+api rework

- Add LoggingConfig model and logging field to GlobalSettings
- Implement belief_scope context manager for structured logging
- Add configure_logger for dynamic level and file rotation settings
- Add logging configuration UI to Settings page
- Update ConfigManager to apply logging settings on initialization and updates

.gitignore

@@ -1,3 +1,64 @@
-*__pycache__*
+# Python
+__pycache__/
+*.py[cod]
+*$py.class
+*.so
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+.venv
+venv/
+ENV/
+env/
+backend/backups/*
+
+# Node.js
+node_modules/
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+.svelte-kit/
+.vite/
+build/
+dist/
+.env*
+config.json
+
+# Logs
+*.log
+backend/backend.log
+
+# OS
+.DS_Store
+Thumbs.db
+
+# IDE
+.vscode/
+.idea/
+*.swp
+*.swo
+
+# Project specific
 *.ps1
 keyring passwords.py
+*github*
+*git*
+*tech_spec*
+dashboards
+backend/mappings.db

.kilocode/mcp.json

@@ -0,0 +1,14 @@
+{
+  "mcpServers": {
+    "tavily": {
+      "command": "npx",
+      "args": [
+        "-y",
+        "tavily-mcp@0.2.3"
+      ],
+      "env": {
+        "TAVILY_API_KEY": "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"
+      }
+    }
+  }
+}

.kilocode/rules/specify-rules.md

@@ -0,0 +1,45 @@
+# 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 (005-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) + FastAPI, SvelteKit, Tailwind CSS (007-migration-dashboard-grid)
+- N/A (Superset API integration) (007-migration-dashboard-grid)
+- Python 3.9+ (Backend), Node.js 18+ (Frontend) + FastAPI, SvelteKit, Tailwind CSS, Pydantic, Superset API (007-migration-dashboard-grid)
+- N/A (Superset API integration - read-only for metadata) (007-migration-dashboard-grid)
+- Python 3.9+ (backend), Node.js 18+ (frontend) + FastAPI, SvelteKit, Tailwind CSS, Pydantic, SQLAlchemy, Superset API (008-migration-ui-improvements)
+- SQLite (optional for job history), existing database for mappings (008-migration-ui-improvements)
+- Python 3.9+, Node.js 18+ + FastAPI, SvelteKit, Tailwind CSS, Pydantic, SQLAlchemy, Superset API (008-migration-ui-improvements)
+
+- 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
+- 008-migration-ui-improvements: Added Python 3.9+, Node.js 18+ + FastAPI, SvelteKit, Tailwind CSS, Pydantic, SQLAlchemy, Superset API
+- 008-migration-ui-improvements: Added Python 3.9+ (backend), Node.js 18+ (frontend) + FastAPI, SvelteKit, Tailwind CSS, Pydantic, SQLAlchemy, Superset API
+- 007-migration-dashboard-grid: Added Python 3.9+ (Backend), Node.js 18+ (Frontend) + FastAPI, SvelteKit, Tailwind CSS, Pydantic, Superset API
+
+
+<!-- MANUAL ADDITIONS START -->
+<!-- MANUAL ADDITIONS END -->

.kilocode/workflows/speckit.analyze.md

@@ -0,0 +1,184 @@
+---
+description: Perform a non-destructive cross-artifact consistency and quality analysis across spec.md, plan.md, and tasks.md after task generation.
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+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`.
+
+## 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`.
+
+## Execution Steps
+
+### 1. Initialize Analysis Context
+
+Run `.specify/scripts/bash/check-prerequisites.sh --json --require-tasks --include-tasks` once from repo root and parse JSON for FEATURE_DIR and AVAILABLE_DOCS. Derive absolute paths:
+
+- SPEC = FEATURE_DIR/spec.md
+- PLAN = FEATURE_DIR/plan.md
+- TASKS = FEATURE_DIR/tasks.md
+
+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").
+
+### 2. Load Artifacts (Progressive Disclosure)
+
+Load only the minimal necessary context from each artifact:
+
+**From spec.md:**
+
+- Overview/Context
+- Functional Requirements
+- Non-Functional Requirements
+- User Stories
+- Edge Cases (if present)
+
+**From plan.md:**
+
+- Architecture/stack choices
+- Data Model references
+- Phases
+- Technical constraints
+
+**From tasks.md:**
+
+- Task IDs
+- Descriptions
+- Phase grouping
+- Parallel markers [P]
+- Referenced file paths
+
+**From constitution:**
+
+- Load `.specify/memory/constitution.md` for principle validation
+
+### 3. Build Semantic Models
+
+Create internal representations (do not include raw artifacts in output):
+
+- **Requirements inventory**: Each functional + non-functional requirement with a stable key (derive slug based on imperative phrase; e.g., "User can upload file" → `user-can-upload-file`)
+- **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
+
+### 4. Detection Passes (Token-Efficient Analysis)
+
+Focus on high-signal findings. Limit to 50 findings total; aggregate remainder in overflow summary.
+
+#### A. Duplication Detection
+
+- Identify near-duplicate requirements
+- Mark lower-quality phrasing for consolidation
+
+#### B. Ambiguity Detection
+
+- Flag vague adjectives (fast, scalable, secure, intuitive, robust) lacking measurable criteria
+- Flag unresolved placeholders (TODO, TKTK, ???, `<placeholder>`, etc.)
+
+#### C. Underspecification
+
+- Requirements with verbs but missing object or measurable outcome
+- User stories missing acceptance criteria alignment
+- Tasks referencing files or components not defined in spec/plan
+
+#### D. Constitution Alignment
+
+- Any requirement or plan element conflicting with a MUST principle
+- Missing mandated sections or quality gates from constitution
+
+#### E. Coverage Gaps
+
+- Requirements with zero associated tasks
+- Tasks with no mapped requirement/story
+- Non-functional requirements not reflected in tasks (e.g., performance, security)
+
+#### F. Inconsistency
+
+- Terminology drift (same concept named differently across files)
+- Data entities referenced in plan but absent in spec (or vice versa)
+- 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)
+
+### 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
+- **LOW**: Style/wording improvements, minor redundancy not affecting execution order
+
+### 6. Produce Compact Analysis Report
+
+Output a Markdown report (no file writes) with the following structure:
+
+## Specification Analysis Report
+
+| ID | Category | Severity | Location(s) | Summary | Recommendation |
+|----|----------|----------|-------------|---------|----------------|
+| A1 | Duplication | HIGH | spec.md:L120-134 | Two similar requirements ... | Merge phrasing; keep clearer version |
+
+(Add one row per finding; generate stable IDs prefixed by category initial.)
+
+**Coverage Summary Table:**
+
+| Requirement Key | Has Task? | Task IDs | Notes |
+|-----------------|-----------|----------|-------|
+
+**Constitution Alignment Issues:** (if any)
+
+**Unmapped Tasks:** (if any)
+
+**Metrics:**
+
+- Total Requirements
+- Total Tasks
+- Coverage % (requirements with >=1 task)
+- Ambiguity Count
+- Duplication Count
+- Critical Issues Count
+
+### 7. Provide Next Actions
+
+At end of report, output a concise Next Actions block:
+
+- If CRITICAL issues exist: Recommend resolving before `/speckit.implement`
+- If only LOW/MEDIUM: User may proceed, but provide improvement suggestions
+- Provide explicit command suggestions: e.g., "Run /speckit.specify with refinement", "Run /speckit.plan to adjust architecture", "Manually edit tasks.md to add coverage for 'performance-metrics'"
+
+### 8. Offer Remediation
+
+Ask the user: "Would you like me to suggest concrete remediation edits for the top N issues?" (Do NOT apply them automatically.)
+
+## Operating Principles
+
+### Context Efficiency
+
+- **Minimal high-signal tokens**: Focus on actionable findings, not exhaustive documentation
+- **Progressive disclosure**: Load artifacts incrementally; don't dump all content into analysis
+- **Token-efficient output**: Limit findings table to 50 rows; summarize overflow
+- **Deterministic results**: Rerunning without changes should produce consistent IDs and counts
+
+### Analysis Guidelines
+
+- **NEVER modify files** (this is read-only analysis)
+- **NEVER hallucinate missing sections** (if absent, report them accurately)
+- **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)
+
+## Context
+
+$ARGUMENTS

