dashboard 5.
-2025-12-20 23:30:39,960 - INFO - [export_dashboard][Exit] Exported dashboard 5 to dashboard_export_20251220T203039.zip.
-2025-12-20 23:30:39,960 - INFO - [save_and_unpack_dashboard][Enter] Processing dashboard. Unpack: False
-2025-12-20 23:30:39,961 - INFO - [save_and_unpack_dashboard][State] Dashboard saved to: backups/SUPERSET/Slack Dashboard/dashboard_export_20251220T203039.zip
-2025-12-20 23:30:39,961 - INFO - [archive_exports][Enter] Managing archive in backups/SUPERSET/Slack Dashboard
-2025-12-20 23:30:39,962 - INFO - [export_dashboard][Enter] Exporting dashboard 4.
-2025-12-20 23:30:40,196 - INFO - [export_dashboard][Exit] Exported dashboard 4 to dashboard_export_20251220T203039.zip.
-2025-12-20 23:30:40,196 - INFO - [save_and_unpack_dashboard][Enter] Processing dashboard. Unpack: False
-2025-12-20 23:30:40,197 - INFO - [save_and_unpack_dashboard][State] Dashboard saved to: backups/SUPERSET/deck.gl Demo/dashboard_export_20251220T203039.zip
-2025-12-20 23:30:40,197 - INFO - [archive_exports][Enter] Managing archive in backups/SUPERSET/deck.gl Demo
-2025-12-20 23:30:40,198 - INFO - [export_dashboard][Enter] Exporting dashboard 3.
-2025-12-20 23:30:40,745 - INFO - [export_dashboard][Exit] Exported dashboard 3 to dashboard_export_20251220T203040.zip.
-2025-12-20 23:30:40,746 - INFO - [save_and_unpack_dashboard][Enter] Processing dashboard. Unpack: False
-2025-12-20 23:30:40,760 - INFO - [save_and_unpack_dashboard][State] Dashboard saved to: backups/SUPERSET/Misc Charts/dashboard_export_20251220T203040.zip
-2025-12-20 23:30:40,761 - INFO - [archive_exports][Enter] Managing archive in backups/SUPERSET/Misc Charts
-2025-12-20 23:30:40,762 - INFO - [export_dashboard][Enter] Exporting dashboard 2.
-2025-12-20 23:30:40,928 - INFO - [export_dashboard][Exit] Exported dashboard 2 to dashboard_export_20251220T203040.zip.
-2025-12-20 23:30:40,929 - INFO - [save_and_unpack_dashboard][Enter] Processing dashboard. Unpack: False
-2025-12-20 23:30:40,930 - INFO - [save_and_unpack_dashboard][State] Dashboard saved to: backups/SUPERSET/USA Births Names/dashboard_export_20251220T203040.zip
-2025-12-20 23:30:40,931 - INFO - [archive_exports][Enter] Managing archive in backups/SUPERSET/USA Births Names
-2025-12-20 23:30:40,932 - INFO - [export_dashboard][Enter] Exporting dashboard 1.
-2025-12-20 23:30:41,582 - INFO - [export_dashboard][Exit] Exported dashboard 1 to dashboard_export_20251220T203040.zip.
-2025-12-20 23:30:41,582 - INFO - [save_and_unpack_dashboard][Enter] Processing dashboard. Unpack: False
-2025-12-20 23:30:41,749 - INFO - [save_and_unpack_dashboard][State] Dashboard saved to: backups/SUPERSET/World Bank's Data/dashboard_export_20251220T203040.zip
-2025-12-20 23:30:41,750 - INFO - [archive_exports][Enter] Managing archive in backups/SUPERSET/World Bank's Data
-2025-12-20 23:30:41,752 - INFO - [consolidate_archive_folders][Enter] Consolidating archives in backups/SUPERSET
-2025-12-20 23:30:41,753 - INFO - [remove_empty_directories][Enter] Starting cleanup of empty directories in backups/SUPERSET
-2025-12-20 23:30:41,758 - INFO - [remove_empty_directories][Exit] Removed 0 empty directories.
-2025-12-20 23:30:41,758 - INFO - [BackupPlugin][CoherenceCheck:Passed] Backup logic completed for superset.