.kilocode/workflows/speckit.checklist.md

@@ -0,0 +1,294 @@
+---
+description: Generate a custom checklist for the current feature based on user requirements.
+---
+
+## 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.
+
+**NOT for verification/testing**:
+
+- ❌ NOT "Verify the button clicks correctly"
+- ❌ NOT "Test error handling works"
+- ❌ NOT "Confirm the API returns 200"
+- ❌ NOT checking if code/implementation matches the spec
+
+**FOR requirements quality validation**:
+
+- ✅ "Are visual hierarchy requirements defined for all card types?" (completeness)
+- ✅ "Is 'prominent display' quantified with specific sizing/positioning?" (clarity)
+- ✅ "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)
+
+**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.
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Execution Steps
+
+1. **Setup**: Run `.specify/scripts/bash/check-prerequisites.sh --json` from repo root and parse JSON for FEATURE_DIR and AVAILABLE_DOCS list.
+   - All file paths must be absolute.
+   - For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
+
+2. **Clarify intent (dynamic)**: Derive up to THREE initial contextual clarifying questions (no pre-baked catalog). They MUST:
+   - Be generated from the user's phrasing + extracted signals from spec/plan/tasks
+   - Only ask about information that materially changes checklist content
+   - Be skipped individually if already unambiguous in `$ARGUMENTS`
+   - Prefer precision over breadth
+
+   Generation algorithm:
+   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.
+   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?")
+      - Depth calibration (e.g., "Is this a lightweight pre-commit sanity list or a formal release gate?")
+      - 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?")
+
+   Question formatting rules:
+   - If presenting options, generate a compact table with columns: Option | Candidate | Why It Matters
+   - Limit to A–E options maximum; omit table if a free-form answer is clearer
+   - Never ask the user to restate what they already said
+   - Avoid speculative categories (no hallucination). If uncertain, ask explicitly: "Confirm whether X belongs in scope."
+
+   Defaults when interaction impossible:
+   - Depth: Standard
+   - Audience: Reviewer (PR) if code-related; Author otherwise
+   - Focus: Top 2 relevance clusters
+
+   Output the questions (label Q1/Q2/Q3). After answers: if ≥2 scenario classes (Alternate / Exception / Recovery / Non-Functional domain) remain unclear, you MAY ask up to TWO more targeted follow‑ups (Q4/Q5) with a one-line justification each (e.g., "Unresolved recovery path risk"). Do not exceed five total questions. Skip escalation if user explicitly declines more.
+
+3. **Understand user request**: Combine `$ARGUMENTS` + clarifying answers:
+   - Derive checklist theme (e.g., security, review, deploy, ux)
+   - Consolidate explicit must-have items mentioned by user
+   - Map focus selections to category scaffolding
+   - 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
+
+   **Context Loading Strategy**:
+   - Load only necessary portions relevant to active focus areas (avoid full-file dumping)
+   - Prefer summarizing long sections into concise scenario/requirement bullets
+   - Use progressive disclosure: add follow-on retrieval only if gaps detected
+   - If source docs are large, generate interim summary items instead of embedding raw text
+
+5. **Generate checklist** - Create "Unit Tests for Requirements":
+   - Create `FEATURE_DIR/checklists/` directory if it doesn't exist
+   - Generate unique checklist filename:
+     - Use short, descriptive name based on domain (e.g., `ux.md`, `api.md`, `security.md`)
+     - Format: `[domain].md`
+     - If file exists, append to existing file
+   - Number items sequentially starting from CHK001
+   - Each `/speckit.checklist` run creates a NEW file (never overwrites existing checklists)
+
+   **CORE PRINCIPLE - Test the Requirements, Not the Implementation**:
+   Every checklist item MUST evaluate the REQUIREMENTS THEMSELVES for:
+   - **Completeness**: Are all necessary requirements present?
+   - **Clarity**: Are requirements unambiguous and specific?
+   - **Consistency**: Do requirements align with each other?
+   - **Measurability**: Can requirements be objectively verified?
+   - **Coverage**: Are all scenarios/edge cases addressed?
+
+   **Category Structure** - Group items by requirement quality dimensions:
+   - **Requirement Completeness** (Are all necessary requirements documented?)
+   - **Requirement Clarity** (Are requirements specific and unambiguous?)
+   - **Requirement Consistency** (Do requirements align without conflicts?)
+   - **Acceptance Criteria Quality** (Are success criteria measurable?)
+   - **Scenario Coverage** (Are all flows/cases addressed?)
+   - **Edge Case Coverage** (Are boundary conditions defined?)
+   - **Non-Functional Requirements** (Performance, Security, Accessibility, etc. - are they specified?)
+   - **Dependencies & Assumptions** (Are they documented and validated?)
+   - **Ambiguities & Conflicts** (What needs clarification?)
+
+   **HOW TO WRITE CHECKLIST ITEMS - "Unit Tests for English"**:
+
+   ❌ **WRONG** (Testing implementation):
+   - "Verify landing page displays 3 episode cards"
+   - "Test hover states work on desktop"
+   - "Confirm logo click navigates home"
+
+   ✅ **CORRECT** (Testing requirements quality):
+   - "Are the exact number and layout of featured episodes specified?" [Completeness]
+   - "Is 'prominent display' quantified with specific sizing/positioning?" [Clarity]
+   - "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]
+
+   **ITEM STRUCTURE**:
+   Each item should follow this pattern:
+   - Question format asking about requirement quality
+   - Focus on what's WRITTEN (or not written) in the spec/plan
+   - Include quality dimension in brackets [Completeness/Clarity/Consistency/etc.]
+   - Reference spec section `[Spec §X.Y]` when checking existing requirements
+   - Use `[Gap]` marker when checking for missing requirements
+
+   **EXAMPLES BY QUALITY DIMENSION**:
+
+   Completeness:
+   - "Are error handling requirements defined for all API failure modes? [Gap]"
+   - "Are accessibility requirements specified for all interactive elements? [Completeness]"
+   - "Are mobile breakpoint requirements defined for responsive layouts? [Gap]"
+
+   Clarity:
+   - "Is 'fast loading' quantified with specific timing thresholds? [Clarity, Spec §NFR-2]"
+   - "Are 'related episodes' selection criteria explicitly defined? [Clarity, Spec §FR-5]"
+   - "Is 'prominent' defined with measurable visual properties? [Ambiguity, Spec §FR-4]"
+
+   Consistency:
+   - "Do navigation requirements align across all pages? [Consistency, Spec §FR-10]"
+   - "Are card component requirements consistent between landing and detail pages? [Consistency]"
+
+   Coverage:
+   - "Are requirements defined for zero-state scenarios (no episodes)? [Coverage, Edge Case]"
+   - "Are concurrent user interaction scenarios addressed? [Coverage, Gap]"
+   - "Are requirements specified for partial data loading failures? [Coverage, Exception Flow]"
+
+   Measurability:
+   - "Are visual hierarchy requirements measurable/testable? [Acceptance Criteria, Spec §FR-1]"
+   - "Can 'balanced visual weight' be objectively verified? [Measurability, Spec §FR-2]"
+
+   **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?"
+   - If scenario class missing: "Are [scenario type] requirements intentionally excluded or missing? [Gap]"
+   - Include resilience/rollback when state mutation occurs: "Are rollback requirements defined for migration failures? [Gap]"
+
+   **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]`
+   - If no ID system exists: "Is a requirement & acceptance criteria ID scheme established? [Traceability]"
+
+   **Surface & Resolve Issues** (Requirements Quality Problems):
+   Ask questions about the requirements themselves:
+   - Ambiguities: "Is the term 'fast' quantified with specific metrics? [Ambiguity, Spec §NFR-1]"
+   - Conflicts: "Do navigation requirements conflict between §FR-10 and §FR-10a? [Conflict]"
+   - 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]"
+
+   **Content Consolidation**:
+   - Soft cap: If raw candidate items > 40, prioritize by risk/impact
+   - Merge near-duplicates checking the same requirement aspect
+   - If >5 low-impact edge cases, create one item: "Are edge cases X, Y, Z addressed in requirements? [Coverage]"
+
+   **🚫 ABSOLUTELY PROHIBITED** - These make it an implementation test, not a requirements test:
+   - ❌ Any item starting with "Verify", "Test", "Confirm", "Check" + implementation behavior
+   - ❌ References to code execution, user actions, system behavior
+   - ❌ "Displays correctly", "works properly", "functions as expected"
+   - ❌ "Click", "navigate", "render", "load", "execute"
+   - ❌ Test cases, test plans, QA procedures
+   - ❌ Implementation details (frameworks, APIs, algorithms)
+
+   **✅ REQUIRED PATTERNS** - These test requirements quality:
+   - ✅ "Are [requirement type] defined/specified/documented for [scenario]?"
+   - ✅ "Is [vague term] quantified/clarified with specific criteria?"
+   - ✅ "Are requirements consistent between [section A] and [section B]?"
+   - ✅ "Can [requirement] be objectively measured/verified?"
+   - ✅ "Are [edge cases/scenarios] addressed in requirements?"
+   - ✅ "Does the spec define [missing aspect]?"
+
+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.
+
+7. **Report**: Output full path to created checklist, item count, and remind user that each run creates a new file. Summarize:
+   - Focus areas selected
+   - Depth level
+   - Actor/timing
+   - Any explicit user-specified must-have items incorporated
+
+**Important**: Each `/speckit.checklist` command invocation creates a checklist file using short, descriptive names unless file already exists. This allows:
+
+- Multiple checklists of different types (e.g., `ux.md`, `test.md`, `security.md`)
+- Simple, memorable filenames that indicate checklist purpose
+- Easy identification and navigation in the `checklists/` folder
+
+To avoid clutter, use descriptive types and clean up obsolete checklists when done.
+
+## Example Checklist Types & Sample Items
+
+**UX Requirements Quality:** `ux.md`
+
+Sample items (testing the requirements, NOT the implementation):
+
+- "Are visual hierarchy requirements defined with measurable criteria? [Clarity, Spec §FR-1]"
+- "Is the number and positioning of UI elements explicitly specified? [Completeness, Spec §FR-1]"
+- "Are interaction state requirements (hover, focus, active) consistently defined? [Consistency]"
+- "Are accessibility requirements specified for all interactive elements? [Coverage, Gap]"
+- "Is fallback behavior defined when images fail to load? [Edge Case, Gap]"
+- "Can 'prominent display' be objectively measured? [Measurability, Spec §FR-4]"
+
+**API Requirements Quality:** `api.md`
+
+Sample items:
+
+- "Are error response formats specified for all failure scenarios? [Completeness]"
+- "Are rate limiting requirements quantified with specific thresholds? [Clarity]"
+- "Are authentication requirements consistent across all endpoints? [Consistency]"
+- "Are retry/timeout requirements defined for external dependencies? [Coverage, Gap]"
+- "Is versioning strategy documented in requirements? [Gap]"
+
+**Performance Requirements Quality:** `performance.md`
+
+Sample items:
+
+- "Are performance requirements quantified with specific metrics? [Clarity]"
+- "Are performance targets defined for all critical user journeys? [Coverage]"
+- "Are performance requirements under different load conditions specified? [Completeness]"
+- "Can performance requirements be objectively measured? [Measurability]"
+- "Are degradation requirements defined for high-load scenarios? [Edge Case, Gap]"
+
+**Security Requirements Quality:** `security.md`
+
+Sample items:
+
+- "Are authentication requirements specified for all protected resources? [Coverage]"
+- "Are data protection requirements defined for sensitive information? [Completeness]"
+- "Is the threat model documented and requirements aligned to it? [Traceability]"
+- "Are security requirements consistent with compliance obligations? [Consistency]"
+- "Are security failure/breach response requirements defined? [Gap, Exception Flow]"
+
+## Anti-Examples: What NOT To Do
+
+**❌ WRONG - These test implementation, not requirements:**
+
+```markdown
+- [ ] CHK001 - Verify landing page displays 3 episode cards [Spec §FR-001]
+- [ ] CHK002 - Test hover states work correctly on desktop [Spec §FR-003]
+- [ ] CHK003 - Confirm logo click navigates to home page [Spec §FR-010]
+- [ ] CHK004 - Check that related episodes section shows 3-5 items [Spec §FR-005]
+```
+
+**✅ CORRECT - These test requirements quality:**
+
+```markdown
+- [ ] CHK001 - Are the number and layout of featured episodes explicitly specified? [Completeness, Spec §FR-001]
+- [ ] CHK002 - Are hover state requirements consistently defined for all interactive elements? [Consistency, Spec §FR-003]
+- [ ] CHK003 - Are navigation requirements clear for all clickable brand elements? [Clarity, Spec §FR-010]
+- [ ] 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]
+```
+
+**Key Differences:**
+
+- Wrong: Tests if the system works correctly
+- Correct: Tests if the requirements are written correctly
+- Wrong: Verification of behavior
+- Correct: Validation of requirement quality
+- Wrong: "Does it do X?"
+- Correct: "Is X clearly specified?"

.kilocode/workflows/speckit.clarify.md

@@ -0,0 +1,181 @@
+---
+description: Identify underspecified areas in the current feature spec by asking up to 5 highly targeted clarification questions and encoding answers back into the spec.
+handoffs: 
+  - label: Build Technical Plan
+    agent: speckit.plan
+    prompt: Create a plan for the spec. I am building with...
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+Goal: Detect and reduce ambiguity or missing decision points in the active feature specification and record the clarifications directly in the spec file.
+
+Note: This clarification workflow is expected to run (and be completed) BEFORE invoking `/speckit.plan`. If the user explicitly states they are skipping clarification (e.g., exploratory spike), you may proceed, but must warn that downstream rework risk increases.
+
+Execution steps:
+
+1. Run `.specify/scripts/bash/check-prerequisites.sh --json --paths-only` from repo root **once** (combined `--json --paths-only` mode / `-Json -PathsOnly`). Parse minimal JSON payload fields:
+   - `FEATURE_DIR`
+   - `FEATURE_SPEC`
+   - (Optionally capture `IMPL_PLAN`, `TASKS` for future chained flows.)
+   - If JSON parsing fails, abort and instruct user to re-run `/speckit.specify` or verify feature branch environment.
+   - 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 the current spec file. Perform a structured ambiguity & coverage scan using this taxonomy. For each category, mark status: Clear / Partial / Missing. Produce an internal coverage map used for prioritization (do not output raw map unless no questions will be asked).
+
+   Functional Scope & Behavior:
+   - Core user goals & success criteria
+   - Explicit out-of-scope declarations
+   - User roles / personas differentiation
+
+   Domain & Data Model:
+   - Entities, attributes, relationships
+   - Identity & uniqueness rules
+   - Lifecycle/state transitions
+   - Data volume / scale assumptions
+
+   Interaction & UX Flow:
+   - Critical user journeys / sequences
+   - Error/empty/loading states
+   - Accessibility or localization notes
+
+   Non-Functional Quality Attributes:
+   - Performance (latency, throughput targets)
+   - Scalability (horizontal/vertical, limits)
+   - Reliability & availability (uptime, recovery expectations)
+   - Observability (logging, metrics, tracing signals)
+   - Security & privacy (authN/Z, data protection, threat assumptions)
+   - Compliance / regulatory constraints (if any)
+
+   Integration & External Dependencies:
+   - External services/APIs and failure modes
+   - Data import/export formats
+   - Protocol/versioning assumptions
+
+   Edge Cases & Failure Handling:
+   - Negative scenarios
+   - Rate limiting / throttling
+   - Conflict resolution (e.g., concurrent edits)
+
+   Constraints & Tradeoffs:
+   - Technical constraints (language, storage, hosting)
+   - Explicit tradeoffs or rejected alternatives
+
+   Terminology & Consistency:
+   - Canonical glossary terms
+   - Avoided synonyms / deprecated terms
+
+   Completion Signals:
+   - Acceptance criteria testability
+   - Measurable Definition of Done style indicators
+
+   Misc / Placeholders:
+   - TODO markers / unresolved decisions
+   - Ambiguous adjectives ("robust", "intuitive") lacking quantification
+
+   For each category with Partial or Missing status, add a candidate question opportunity unless:
+   - Clarification would not materially change implementation or validation strategy
+   - Information is better deferred to planning phase (note internally)
+
+3. Generate (internally) a prioritized queue of candidate clarification questions (maximum 5). Do NOT output them all at once. Apply these constraints:
+    - Maximum of 10 total questions across the whole session.
+    - Each question must be answerable with EITHER:
+       - A short multiple‑choice selection (2–5 distinct, mutually exclusive options), OR
+       - A one-word / short‑phrase answer (explicitly constrain: "Answer in <=5 words").
+    - Only include questions whose answers materially impact architecture, data modeling, task decomposition, test design, UX behavior, operational readiness, or compliance validation.
+    - Ensure category coverage balance: attempt to cover the highest impact unresolved categories first; avoid asking two low-impact questions when a single high-impact area (e.g., security posture) is unresolved.
+    - Exclude questions already answered, trivial stylistic preferences, or plan-level execution details (unless blocking correctness).
+    - Favor clarifications that reduce downstream rework risk or prevent misaligned acceptance tests.
+    - If more than 5 categories remain unresolved, select the top 5 by (Impact * Uncertainty) heuristic.
+
+4. Sequential questioning loop (interactive):
+    - Present EXACTLY ONE question at a time.
+    - For multiple‑choice questions:
+       - **Analyze all options** and determine the **most suitable option** based on:
+          - Best practices for the project type
+          - Common patterns in similar implementations
+          - Risk reduction (security, performance, maintainability)
+          - Alignment with any explicit project goals or constraints visible in the spec
+       - Present your **recommended option prominently** at the top with clear reasoning (1-2 sentences explaining why this is the best choice).
+       - Format as: `**Recommended:** Option [X] - <reasoning>`
+       - Then render all options as a Markdown table:
+
+       | Option | Description |
+       |--------|-------------|
+       | A | <Option A description> |
+       | B | <Option B description> |
+       | C | <Option C description> (add D/E as needed up to 5) |
+       | Short | Provide a different short answer (<=5 words) (Include only if free-form alternative is appropriate) |
+
+       - After the table, add: `You can reply with the option letter (e.g., "A"), accept the recommendation by saying "yes" or "recommended", or provide your own short answer.`
+    - For short‑answer style (no meaningful discrete options):
+       - Provide your **suggested answer** based on best practices and context.
+       - Format as: `**Suggested:** <your proposed answer> - <brief reasoning>`
+       - Then output: `Format: Short answer (<=5 words). You can accept the suggestion by saying "yes" or "suggested", or provide your own answer.`
+    - After the user answers:
+       - If the user replies with "yes", "recommended", or "suggested", use your previously stated recommendation/suggestion as the answer.
+       - Otherwise, validate the answer maps to one option or fits the <=5 word constraint.
+       - If ambiguous, ask for a quick disambiguation (count still belongs to same question; do not advance).
+       - Once satisfactory, record it in working memory (do not yet write to disk) and move to the next queued question.
+    - Stop asking further questions when:
+       - All critical ambiguities resolved early (remaining queued items become unnecessary), OR
+       - User signals completion ("done", "good", "no more"), OR
+       - You reach 5 asked questions.
+    - Never reveal future queued questions in advance.
+    - If no valid questions exist at start, immediately report no critical ambiguities.
+
+5. Integration after EACH accepted answer (incremental update approach):
+    - Maintain in-memory representation of the spec (loaded once at start) plus the raw file contents.
+    - For the first integrated answer in this session:
+       - Ensure a `## Clarifications` section exists (create it just after the highest-level contextual/overview section per the spec template if missing).
+       - Under it, create (if not present) a `### Session YYYY-MM-DD` subheading for today.
+    - Append a bullet line immediately after acceptance: `- Q: <question> → A: <final answer>`.
+    - Then immediately apply the clarification to the most appropriate section(s):
+       - Functional ambiguity → Update or add a bullet in Functional Requirements.
+       - User interaction / actor distinction → Update User Stories or Actors subsection (if present) with clarified role, constraint, or scenario.
+       - Data shape / entities → Update Data Model (add fields, types, relationships) preserving ordering; note added constraints succinctly.
+       - Non-functional constraint → Add/modify measurable criteria in Non-Functional / Quality Attributes section (convert vague adjective to metric or explicit target).
+       - Edge case / negative flow → Add a new bullet under Edge Cases / Error Handling (or create such subsection if template provides placeholder for it).
+       - Terminology conflict → Normalize term across spec; retain original only if necessary by adding `(formerly referred to as "X")` once.
+    - If the clarification invalidates an earlier ambiguous statement, replace that statement instead of duplicating; leave no obsolete contradictory text.
+    - Save the spec file AFTER each integration to minimize risk of context loss (atomic overwrite).
+    - Preserve formatting: do not reorder unrelated sections; keep heading hierarchy intact.
+    - Keep each inserted clarification minimal and testable (avoid narrative drift).
+
+6. Validation (performed after EACH write plus final pass):
+   - Clarifications session contains exactly one bullet per accepted answer (no duplicates).
+   - Total asked (accepted) questions ≤ 5.
+   - Updated sections contain no lingering vague placeholders the new answer was meant to resolve.
+   - No contradictory earlier statement remains (scan for now-invalid alternative choices removed).
+   - Markdown structure valid; only allowed new headings: `## Clarifications`, `### Session YYYY-MM-DD`.
+   - Terminology consistency: same canonical term used across all updated sections.
+
+7. Write the updated spec back to `FEATURE_SPEC`.
+
+8. Report completion (after questioning loop ends or early termination):
+   - Number of questions asked & answered.
+   - Path to updated spec.
+   - Sections touched (list names).
+   - Coverage summary table listing each taxonomy category with Status: Resolved (was Partial/Missing and addressed), Deferred (exceeds question quota or better suited for planning), Clear (already sufficient), Outstanding (still Partial/Missing but low impact).
+   - If any Outstanding or Deferred remain, recommend whether to proceed to `/speckit.plan` or run `/speckit.clarify` again later post-plan.
+   - Suggested next command.
+
+Behavior rules:
+
+- If no meaningful ambiguities found (or all potential questions would be low-impact), respond: "No critical ambiguities detected worth formal clarification." and suggest proceeding.
+- If spec file missing, instruct user to run `/speckit.specify` first (do not create a new spec here).
+- Never exceed 5 total asked questions (clarification retries for a single question do not count as new questions).
+- Avoid speculative tech stack questions unless the absence blocks functional clarity.
+- Respect user early termination signals ("stop", "done", "proceed").
+- If no questions asked due to full coverage, output a compact coverage summary (all categories Clear) then suggest advancing.
+- If quota reached with unresolved high-impact categories remaining, explicitly flag them under Deferred with rationale.
+
+Context for prioritization: $ARGUMENTS

.kilocode/workflows/speckit.constitution.md

@@ -0,0 +1,82 @@
+---
+description: Create or update the project constitution from interactive or provided principle inputs, ensuring all dependent templates stay in sync.
+handoffs: 
+  - label: Build Specification
+    agent: speckit.specify
+    prompt: Implement the feature specification based on the updated constitution. I want to build...
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+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.
+
+Follow this execution flow:
+
+1. Load the existing constitution template at `.specify/memory/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.
+
+2. Collect/derive values for placeholders:
+   - If user input (conversation) supplies a value, use it.
+   - Otherwise infer from existing repo context (README, docs, prior constitution versions if embedded).
+   - For governance dates: `RATIFICATION_DATE` is the original adoption date (if unknown ask or mark TODO), `LAST_AMENDED_DATE` is today if changes are made, otherwise keep previous.
+   - `CONSTITUTION_VERSION` must increment according to semantic versioning rules:
+     - MAJOR: Backward incompatible governance/principle removals or redefinitions.
+     - MINOR: New principle/section added or materially expanded guidance.
+     - PATCH: Clarifications, wording, typo fixes, non-semantic refinements.
+   - If version bump type ambiguous, propose reasoning before finalizing.
+
+3. Draft the updated constitution content:
+   - Replace every placeholder with concrete text (no bracketed tokens left except intentionally retained template slots that the project has chosen not to define yet—explicitly justify any left).
+   - Preserve heading hierarchy and comments can be removed once replaced unless they still add clarifying guidance.
+   - Ensure each Principle section: succinct name line, paragraph (or bullet list) capturing non‑negotiable rules, explicit rationale if not obvious.
+   - Ensure Governance section lists amendment procedure, versioning policy, and compliance review expectations.
+
+4. Consistency propagation checklist (convert prior checklist into active validations):
+   - Read `.specify/templates/plan-template.md` and ensure any "Constitution Check" or rules align with updated principles.
+   - Read `.specify/templates/spec-template.md` for scope/requirements alignment—update if constitution adds/removes mandatory sections or constraints.
+   - Read `.specify/templates/tasks-template.md` and ensure task categorization reflects new or removed principle-driven task types (e.g., observability, versioning, testing discipline).
+   - Read each command file in `.specify/templates/commands/*.md` (including this one) to verify no outdated references (agent-specific names like CLAUDE only) remain when generic guidance is required.
+   - Read any runtime guidance docs (e.g., `README.md`, `docs/quickstart.md`, or agent-specific guidance files if present). Update references to principles changed.
+
+5. Produce a Sync Impact Report (prepend as an HTML comment at top of the constitution file after update):
+   - Version change: old → new
+   - List of modified principles (old title → new title if renamed)
+   - Added sections
+   - Removed sections
+   - Templates requiring updates (✅ updated / ⚠ pending) with file paths
+   - Follow-up TODOs if any placeholders intentionally deferred.
+
+6. Validation before final output:
+   - No remaining unexplained bracket tokens.
+   - Version line matches report.
+   - 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).
+
+8. Output a final summary to the user with:
+   - New version and bump rationale.
+   - Any files flagged for manual follow-up.
+   - Suggested commit message (e.g., `docs: amend constitution to vX.Y.Z (principle additions + governance update)`).
+
+Formatting & Style Requirements:
+
+- Use Markdown headings exactly as in the template (do not demote/promote levels).
+- Wrap long rationale lines to keep readability (<100 chars ideally) but do not hard enforce with awkward breaks.
+- Keep a single blank line between sections.
+- Avoid trailing whitespace.
+
+If the user supplies partial updates (e.g., only one principle revision), still perform validation and version decision steps.
+
+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.

.kilocode/workflows/speckit.implement.md

@@ -0,0 +1,135 @@
+---
+description: Execute the implementation plan by processing and executing all tasks defined in tasks.md
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+1. Run `.specify/scripts/bash/check-prerequisites.sh --json --require-tasks --include-tasks` 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. **Check checklists status** (if FEATURE_DIR/checklists/ exists):
+   - Scan all checklist files in the checklists/ directory
+   - For each checklist, count:
+     - Total items: All lines matching `- [ ]` or `- [X]` or `- [x]`
+     - Completed items: Lines matching `- [X]` or `- [x]`
+     - Incomplete items: Lines matching `- [ ]`
+   - Create a status table:
+
+     ```text
+     | Checklist | Total | Completed | Incomplete | Status |
+     |-----------|-------|-----------|------------|--------|
+     | ux.md     | 12    | 12        | 0          | ✓ PASS |
+     | test.md   | 8     | 5         | 3          | ✗ FAIL |
+     | security.md | 6   | 6         | 0          | ✓ PASS |
+     ```
+
+   - Calculate overall status:
+     - **PASS**: All checklists have 0 incomplete items
+     - **FAIL**: One or more checklists have incomplete items
+
+   - **If any checklist is incomplete**:
+     - Display the table with incomplete item counts
+     - **STOP** and ask: "Some checklists are incomplete. Do you want to proceed with implementation anyway? (yes/no)"
+     - Wait for user response before continuing
+     - If user says "no" or "wait" or "stop", halt execution
+     - If user says "yes" or "proceed" or "continue", proceed to step 3
+
+   - **If all checklists are complete**:
+     - Display the table showing all checklists passed
+     - 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
+
+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):
+
+     ```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
+
+   **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):
+   - **Node.js/JavaScript/TypeScript**: `node_modules/`, `dist/`, `build/`, `*.log`, `.env*`
+   - **Python**: `__pycache__/`, `*.pyc`, `.venv/`, `venv/`, `dist/`, `*.egg-info/`
+   - **Java**: `target/`, `*.class`, `*.jar`, `.gradle/`, `build/`
+   - **C#/.NET**: `bin/`, `obj/`, `*.user`, `*.suo`, `packages/`
+   - **Go**: `*.exe`, `*.test`, `vendor/`, `*.out`
+   - **Ruby**: `.bundle/`, `log/`, `tmp/`, `*.gem`, `vendor/bundle/`
+   - **PHP**: `vendor/`, `*.log`, `*.cache`, `*.env`
+   - **Rust**: `target/`, `debug/`, `release/`, `*.rs.bk`, `*.rlib`, `*.prof*`, `.idea/`, `*.log`, `.env*`
+   - **Kotlin**: `build/`, `out/`, `.gradle/`, `.idea/`, `*.class`, `*.jar`, `*.iml`, `*.log`, `.env*`
+   - **C++**: `build/`, `bin/`, `obj/`, `out/`, `*.o`, `*.so`, `*.a`, `*.exe`, `*.dll`, `.idea/`, `*.log`, `.env*`
+   - **C**: `build/`, `bin/`, `obj/`, `out/`, `*.o`, `*.a`, `*.so`, `*.exe`, `Makefile`, `config.log`, `.idea/`, `*.log`, `.env*`
+   - **Swift**: `.build/`, `DerivedData/`, `*.swiftpm/`, `Packages/`
+   - **R**: `.Rproj.user/`, `.Rhistory`, `.RData`, `.Ruserdata`, `*.Rproj`, `packrat/`, `renv/`
+   - **Universal**: `.DS_Store`, `Thumbs.db`, `*.tmp`, `*.swp`, `.vscode/`, `.idea/`
+
+   **Tool-Specific Patterns**:
+   - **Docker**: `node_modules/`, `.git/`, `Dockerfile*`, `.dockerignore`, `*.log*`, `.env*`, `coverage/`
+   - **ESLint**: `node_modules/`, `dist/`, `build/`, `coverage/`, `*.min.js`
+   - **Prettier**: `node_modules/`, `dist/`, `build/`, `coverage/`, `package-lock.json`, `yarn.lock`, `pnpm-lock.yaml`
+   - **Terraform**: `.terraform/`, `*.tfstate*`, `*.tfvars`, `.terraform.lock.hcl`
+   - **Kubernetes/k8s**: `*.secret.yaml`, `secrets/`, `.kube/`, `kubeconfig*`, `*.key`, `*.crt`
+
+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
+
+6. Execute implementation following the task plan:
+   - **Phase-by-phase execution**: Complete each phase before moving to the next
+   - **Respect dependencies**: Run sequential tasks in order, parallel tasks [P] can run together  
+   - **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
+
+7. Implementation execution rules:
+   - **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
+   - **Integration work**: Database connections, middleware, logging, external services
+   - **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.
+
+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
+
+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

@@ -0,0 +1,89 @@
+---
+description: Execute the implementation planning workflow using the plan template to generate design artifacts.
+handoffs: 
+  - label: Create Tasks
+    agent: speckit.tasks
+    prompt: Break the plan into tasks
+    send: true
+  - label: Create Checklist
+    agent: speckit.checklist
+    prompt: Create a checklist for the following domain...
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+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).
+
+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 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.
+
+## Phases
+
+### Phase 0: Outline & Research
+
+1. **Extract unknowns from Technical Context** above:
+   - For each NEEDS CLARIFICATION → research task
+   - For each dependency → best practices task
+   - For each integration → patterns task
+
+2. **Generate and dispatch research agents**:
+
+   ```text
+   For each unknown in Technical Context:
+     Task: "Research {unknown} for {feature context}"
+   For each technology choice:
+     Task: "Find best practices for {tech} in {domain}"
+   ```
+
+3. **Consolidate findings** in `research.md` using format:
+   - Decision: [what was chosen]
+   - Rationale: [why chosen]
+   - Alternatives considered: [what else evaluated]
+
+**Output**: research.md with all NEEDS CLARIFICATION resolved
+
+### Phase 1: Design & Contracts
+
+**Prerequisites:** `research.md` complete
+
+1. **Extract entities from feature spec** → `data-model.md`:
+   - Entity name, fields, relationships
+   - Validation rules from requirements
+   - State transitions if applicable
+
+2. **Generate API contracts** from functional requirements:
+   - For each user action → endpoint
+   - Use standard REST/GraphQL patterns
+   - Output OpenAPI/GraphQL schema to `/contracts/`
+
+3. **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
+
+## Key rules
+
+- Use absolute paths
+- ERROR on gate failures or unresolved clarifications

.kilocode/workflows/speckit.specify.md

@@ -0,0 +1,258 @@
+---
+description: Create or update the feature specification from a natural language feature description.
+handoffs: 
+  - label: Build Technical Plan
+    agent: speckit.plan
+    prompt: Create a plan for the spec. I am building with...
+  - label: Clarify Spec Requirements
+    agent: speckit.clarify
+    prompt: Clarify specification requirements
+    send: true
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+The text the user typed after `/speckit.specify` in the triggering message **is** the feature description. Assume you always have it available in this conversation even if `$ARGUMENTS` appears literally below. Do not ask the user to repeat it unless they provided an empty command.
+
+Given that feature description, do this:
+
+1. **Generate a concise short name** (2-4 words) for the branch:
+   - Analyze the feature description and extract the most meaningful keywords
+   - Create a 2-4 word short name that captures the essence of the feature
+   - Use action-noun format when possible (e.g., "add-user-auth", "fix-payment-bug")
+   - Preserve technical terms and acronyms (OAuth2, API, JWT, etc.)
+   - Keep it concise but descriptive enough to understand the feature at a glance
+   - Examples:
+     - "I want to add user authentication" → "user-auth"
+     - "Implement OAuth2 integration for the API" → "oauth2-api-integration"
+     - "Create a dashboard for analytics" → "analytics-dashboard"
+     - "Fix payment processing timeout bug" → "fix-payment-timeout"
+
+2. **Check for existing branches before creating new one**:
+
+   a. First, fetch all remote branches to ensure we have the latest information:
+
+      ```bash
+      git fetch --all --prune
+      ```
+
+   b. Find the highest feature number across all sources for the short-name:
+      - Remote branches: `git ls-remote --heads origin | grep -E 'refs/heads/[0-9]+-<short-name>$'`
+      - Local branches: `git branch | grep -E '^[* ]*[0-9]+-<short-name>$'`
+      - Specs directories: Check for directories matching `specs/[0-9]+-<short-name>`
+
+   c. Determine the next available number:
+      - Extract all numbers from all three sources
+      - Find the highest number N
+      - Use N+1 for the new branch number
+
+   d. Run the script `.specify/scripts/bash/create-new-feature.sh --json "$ARGUMENTS"` with the calculated number and short-name:
+      - Pass `--number N+1` and `--short-name "your-short-name"` along with the feature description
+      - Bash example: `.specify/scripts/bash/create-new-feature.sh --json "$ARGUMENTS" --json --number 5 --short-name "user-auth" "Add user authentication"`
+      - PowerShell example: `.specify/scripts/bash/create-new-feature.sh --json "$ARGUMENTS" -Json -Number 5 -ShortName "user-auth" "Add user authentication"`
+
+   **IMPORTANT**:
+   - Check all three sources (remote branches, local branches, specs directories) to find the highest number
+   - Only match branches/directories with the exact short-name pattern
+   - If no existing branches/directories found with this short-name, start with number 1
+   - You must only ever run this script once per feature
+   - The JSON is provided in the terminal as output - always refer to it to get the actual content you're looking for
+   - The JSON output will contain BRANCH_NAME and SPEC_FILE paths
+   - 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")
+
+3. Load `.specify/templates/spec-template.md` to understand required sections.
+
+4. Follow this execution flow:
+
+    1. Parse user description from Input
+       If empty: ERROR "No feature description provided"
+    2. Extract key concepts from description
+       Identify: actors, actions, data, constraints
+    3. For unclear aspects:
+       - Make informed guesses based on context and industry standards
+       - Only mark with [NEEDS CLARIFICATION: specific question] if:
+         - The choice significantly impacts feature scope or user experience
+         - Multiple reasonable interpretations exist with different implications
+         - No reasonable default exists
+       - **LIMIT: Maximum 3 [NEEDS CLARIFICATION] markers total**
+       - Prioritize clarifications by impact: scope > security/privacy > user experience > technical details
+    4. Fill User Scenarios & Testing section
+       If no clear user flow: ERROR "Cannot determine user scenarios"
+    5. Generate Functional Requirements
+       Each requirement must be testable
+       Use reasonable defaults for unspecified details (document assumptions in Assumptions section)
+    6. Define Success Criteria
+       Create measurable, technology-agnostic outcomes
+       Include both quantitative metrics (time, performance, volume) and qualitative measures (user satisfaction, task completion)
+       Each criterion must be verifiable without implementation details
+    7. Identify Key Entities (if data involved)
+    8. Return: SUCCESS (spec ready for planning)
+
+5. Write the specification to SPEC_FILE using the template structure, replacing placeholders with concrete details derived from the feature description (arguments) while preserving section order and headings.
+
+6. **Specification Quality Validation**: After writing the initial spec, validate it against quality criteria:
+
+   a. **Create Spec Quality Checklist**: Generate a checklist file at `FEATURE_DIR/checklists/requirements.md` using the checklist template structure with these validation items:
+
+      ```markdown
+      # Specification Quality Checklist: [FEATURE NAME]
+      
+      **Purpose**: Validate specification completeness and quality before proceeding to planning
+      **Created**: [DATE]
+      **Feature**: [Link to spec.md]
+      
+      ## Content Quality
+      
+      - [ ] No implementation details (languages, frameworks, APIs)
+      - [ ] Focused on user value and business needs
+      - [ ] Written for non-technical stakeholders
+      - [ ] All mandatory sections completed
+      
+      ## Requirement Completeness
+      
+      - [ ] No [NEEDS CLARIFICATION] markers remain
+      - [ ] Requirements are testable and unambiguous
+      - [ ] Success criteria are measurable
+      - [ ] Success criteria are technology-agnostic (no implementation details)
+      - [ ] All acceptance scenarios are defined
+      - [ ] Edge cases are identified
+      - [ ] Scope is clearly bounded
+      - [ ] Dependencies and assumptions identified
+      
+      ## Feature Readiness
+      
+      - [ ] All functional requirements have clear acceptance criteria
+      - [ ] User scenarios cover primary flows
+      - [ ] Feature meets measurable outcomes defined in Success Criteria
+      - [ ] No implementation details leak into specification
+      
+      ## Notes
+      
+      - Items marked incomplete require spec updates before `/speckit.clarify` or `/speckit.plan`
+      ```
+
+   b. **Run Validation Check**: Review the spec against each checklist item:
+      - For each item, determine if it passes or fails
+      - Document specific issues found (quote relevant spec sections)
+
+   c. **Handle Validation Results**:
+
+      - **If all items pass**: Mark checklist complete and proceed to step 6
+
+      - **If items fail (excluding [NEEDS CLARIFICATION])**:
+        1. List the failing items and specific issues
+        2. Update the spec to address each issue
+        3. Re-run validation until all items pass (max 3 iterations)
+        4. If still failing after 3 iterations, document remaining issues in checklist notes and warn user
+
+      - **If [NEEDS CLARIFICATION] markers remain**:
+        1. Extract all [NEEDS CLARIFICATION: ...] markers from the spec
+        2. **LIMIT CHECK**: If more than 3 markers exist, keep only the 3 most critical (by scope/security/UX impact) and make informed guesses for the rest
+        3. For each clarification needed (max 3), present options to user in this format:
+
+           ```markdown
+           ## Question [N]: [Topic]
+           
+           **Context**: [Quote relevant spec section]
+           
+           **What we need to know**: [Specific question from NEEDS CLARIFICATION marker]
+           
+           **Suggested Answers**:
+           
+           | Option | Answer | Implications |
+           |--------|--------|--------------|
+           | A      | [First suggested answer] | [What this means for the feature] |
+           | B      | [Second suggested answer] | [What this means for the feature] |
+           | C      | [Third suggested answer] | [What this means for the feature] |
+           | Custom | Provide your own answer | [Explain how to provide custom input] |
+           
+           **Your choice**: _[Wait for user response]_
+           ```
+
+        4. **CRITICAL - Table Formatting**: Ensure markdown tables are properly formatted:
+           - Use consistent spacing with pipes aligned
+           - Each cell should have spaces around content: `| Content |` not `|Content|`
+           - Header separator must have at least 3 dashes: `|--------|`
+           - Test that the table renders correctly in markdown preview
+        5. Number questions sequentially (Q1, Q2, Q3 - max 3 total)
+        6. Present all questions together before waiting for responses
+        7. Wait for user to respond with their choices for all questions (e.g., "Q1: A, Q2: Custom - [details], Q3: B")
+        8. Update the spec by replacing each [NEEDS CLARIFICATION] marker with the user's selected or provided answer
+        9. Re-run validation after all clarifications are resolved
+
+   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`).
+
+**NOTE:** The script creates and checks out the new branch and initializes the spec file before writing.
+
+## General Guidelines
+
+## Quick Guidelines
+
+- Focus on **WHAT** users need and **WHY**.
+- Avoid HOW to implement (no tech stack, APIs, code structure).
+- Written for business stakeholders, not developers.
+- DO NOT create any checklists that are embedded in the spec. That will be a separate command.
+
+### Section Requirements
+
+- **Mandatory sections**: Must be completed for every feature
+- **Optional sections**: Include only when relevant to the feature
+- When a section doesn't apply, remove it entirely (don't leave as "N/A")
+
+### For AI Generation
+
+When creating this spec from a user prompt:
+
+1. **Make informed guesses**: Use context, industry standards, and common patterns to fill gaps
+2. **Document assumptions**: Record reasonable defaults in the Assumptions section
+3. **Limit clarifications**: Maximum 3 [NEEDS CLARIFICATION] markers - use only for critical decisions that:
+   - Significantly impact feature scope or user experience
+   - Have multiple reasonable interpretations with different implications
+   - Lack any reasonable default
+4. **Prioritize clarifications**: scope > security/privacy > user experience > technical details
+5. **Think like a tester**: Every vague requirement should fail the "testable and unambiguous" checklist item
+6. **Common areas needing clarification** (only if no reasonable default exists):
+   - Feature scope and boundaries (include/exclude specific use cases)
+   - User types and permissions (if multiple conflicting interpretations possible)
+   - Security/compliance requirements (when legally/financially significant)
+
+**Examples of reasonable defaults** (don't ask about these):
+
+- Data retention: Industry-standard practices for the domain
+- Performance targets: Standard web/mobile app expectations unless specified
+- Error handling: User-friendly messages with appropriate fallbacks
+- Authentication method: Standard session-based or OAuth2 for web apps
+- Integration patterns: RESTful APIs unless specified otherwise
+
+### Success Criteria Guidelines
+
+Success criteria must be:
+
+1. **Measurable**: Include specific metrics (time, percentage, count, rate)
+2. **Technology-agnostic**: No mention of frameworks, languages, databases, or tools
+3. **User-focused**: Describe outcomes from user/business perspective, not system internals
+4. **Verifiable**: Can be tested/validated without knowing implementation details
+
+**Good examples**:
+
+- "Users can complete checkout in under 3 minutes"
+- "System supports 10,000 concurrent users"
+- "95% of searches return results in under 1 second"
+- "Task completion rate improves by 40%"
+
+**Bad examples** (implementation-focused):
+
+- "API response time is under 200ms" (too technical, use "Users see results instantly")
+- "Database can handle 1000 TPS" (implementation detail, use user-facing metric)
+- "React components render efficiently" (framework-specific)
+- "Redis cache hit rate above 80%" (technology-specific)

.kilocode/workflows/speckit.tasks.md

@@ -0,0 +1,137 @@
+---
+description: Generate an actionable, dependency-ordered tasks.md for the feature based on available design artifacts.
+handoffs: 
+  - label: Analyze For Consistency
+    agent: speckit.analyze
+    prompt: Run a project analysis for consistency
+    send: true
+  - label: Implement Project
+    agent: speckit.implement
+    prompt: Start the implementation in phases
+    send: true
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+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)
+   - 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
+   - 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)
+
+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)
+   - 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)
+   - Clear file paths for each task
+   - Dependencies section showing story completion order
+   - Parallel execution examples per story
+   - Implementation strategy section (MVP first, incremental delivery)
+
+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)
+
+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.
+
+## Task Generation Rules
+
+**CRITICAL**: Tasks MUST be organized by user story to enable independent implementation and testing.
+
+**Tests are OPTIONAL**: Only generate test tasks if explicitly requested in the feature specification or if user requests TDD approach.
+
+### Checklist Format (REQUIRED)
+
+Every task MUST strictly follow this format:
+
+```text
+- [ ] [TaskID] [P?] [Story?] Description with file path
+```
+
+**Format Components**:
+
+1. **Checkbox**: ALWAYS start with `- [ ]` (markdown checkbox)
+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)
+   - Setup phase: NO story label
+   - Foundational phase: NO story label  
+   - User Story phases: MUST have story label
+   - Polish phase: NO story label
+5. **Description**: Clear action with exact file path
+
+**Examples**:
+
+- ✅ CORRECT: `- [ ] T001 Create project structure per implementation plan`
+- ✅ CORRECT: `- [ ] T005 [P] Implement authentication middleware in src/middleware/auth.py`
+- ✅ CORRECT: `- [ ] T012 [P] [US1] Create User model in src/models/user.py`
+- ✅ CORRECT: `- [ ] T014 [US1] Implement UserService in src/services/user_service.py`
+- ❌ WRONG: `- [ ] Create User model` (missing ID and Story label)
+- ❌ WRONG: `T001 [US1] Create model` (missing checkbox)
+- ❌ WRONG: `- [ ] [US1] Create User model` (missing Task ID)
+- ❌ WRONG: `- [ ] T001 [US1] Create model` (missing file path)
+
+### Task 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
+     - Services needed for that story
+     - Endpoints/UI needed for that story
+     - If tests requested: Tests specific to that story
+   - Mark story dependencies (most stories should be independent)
+
+2. **From Contracts**:
+   - 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**:
+   - 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**:
+   - Shared infrastructure → Setup phase (Phase 1)
+   - Foundational/blocking tasks → Foundational phase (Phase 2)
+   - Story-specific setup → within that story's phase
+
+### Phase Structure
+
+- **Phase 1**: Setup (project initialization)
+- **Phase 2**: Foundational (blocking prerequisites - MUST complete before user stories)
+- **Phase 3+**: User Stories in priority order (P1, P2, P3...)
+  - 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

.kilocode/workflows/speckit.taskstoissues.md

@@ -0,0 +1,30 @@
+---
+description: Convert existing tasks into actionable, dependency-ordered GitHub issues for the feature based on available design artifacts.
+tools: ['github/github-mcp-server/issue_write']
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+1. Run `.specify/scripts/bash/check-prerequisites.sh --json --require-tasks --include-tasks` 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").
+1. From the executed script, extract the path to **tasks**.
+1. Get the Git remote by running:
+
+```bash
+git config --get remote.origin.url
+```
+
+> [!CAUTION]
+> ONLY PROCEED TO NEXT STEPS IF THE REMOTE IS A GITHUB URL
+
+1. For each task in the list, use the GitHub MCP server to create a new issue in the repository that is representative of the Git remote.
+
+> [!CAUTION]
+> UNDER NO CIRCUMSTANCES EVER CREATE ISSUES IN REPOSITORIES THAT DO NOT MATCH THE REMOTE URL

.kilocodemodes

@@ -0,0 +1,25 @@
+customModes:
+  - slug: tester
+    name: Tester
+    description: QA and Plan Verification Specialist
+    roleDefinition: >-
+      You are Kilo Code, acting as a QA and Verification Specialist. Your primary goal is to validate that the project implementation aligns strictly with the defined specifications and task plans.
+      
+      Your responsibilities include:
+      - Reading and analyzing task plans and specifications (typically in the `specs/` directory).
+      - Verifying that implemented code matches the requirements.
+      - Executing tests and validating system behavior via CLI or Browser.
+      - Updating the status of tasks in the plan files (e.g., marking checkboxes [x]) as they are verified.
+      - Identifying and reporting missing features or bugs.
+    whenToUse: >-
+      Use this mode when you need to audit the progress of a project, verify completed tasks against the plan, run quality assurance checks, or update the status of task lists in specification documents.
+    groups:
+      - read
+      - edit
+      - command
+      - browser
+      - mcp
+    customInstructions: >-
+      1. Always begin by loading the relevant plan or task list from the `specs/` directory.
+      2. Do not assume a task is done just because it is checked; verify the code or functionality first if asked to audit.
+      3. When updating task lists, ensure you only mark items as complete if you have verified them.

.pylintrc

@@ -0,0 +1,18 @@
+[MAIN]
+# Загружаем наш кастомный плагин с проверками для ИИ
+load-plugins=pylint_ai_checker.checker
+
+[MESSAGES CONTROL]
+# Отключаем правила, которые мешают AI-friendly подходу.
+# R0801: duplicate-code - Мы разрешаем дублирование на начальных фазах.
+# C0116: missing-function-docstring - У нас свой, более правильный стандарт "ДО-контрактов".
+disable=duplicate-code, missing-function-docstring
+
+[DESIGN]
+# Увеличиваем лимиты, чтобы не наказывать за явность и линейность кода.
+max-args=10
+max-locals=25
+
+[FORMAT]
+# Увеличиваем максимальную длину строки для наших подробных контрактов и якорей.
+max-line-length=300

.specify/memory/constitution.md

@@ -0,0 +1,99 @@
+<!--
+SYNC IMPACT REPORT
+Version: 1.5.0 (Fractal Complexity Limit)
+Changes:
+- Added Section VI (Fractal Complexity Limit) to enforce strict module (~300 lines) and function (~30-50 lines) size limits.
+- Aims to maintain semantic coherence and avoid "Attention Sink".
+Templates Status:
+- .specify/templates/plan-template.md: ✅ Aligned.
+- .specify/templates/spec-template.md: ✅ Aligned.
+- .specify/templates/tasks-arch-template.md: ✅ Aligned (New role-based split).
+- .specify/templates/tasks-dev-template.md: ✅ Aligned (New role-based split).
+-->
+# Semantic Code Generation Constitution
+
+## Core Principles
+
+### I. Causal Validity (Contracts First)
+Semantic definitions (Contracts) must ALWAYS precede implementation code. Logic is downstream of definition. We define the structure and constraints (`[DEF]`, `@PRE`, `@POST`) before writing the executable logic. This ensures that the "what" and "why" govern the "how".
+
+### II. Immutability of Architecture
+Once defined, architectural decisions in the Module Header (`@LAYER`, `@INVARIANT`, `@CONSTRAINT`) are treated as immutable constraints for that module. Changes to these require an explicit refactoring step, not ad-hoc modification during implementation.
+
+### III. Semantic Format Compliance
+All output must strictly follow the `[DEF]` / `[/DEF]` anchor syntax with specific Metadata Tags (`@KEY`) and Graph Relations (`@RELATION`). **Crucially, the closing anchor must strictly match the full content of the opening anchor (e.g., `[DEF:identifier:Type]` must close with `[/DEF:identifier:Type]`).**
+
+**Standardized Graph Relations**
+To ensure the integrity of the Semantic Graph, `@RELATION` must use a strict taxonomy:
+- `DEPENDS_ON` (Structural dependency)
+- `CALLS` (Flow control)
+- `CREATES` (Instantiation)
+- `INHERITS_FROM` / `IMPLEMENTS` (OOP hierarchy)
+- `READS_STATE` / `WRITES_STATE` (Data flow)
+- `DISPATCHES` / `HANDLES` (Event flow)
+
+Ad-hoc relationships are forbidden. This structure is non-negotiable as it ensures the codebase remains machine-readable, fractal-structured, and optimized for Sparse Attention navigation by AI agents.
+
+### IV. Design by Contract (DbC)
+Contracts are the Source of Truth. Functions and Classes must define their purpose, specifications, and constraints (`@PRE`, `@POST`, `@THROW`) in the metadata block before implementation. Implementation must strictly satisfy these contracts.
+
+### V. Belief State Logging
+Logs must define the agent's internal state for debugging and coherence checks. We use a strict format: `[{ANCHOR_ID}][{STATE}] {MESSAGE}`. For Python, a **Context Manager** pattern MUST be used to automatically handle `Entry`, `Exit`, and `Coherence` states, ensuring structural integrity and error capturing.
+
+### VI. Fractal Complexity Limit
+To maintain semantic coherence and avoid "Attention Sink" issues:
+- **Module Size**: If a Module body exceeds ~300 lines (or logical complexity), it MUST be refactored into sub-modules or a package structure.
+- **Function Size**: Functions should fit within a standard attention "chunk" (approx. 30-50 lines). If larger, logic MUST be decomposed into helper functions with their own contracts.
+
+This ensures every vector embedding remains sharp and focused.
+
+## File Structure Standards
+
+### Python Modules
+Every `.py` file must start with a Module definition header (`[DEF:module_name:Module]`) containing:
+- `@SEMANTICS`: Keywords for vector search.
+- `@PURPOSE`: Primary responsibility of the module.
+- `@LAYER`: Architecture layer (Domain/Infra/UI).
+- `@RELATION`: Dependencies.
+- `@INVARIANT` & `@CONSTRAINT`: Immutable rules.
+- `@PUBLIC_API`: Exported symbols.
+
+### Svelte Components
+Every `.svelte` file must start with a Component definition header (`[DEF:ComponentName:Component]`) wrapped in an HTML comment `<!-- ... -->` containing:
+- `@SEMANTICS`: Keywords for vector search.
+- `@PURPOSE`: Primary responsibility of the component.
+- `@LAYER`: Architecture layer (UI/State/Layout).
+- `@RELATION`: Child components, Stores used, API calls.
+- `@PROPS`: Input properties.
+- `@EVENTS`: Emitted events.
+- `@INVARIANT`: Immutable UI/State rules.
+
+## Generation Workflow
+The development process follows a strict sequence enforced by Agent Roles:
+
+### 1. Architecture Phase (Mode: `tech-lead`)
+**Input**: `tasks-arch.md`
+**Responsibility**:
+- Analyze request and graph position.
+- Generate `[DEF]` anchors, Headers, and Contracts (`@PRE`, `@POST`).
+- **Output**: Scaffolding files with no implementation logic.
+
+### 2. Implementation Phase (Mode: `code`)
+**Input**: `tasks-dev.md` + Scaffolding files
+**Responsibility**:
+- Read contracts defined by Architect.
+- Write implementation code that strictly satisfies contracts.
+- **Output**: Working code with passing tests.
+
+### 3. Validation
+If logic conflicts with Contract -> Stop -> Report Error.
+
+## Governance
+This Constitution establishes the "Semantic Code Generation Protocol" as the supreme law of this repository.
+
+- **Automated Enforcement**: All code generation tools and agents must parse and validate adherence to the `[DEF]` syntax and Contract requirements.
+- **Amendments**: Changes to the syntax or core principles require a formal amendment to this Constitution and a corresponding update to the constitution
+- **Review**: Code reviews must verify that implementation matches the preceding contracts and that no "naked code" exists outside of semantic anchors.
+- **Compliance**: Failure to adhere to the `[DEF]` / `[/DEF]` structure (including matching closing tags) constitutes a build failure.
+
+**Version**: 1.5.0 | **Ratified**: 2025-12-19 | **Last Amended**: 2025-12-27

.specify/scripts/bash/check-prerequisites.sh

@@ -0,0 +1,186 @@
+#!/usr/bin/env bash
+
+# Consolidated prerequisite checking script
+#
+# This script provides unified prerequisite checking for Spec-Driven Development workflow.
+# It replaces the functionality previously spread across multiple scripts.
+#
+# Usage: ./check-prerequisites.sh [OPTIONS]
+#
+# OPTIONS:
+#   --json              Output in JSON format
+#   --require-tasks     Require tasks-arch.md and tasks-dev.md to exist (for implementation phase)
+#   --include-tasks     Include task files in AVAILABLE_DOCS list
+#   --paths-only        Only output path variables (no validation)
+#   --help, -h          Show help message
+#
+# OUTPUTS:
+#   JSON mode: {"FEATURE_DIR":"...", "AVAILABLE_DOCS":["..."]}
+#   Text mode: FEATURE_DIR:... \n AVAILABLE_DOCS: \n ✓/✗ file.md
+#   Paths only: REPO_ROOT: ... \n BRANCH: ... \n FEATURE_DIR: ... etc.
+
+set -e
+
+# Parse command line arguments
+JSON_MODE=false
+REQUIRE_TASKS=false
+INCLUDE_TASKS=false
+PATHS_ONLY=false
+
+for arg in "$@"; do
+    case "$arg" in
+        --json)
+            JSON_MODE=true
+            ;;
+        --require-tasks)
+            REQUIRE_TASKS=true
+            ;;
+        --include-tasks)
+            INCLUDE_TASKS=true
+            ;;
+        --paths-only)
+            PATHS_ONLY=true
+            ;;
+        --help|-h)
+            cat << 'EOF'
+Usage: check-prerequisites.sh [OPTIONS]
+
+Consolidated prerequisite checking for Spec-Driven Development workflow.
+
+OPTIONS:
+  --json              Output in JSON format
+  --require-tasks     Require tasks-arch.md and tasks-dev.md to exist (for implementation phase)
+  --include-tasks     Include task files in AVAILABLE_DOCS list
+  --paths-only        Only output path variables (no prerequisite validation)
+  --help, -h          Show this help message
+
+EXAMPLES:
+  # Check task prerequisites (plan.md required)
+  ./check-prerequisites.sh --json
+  
+  # Check implementation prerequisites (plan.md + task files required)
+  ./check-prerequisites.sh --json --require-tasks --include-tasks
+  
+  # Get feature paths only (no validation)
+  ./check-prerequisites.sh --paths-only
+  
+EOF
+            exit 0
+            ;;
+        *)
+            echo "ERROR: Unknown option '$arg'. Use --help for usage information." >&2
+            exit 1
+            ;;
+    esac
+done
+
+# Source common functions
+SCRIPT_DIR="$(CDPATH="" cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+source "$SCRIPT_DIR/common.sh"
+
+# Get feature paths and validate branch
+eval $(get_feature_paths)
+check_feature_branch "$CURRENT_BRANCH" "$HAS_GIT" || exit 1
+
+# If paths-only mode, output paths and exit (support JSON + paths-only combined)
+if $PATHS_ONLY; then
+    if $JSON_MODE; then
+        # Minimal JSON paths payload (no validation performed)
+        printf '{"REPO_ROOT":"%s","BRANCH":"%s","FEATURE_DIR":"%s","FEATURE_SPEC":"%s","IMPL_PLAN":"%s","TASKS_ARCH":"%s","TASKS_DEV":"%s"}\n' \
+            "$REPO_ROOT" "$CURRENT_BRANCH" "$FEATURE_DIR" "$FEATURE_SPEC" "$IMPL_PLAN" "$TASKS_ARCH" "$TASKS_DEV"
+    else
+        echo "REPO_ROOT: $REPO_ROOT"
+        echo "BRANCH: $CURRENT_BRANCH"
+        echo "FEATURE_DIR: $FEATURE_DIR"
+        echo "FEATURE_SPEC: $FEATURE_SPEC"
+        echo "IMPL_PLAN: $IMPL_PLAN"
+        echo "TASKS_ARCH: $TASKS_ARCH"
+        echo "TASKS_DEV: $TASKS_DEV"
+    fi
+    exit 0
+fi
+
+# Validate required directories and files
+if [[ ! -d "$FEATURE_DIR" ]]; then
+    echo "ERROR: Feature directory not found: $FEATURE_DIR" >&2
+    echo "Run /speckit.specify first to create the feature structure." >&2
+    exit 1
+fi
+
+if [[ ! -f "$IMPL_PLAN" ]]; then
+    echo "ERROR: plan.md not found in $FEATURE_DIR" >&2
+    echo "Run /speckit.plan first to create the implementation plan." >&2
+    exit 1
+fi
+
+# Check for task files if required
+if $REQUIRE_TASKS; then
+    # Check for split tasks first
+    if [[ -f "$TASKS_ARCH" ]] && [[ -f "$TASKS_DEV" ]]; then
+        : # Split tasks exist, proceed
+    # Fallback to unified tasks.md
+    elif [[ -f "$TASKS" ]]; then
+        : # Unified tasks exist, proceed
+    else
+        echo "ERROR: No valid task files found in $FEATURE_DIR" >&2
+        echo "Expected 'tasks-arch.md' AND 'tasks-dev.md' (split) OR 'tasks.md' (unified)" >&2
+        echo "Run /speckit.tasks first to create the task lists." >&2
+        exit 1
+    fi
+fi
+
+# Build list of available documents
+docs=()
+
+# Always check these optional docs
+[[ -f "$RESEARCH" ]] && docs+=("research.md")
+[[ -f "$DATA_MODEL" ]] && docs+=("data-model.md")
+
+# Check contracts directory (only if it exists and has files)
+if [[ -d "$CONTRACTS_DIR" ]] && [[ -n "$(ls -A "$CONTRACTS_DIR" 2>/dev/null)" ]]; then
+    docs+=("contracts/")
+fi
+
+[[ -f "$QUICKSTART" ]] && docs+=("quickstart.md")
+
+# Include task files if requested and they exist
+if $INCLUDE_TASKS; then
+    if [[ -f "$TASKS_ARCH" ]] || [[ -f "$TASKS_DEV" ]]; then
+        [[ -f "$TASKS_ARCH" ]] && docs+=("tasks-arch.md")
+        [[ -f "$TASKS_DEV" ]] && docs+=("tasks-dev.md")
+    elif [[ -f "$TASKS" ]]; then
+        docs+=("tasks.md")
+    fi
+fi
+
+# Output results
+if $JSON_MODE; then
+    # Build JSON array of documents
+    if [[ ${#docs[@]} -eq 0 ]]; then
+        json_docs="[]"
+    else
+        json_docs=$(printf '"%s",' "${docs[@]}")
+        json_docs="[${json_docs%,}]"
+    fi
+    
+    printf '{"FEATURE_DIR":"%s","AVAILABLE_DOCS":%s}\n' "$FEATURE_DIR" "$json_docs"
+else
+    # Text output
+    echo "FEATURE_DIR:$FEATURE_DIR"
+    echo "AVAILABLE_DOCS:"
+    
+    # Show status of each potential document
+    check_file "$RESEARCH" "research.md"
+    check_file "$DATA_MODEL" "data-model.md"
+    check_dir "$CONTRACTS_DIR" "contracts/"
+    check_file "$QUICKSTART" "quickstart.md"
+    
+    if $INCLUDE_TASKS; then
+        if [[ -f "$TASKS_ARCH" ]] || [[ -f "$TASKS_DEV" ]]; then
+            check_file "$TASKS_ARCH" "tasks-arch.md"
+            check_file "$TASKS_DEV" "tasks-dev.md"
+        else
+            check_file "$TASKS" "tasks.md"
+        fi
+    fi
+fi

.specify/scripts/bash/common.sh

@@ -0,0 +1,158 @@
+#!/usr/bin/env bash
+# Common functions and variables for all scripts
+
+# Get repository root, with fallback for non-git repositories
+get_repo_root() {
+    if git rev-parse --show-toplevel >/dev/null 2>&1; then
+        git rev-parse --show-toplevel
+    else
+        # Fall back to script location for non-git repos
+        local script_dir="$(CDPATH="" cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+        (cd "$script_dir/../../.." && pwd)
+    fi
+}
+
+# Get current branch, with fallback for non-git repositories
+get_current_branch() {
+    # First check if SPECIFY_FEATURE environment variable is set
+    if [[ -n "${SPECIFY_FEATURE:-}" ]]; then
+        echo "$SPECIFY_FEATURE"
+        return
+    fi
+
+    # Then check git if available
+    if git rev-parse --abbrev-ref HEAD >/dev/null 2>&1; then
+        git rev-parse --abbrev-ref HEAD
+        return
+    fi
+
+    # For non-git repos, try to find the latest feature directory
+    local repo_root=$(get_repo_root)
+    local specs_dir="$repo_root/specs"
+
+    if [[ -d "$specs_dir" ]]; then
+        local latest_feature=""
+        local highest=0
+
+        for dir in "$specs_dir"/*; do
+            if [[ -d "$dir" ]]; then
+                local dirname=$(basename "$dir")
+                if [[ "$dirname" =~ ^([0-9]{3})- ]]; then
+                    local number=${BASH_REMATCH[1]}
+                    number=$((10#$number))
+                    if [[ "$number" -gt "$highest" ]]; then
+                        highest=$number
+                        latest_feature=$dirname
+                    fi
+                fi
+            fi
+        done
+
+        if [[ -n "$latest_feature" ]]; then
+            echo "$latest_feature"
+            return
+        fi
+    fi
+
+    echo "main"  # Final fallback
+}
+
+# Check if we have git available
+has_git() {
+    git rev-parse --show-toplevel >/dev/null 2>&1
+}
+
+check_feature_branch() {
+    local branch="$1"
+    local has_git_repo="$2"
+
+    # For non-git repos, we can't enforce branch naming but still provide output
+    if [[ "$has_git_repo" != "true" ]]; then
+        echo "[specify] Warning: Git repository not detected; skipped branch validation" >&2
+        return 0
+    fi
+
+    if [[ ! "$branch" =~ ^[0-9]{3}- ]]; then
+        echo "ERROR: Not on a feature branch. Current branch: $branch" >&2
+        echo "Feature branches should be named like: 001-feature-name" >&2
+        return 1
+    fi
+
+    return 0
+}
+
+get_feature_dir() { echo "$1/specs/$2"; }
+
+# Find feature directory by numeric prefix instead of exact branch match
+# This allows multiple branches to work on the same spec (e.g., 004-fix-bug, 004-add-feature)
+find_feature_dir_by_prefix() {
+    local repo_root="$1"
+    local branch_name="$2"
+    local specs_dir="$repo_root/specs"
+
+    # Extract numeric prefix from branch (e.g., "004" from "004-whatever")
+    if [[ ! "$branch_name" =~ ^([0-9]{3})- ]]; then
+        # If branch doesn't have numeric prefix, fall back to exact match
+        echo "$specs_dir/$branch_name"
+        return
+    fi
+
+    local prefix="${BASH_REMATCH[1]}"
+
+    # Search for directories in specs/ that start with this prefix
+    local matches=()
+    if [[ -d "$specs_dir" ]]; then
+        for dir in "$specs_dir"/"$prefix"-*; do
+            if [[ -d "$dir" ]]; then
+                matches+=("$(basename "$dir")")
+            fi
+        done
+    fi
+
+    # Handle results
+    if [[ ${#matches[@]} -eq 0 ]]; then
+        # No match found - return the branch name path (will fail later with clear error)
+        echo "$specs_dir/$branch_name"
+    elif [[ ${#matches[@]} -eq 1 ]]; then
+        # Exactly one match - perfect!
+        echo "$specs_dir/${matches[0]}"
+    else
+        # Multiple matches - this shouldn't happen with proper naming convention
+        echo "ERROR: Multiple spec directories found with prefix '$prefix': ${matches[*]}" >&2
+        echo "Please ensure only one spec directory exists per numeric prefix." >&2
+        echo "$specs_dir/$branch_name"  # Return something to avoid breaking the script
+    fi
+}
+
+get_feature_paths() {
+    local repo_root=$(get_repo_root)
+    local current_branch=$(get_current_branch)
+    local has_git_repo="false"
+
+    if has_git; then
+        has_git_repo="true"
+    fi
+
+    # Use prefix-based lookup to support multiple branches per spec
+    local feature_dir=$(find_feature_dir_by_prefix "$repo_root" "$current_branch")
+
+    cat <<EOF
+REPO_ROOT='$repo_root'
+CURRENT_BRANCH='$current_branch'
+HAS_GIT='$has_git_repo'
+FEATURE_DIR='$feature_dir'
+FEATURE_SPEC='$feature_dir/spec.md'
+IMPL_PLAN='$feature_dir/plan.md'
+TASKS_ARCH='$feature_dir/tasks-arch.md'
+TASKS_DEV='$feature_dir/tasks-dev.md'
+TASKS='$feature_dir/tasks.md' # Deprecated
+RESEARCH='$feature_dir/research.md'
+DATA_MODEL='$feature_dir/data-model.md'
+QUICKSTART='$feature_dir/quickstart.md'
+CONTRACTS_DIR='$feature_dir/contracts'
+EOF
+}
+
+check_file() { [[ -f "$1" ]] && echo "  ✓ $2" || echo "  ✗ $2"; }
+check_dir() { [[ -d "$1" && -n $(ls -A "$1" 2>/dev/null) ]] && echo "  ✓ $2" || echo "  ✗ $2"; }
+

.specify/scripts/bash/create-new-feature.sh

@@ -0,0 +1,297 @@
+#!/usr/bin/env bash
+
+set -e
+
+JSON_MODE=false
+SHORT_NAME=""
+BRANCH_NUMBER=""
+ARGS=()
+i=1
+while [ $i -le $# ]; do
+    arg="${!i}"
+    case "$arg" in
+        --json) 
+            JSON_MODE=true 
+            ;;
+        --short-name)
+            if [ $((i + 1)) -gt $# ]; then
+                echo 'Error: --short-name requires a value' >&2
+                exit 1
+            fi
+            i=$((i + 1))
+            next_arg="${!i}"
+            # Check if the next argument is another option (starts with --)
+            if [[ "$next_arg" == --* ]]; then
+                echo 'Error: --short-name requires a value' >&2
+                exit 1
+            fi
+            SHORT_NAME="$next_arg"
+            ;;
+        --number)
+            if [ $((i + 1)) -gt $# ]; then
+                echo 'Error: --number requires a value' >&2
+                exit 1
+            fi
+            i=$((i + 1))
+            next_arg="${!i}"
+            if [[ "$next_arg" == --* ]]; then
+                echo 'Error: --number requires a value' >&2
+                exit 1
+            fi
+            BRANCH_NUMBER="$next_arg"
+            ;;
+        --help|-h) 
+            echo "Usage: $0 [--json] [--short-name <name>] [--number N] <feature_description>"
+            echo ""
+            echo "Options:"
+            echo "  --json              Output in JSON format"
+            echo "  --short-name <name> Provide a custom short name (2-4 words) for the branch"
+            echo "  --number N          Specify branch number manually (overrides auto-detection)"
+            echo "  --help, -h          Show this help message"
+            echo ""
+            echo "Examples:"
+            echo "  $0 'Add user authentication system' --short-name 'user-auth'"
+            echo "  $0 'Implement OAuth2 integration for API' --number 5"
+            exit 0
+            ;;
+        *) 
+            ARGS+=("$arg") 
+            ;;
+    esac
+    i=$((i + 1))
+done
+
+FEATURE_DESCRIPTION="${ARGS[*]}"
+if [ -z "$FEATURE_DESCRIPTION" ]; then
+    echo "Usage: $0 [--json] [--short-name <name>] [--number N] <feature_description>" >&2
+    exit 1
+fi
+
+# Function to find the repository root by searching for existing project markers
+find_repo_root() {
+    local dir="$1"
+    while [ "$dir" != "/" ]; do
+        if [ -d "$dir/.git" ] || [ -d "$dir/.specify" ]; then
+            echo "$dir"
+            return 0
+        fi
+        dir="$(dirname "$dir")"
+    done
+    return 1
+}
+
+# Function to get highest number from specs directory
+get_highest_from_specs() {
+    local specs_dir="$1"
+    local highest=0
+    
+    if [ -d "$specs_dir" ]; then
+        for dir in "$specs_dir"/*; do
+            [ -d "$dir" ] || continue
+            dirname=$(basename "$dir")
+            number=$(echo "$dirname" | grep -o '^[0-9]\+' || echo "0")
+            number=$((10#$number))
+            if [ "$number" -gt "$highest" ]; then
+                highest=$number
+            fi
+        done
+    fi
+    
+    echo "$highest"
+}
+
+# Function to get highest number from git branches
+get_highest_from_branches() {
+    local highest=0
+    
+    # Get all branches (local and remote)
+    branches=$(git branch -a 2>/dev/null || echo "")
+    
+    if [ -n "$branches" ]; then
+        while IFS= read -r branch; do
+            # Clean branch name: remove leading markers and remote prefixes
+            clean_branch=$(echo "$branch" | sed 's/^[* ]*//; s|^remotes/[^/]*/||')
+            
+            # Extract feature number if branch matches pattern ###-*
+            if echo "$clean_branch" | grep -q '^[0-9]\{3\}-'; then
+                number=$(echo "$clean_branch" | grep -o '^[0-9]\{3\}' || echo "0")
+                number=$((10#$number))
+                if [ "$number" -gt "$highest" ]; then
+                    highest=$number
+                fi
+            fi
+        done <<< "$branches"
+    fi
+    
+    echo "$highest"
+}
+
+# Function to check existing branches (local and remote) and return next available number
+check_existing_branches() {
+    local specs_dir="$1"
+
+    # Fetch all remotes to get latest branch info (suppress errors if no remotes)
+    git fetch --all --prune 2>/dev/null || true
+
+    # Get highest number from ALL branches (not just matching short name)
+    local highest_branch=$(get_highest_from_branches)
+
+    # Get highest number from ALL specs (not just matching short name)
+    local highest_spec=$(get_highest_from_specs "$specs_dir")
+
+    # Take the maximum of both
+    local max_num=$highest_branch
+    if [ "$highest_spec" -gt "$max_num" ]; then
+        max_num=$highest_spec
+    fi
+
+    # Return next number
+    echo $((max_num + 1))
+}
+
+# Function to clean and format a branch name
+clean_branch_name() {
+    local name="$1"
+    echo "$name" | tr '[:upper:]' '[:lower:]' | sed 's/[^a-z0-9]/-/g' | sed 's/-\+/-/g' | sed 's/^-//' | sed 's/-$//'
+}
+
+# Resolve repository root. Prefer git information when available, but fall back
+# to searching for repository markers so the workflow still functions in repositories that
+# were initialised with --no-git.
+SCRIPT_DIR="$(CDPATH="" cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+
+if git rev-parse --show-toplevel >/dev/null 2>&1; then
+    REPO_ROOT=$(git rev-parse --show-toplevel)
+    HAS_GIT=true
+else
+    REPO_ROOT="$(find_repo_root "$SCRIPT_DIR")"
+    if [ -z "$REPO_ROOT" ]; then
+        echo "Error: Could not determine repository root. Please run this script from within the repository." >&2
+        exit 1
+    fi
+    HAS_GIT=false
+fi
+
+cd "$REPO_ROOT"
+
+SPECS_DIR="$REPO_ROOT/specs"
+mkdir -p "$SPECS_DIR"
+
+# Function to generate branch name with stop word filtering and length filtering
+generate_branch_name() {
+    local description="$1"
+    
+    # Common stop words to filter out
+    local stop_words="^(i|a|an|the|to|for|of|in|on|at|by|with|from|is|are|was|were|be|been|being|have|has|had|do|does|did|will|would|should|could|can|may|might|must|shall|this|that|these|those|my|your|our|their|want|need|add|get|set)$"
+    
+    # Convert to lowercase and split into words
+    local clean_name=$(echo "$description" | tr '[:upper:]' '[:lower:]' | sed 's/[^a-z0-9]/ /g')
+    
+    # Filter words: remove stop words and words shorter than 3 chars (unless they're uppercase acronyms in original)
+    local meaningful_words=()
+    for word in $clean_name; do
+        # Skip empty words
+        [ -z "$word" ] && continue
+        
+        # Keep words that are NOT stop words AND (length >= 3 OR are potential acronyms)
+        if ! echo "$word" | grep -qiE "$stop_words"; then
+            if [ ${#word} -ge 3 ]; then
+                meaningful_words+=("$word")
+            elif echo "$description" | grep -q "\b${word^^}\b"; then
+                # Keep short words if they appear as uppercase in original (likely acronyms)
+                meaningful_words+=("$word")
+            fi
+        fi
+    done
+    
+    # If we have meaningful words, use first 3-4 of them
+    if [ ${#meaningful_words[@]} -gt 0 ]; then
+        local max_words=3
+        if [ ${#meaningful_words[@]} -eq 4 ]; then max_words=4; fi
+        
+        local result=""
+        local count=0
+        for word in "${meaningful_words[@]}"; do
+            if [ $count -ge $max_words ]; then break; fi
+            if [ -n "$result" ]; then result="$result-"; fi
+            result="$result$word"
+            count=$((count + 1))
+        done
+        echo "$result"
+    else
+        # Fallback to original logic if no meaningful words found
+        local cleaned=$(clean_branch_name "$description")
+        echo "$cleaned" | tr '-' '\n' | grep -v '^$' | head -3 | tr '\n' '-' | sed 's/-$//'
+    fi
+}
+
+# Generate branch name
+if [ -n "$SHORT_NAME" ]; then
+    # Use provided short name, just clean it up
+    BRANCH_SUFFIX=$(clean_branch_name "$SHORT_NAME")
+else
+    # Generate from description with smart filtering
+    BRANCH_SUFFIX=$(generate_branch_name "$FEATURE_DESCRIPTION")
+fi
+
+# Determine branch number
+if [ -z "$BRANCH_NUMBER" ]; then
+    if [ "$HAS_GIT" = true ]; then
+        # Check existing branches on remotes
+        BRANCH_NUMBER=$(check_existing_branches "$SPECS_DIR")
+    else
+        # Fall back to local directory check
+        HIGHEST=$(get_highest_from_specs "$SPECS_DIR")
+        BRANCH_NUMBER=$((HIGHEST + 1))
+    fi
+fi
+
+# Force base-10 interpretation to prevent octal conversion (e.g., 010 → 8 in octal, but should be 10 in decimal)
+FEATURE_NUM=$(printf "%03d" "$((10#$BRANCH_NUMBER))")
+BRANCH_NAME="${FEATURE_NUM}-${BRANCH_SUFFIX}"
+
+# GitHub enforces a 244-byte limit on branch names
+# Validate and truncate if necessary
+MAX_BRANCH_LENGTH=244
+if [ ${#BRANCH_NAME} -gt $MAX_BRANCH_LENGTH ]; then
+    # Calculate how much we need to trim from suffix
+    # Account for: feature number (3) + hyphen (1) = 4 chars
+    MAX_SUFFIX_LENGTH=$((MAX_BRANCH_LENGTH - 4))
+    
+    # Truncate suffix at word boundary if possible
+    TRUNCATED_SUFFIX=$(echo "$BRANCH_SUFFIX" | cut -c1-$MAX_SUFFIX_LENGTH)
+    # Remove trailing hyphen if truncation created one
+    TRUNCATED_SUFFIX=$(echo "$TRUNCATED_SUFFIX" | sed 's/-$//')
+    
+    ORIGINAL_BRANCH_NAME="$BRANCH_NAME"
+    BRANCH_NAME="${FEATURE_NUM}-${TRUNCATED_SUFFIX}"
+    
+    >&2 echo "[specify] Warning: Branch name exceeded GitHub's 244-byte limit"
+    >&2 echo "[specify] Original: $ORIGINAL_BRANCH_NAME (${#ORIGINAL_BRANCH_NAME} bytes)"
+    >&2 echo "[specify] Truncated to: $BRANCH_NAME (${#BRANCH_NAME} bytes)"
+fi
+
+if [ "$HAS_GIT" = true ]; then
+    git checkout -b "$BRANCH_NAME"
+else
+    >&2 echo "[specify] Warning: Git repository not detected; skipped branch creation for $BRANCH_NAME"
+fi
+
+FEATURE_DIR="$SPECS_DIR/$BRANCH_NAME"
+mkdir -p "$FEATURE_DIR"
+
+TEMPLATE="$REPO_ROOT/.specify/templates/spec-template.md"
+SPEC_FILE="$FEATURE_DIR/spec.md"
+if [ -f "$TEMPLATE" ]; then cp "$TEMPLATE" "$SPEC_FILE"; else touch "$SPEC_FILE"; fi
+
+# Set the SPECIFY_FEATURE environment variable for the current session
+export SPECIFY_FEATURE="$BRANCH_NAME"
+
+if $JSON_MODE; then
+    printf '{"BRANCH_NAME":"%s","SPEC_FILE":"%s","FEATURE_NUM":"%s"}\n' "$BRANCH_NAME" "$SPEC_FILE" "$FEATURE_NUM"
+else
+    echo "BRANCH_NAME: $BRANCH_NAME"
+    echo "SPEC_FILE: $SPEC_FILE"
+    echo "FEATURE_NUM: $FEATURE_NUM"
+    echo "SPECIFY_FEATURE environment variable set to: $BRANCH_NAME"
+fi

.specify/scripts/bash/setup-plan.sh

@@ -0,0 +1,61 @@
+#!/usr/bin/env bash
+
+set -e
+
+# Parse command line arguments
+JSON_MODE=false
+ARGS=()
+
+for arg in "$@"; do
+    case "$arg" in
+        --json) 
+            JSON_MODE=true 
+            ;;
+        --help|-h) 
+            echo "Usage: $0 [--json]"
+            echo "  --json    Output results in JSON format"
+            echo "  --help    Show this help message"
+            exit 0 
+            ;;
+        *) 
+            ARGS+=("$arg") 
+            ;;
+    esac
+done
+
+# Get script directory and load common functions
+SCRIPT_DIR="$(CDPATH="" cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+source "$SCRIPT_DIR/common.sh"
+
+# Get all paths and variables from common functions
+eval $(get_feature_paths)
+
+# Check if we're on a proper feature branch (only for git repos)
+check_feature_branch "$CURRENT_BRANCH" "$HAS_GIT" || exit 1
+
+# Ensure the feature directory exists
+mkdir -p "$FEATURE_DIR"
+
+# Copy plan template if it exists
+TEMPLATE="$REPO_ROOT/.specify/templates/plan-template.md"
+if [[ -f "$TEMPLATE" ]]; then
+    cp "$TEMPLATE" "$IMPL_PLAN"
+    echo "Copied plan template to $IMPL_PLAN"
+else
+    echo "Warning: Plan template not found at $TEMPLATE"
+    # Create a basic plan file if template doesn't exist
+    touch "$IMPL_PLAN"
+fi
+
+# Output results
+if $JSON_MODE; then
+    printf '{"FEATURE_SPEC":"%s","IMPL_PLAN":"%s","SPECS_DIR":"%s","BRANCH":"%s","HAS_GIT":"%s"}\n' \
+        "$FEATURE_SPEC" "$IMPL_PLAN" "$FEATURE_DIR" "$CURRENT_BRANCH" "$HAS_GIT"
+else
+    echo "FEATURE_SPEC: $FEATURE_SPEC"
+    echo "IMPL_PLAN: $IMPL_PLAN" 
+    echo "SPECS_DIR: $FEATURE_DIR"
+    echo "BRANCH: $CURRENT_BRANCH"
+    echo "HAS_GIT: $HAS_GIT"
+fi
+

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

@@ -0,0 +1,799 @@
+#!/usr/bin/env bash
+
+# Update agent context files with information from plan.md
+#
+# This script maintains AI agent context files by parsing feature specifications 
+# and updating agent-specific configuration files with project information.
+#
+# MAIN FUNCTIONS:
+# 1. Environment Validation
+#    - Verifies git repository structure and branch information
+#    - Checks for required plan.md files and templates
+#    - Validates file permissions and accessibility
+#
+# 2. Plan Data Extraction
+#    - Parses plan.md files to extract project metadata
+#    - Identifies language/version, frameworks, databases, and project types
+#    - Handles missing or incomplete specification data gracefully
+#
+# 3. Agent File Management
+#    - Creates new agent context files from templates when needed
+#    - Updates existing agent files with new project information
+#    - Preserves manual additions and custom configurations
+#    - Supports multiple AI agent formats and directory structures
+#
+# 4. Content Generation
+#    - Generates language-specific build/test commands
+#    - Creates appropriate project directory structures
+#    - Updates technology stacks and recent changes sections
+#    - Maintains consistent formatting and timestamps
+#
+# 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
+#    - 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
+# Leave empty to update all existing agent files
+
+set -e
+
+# Enable strict error handling
+set -u
+set -o pipefail
+
+#==============================================================================
+# Configuration and Global Variables
+#==============================================================================
+
+# Get script directory and load common functions
+SCRIPT_DIR="$(CDPATH="" cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+source "$SCRIPT_DIR/common.sh"
+
+# Get all paths and variables from common functions
+eval $(get_feature_paths)
+
+NEW_PLAN="$IMPL_PLAN"  # Alias for compatibility with existing code
+AGENT_TYPE="${1:-}"
+
+# Agent-specific file paths  
+CLAUDE_FILE="$REPO_ROOT/CLAUDE.md"
+GEMINI_FILE="$REPO_ROOT/GEMINI.md"
+COPILOT_FILE="$REPO_ROOT/.github/agents/copilot-instructions.md"
+CURSOR_FILE="$REPO_ROOT/.cursor/rules/specify-rules.mdc"
+QWEN_FILE="$REPO_ROOT/QWEN.md"
+AGENTS_FILE="$REPO_ROOT/AGENTS.md"
+WINDSURF_FILE="$REPO_ROOT/.windsurf/rules/specify-rules.md"
+KILOCODE_FILE="$REPO_ROOT/.kilocode/rules/specify-rules.md"
+AUGGIE_FILE="$REPO_ROOT/.augment/rules/specify-rules.md"
+ROO_FILE="$REPO_ROOT/.roo/rules/specify-rules.md"
+CODEBUDDY_FILE="$REPO_ROOT/CODEBUDDY.md"
+QODER_FILE="$REPO_ROOT/QODER.md"
+AMP_FILE="$REPO_ROOT/AGENTS.md"
+SHAI_FILE="$REPO_ROOT/SHAI.md"
+Q_FILE="$REPO_ROOT/AGENTS.md"
+BOB_FILE="$REPO_ROOT/AGENTS.md"
+
+# Template file
+TEMPLATE_FILE="$REPO_ROOT/.specify/templates/agent-file-template.md"
+
+# Global variables for parsed plan data
+NEW_LANG=""
+NEW_FRAMEWORK=""
+NEW_DB=""
+NEW_PROJECT_TYPE=""
+
+#==============================================================================
+# Utility Functions
+#==============================================================================
+
+log_info() {
+    echo "INFO: $1"
+}
+
+log_success() {
+    echo "✓ $1"
+}
+
+log_error() {
+    echo "ERROR: $1" >&2
+}
+
+log_warning() {
+    echo "WARNING: $1" >&2
+}
+
+# Cleanup function for temporary files
+cleanup() {
+    local exit_code=$?
+    rm -f /tmp/agent_update_*_$$
+    rm -f /tmp/manual_additions_$$
+    exit $exit_code
+}
+
+# Set up cleanup trap
+trap cleanup EXIT INT TERM
+
+#==============================================================================
+# Validation Functions
+#==============================================================================
+
+validate_environment() {
+    # Check if we have a current branch/feature (git or non-git)
+    if [[ -z "$CURRENT_BRANCH" ]]; then
+        log_error "Unable to determine current feature"
+        if [[ "$HAS_GIT" == "true" ]]; then
+            log_info "Make sure you're on a feature branch"
+        else
+            log_info "Set SPECIFY_FEATURE environment variable or create a feature first"
+        fi
+        exit 1
+    fi
+    
+    # Check if plan.md exists
+    if [[ ! -f "$NEW_PLAN" ]]; then
+        log_error "No plan.md found at $NEW_PLAN"
+        log_info "Make sure you're working on a feature with a corresponding spec directory"
+        if [[ "$HAS_GIT" != "true" ]]; then
+            log_info "Use: export SPECIFY_FEATURE=your-feature-name or create a new feature first"
+        fi
+        exit 1
+    fi
+    
+    # Check if template exists (needed for new files)
+    if [[ ! -f "$TEMPLATE_FILE" ]]; then
+        log_warning "Template file not found at $TEMPLATE_FILE"
+        log_warning "Creating new agent files will fail"
+    fi
+}
+
+#==============================================================================
+# Plan Parsing Functions
+#==============================================================================
+
+extract_plan_field() {
+    local field_pattern="$1"
+    local plan_file="$2"
+    
+    grep "^\*\*${field_pattern}\*\*: " "$plan_file" 2>/dev/null | \
+        head -1 | \
+        sed "s|^\*\*${field_pattern}\*\*: ||" | \
+        sed 's/^[ \t]*//;s/[ \t]*$//' | \
+        grep -v "NEEDS CLARIFICATION" | \
+        grep -v "^N/A$" || echo ""
+}
+
+parse_plan_data() {
+    local plan_file="$1"
+    
+    if [[ ! -f "$plan_file" ]]; then
+        log_error "Plan file not found: $plan_file"
+        return 1
+    fi
+    
+    if [[ ! -r "$plan_file" ]]; then
+        log_error "Plan file is not readable: $plan_file"
+        return 1
+    fi
+    
+    log_info "Parsing plan data from $plan_file"
+    
+    NEW_LANG=$(extract_plan_field "Language/Version" "$plan_file")
+    NEW_FRAMEWORK=$(extract_plan_field "Primary Dependencies" "$plan_file")
+    NEW_DB=$(extract_plan_field "Storage" "$plan_file")
+    NEW_PROJECT_TYPE=$(extract_plan_field "Project Type" "$plan_file")
+    
+    # Log what we found
+    if [[ -n "$NEW_LANG" ]]; then
+        log_info "Found language: $NEW_LANG"
+    else
+        log_warning "No language information found in plan"
+    fi
+    
+    if [[ -n "$NEW_FRAMEWORK" ]]; then
+        log_info "Found framework: $NEW_FRAMEWORK"
+    fi
+    
+    if [[ -n "$NEW_DB" ]] && [[ "$NEW_DB" != "N/A" ]]; then
+        log_info "Found database: $NEW_DB"
+    fi
+    
+    if [[ -n "$NEW_PROJECT_TYPE" ]]; then
+        log_info "Found project type: $NEW_PROJECT_TYPE"
+    fi
+}
+
+format_technology_stack() {
+    local lang="$1"
+    local framework="$2"
+    local parts=()
+    
+    # Add non-empty parts
+    [[ -n "$lang" && "$lang" != "NEEDS CLARIFICATION" ]] && parts+=("$lang")
+    [[ -n "$framework" && "$framework" != "NEEDS CLARIFICATION" && "$framework" != "N/A" ]] && parts+=("$framework")
+    
+    # Join with proper formatting
+    if [[ ${#parts[@]} -eq 0 ]]; then
+        echo ""
+    elif [[ ${#parts[@]} -eq 1 ]]; then
+        echo "${parts[0]}"
+    else
+        # Join multiple parts with " + "
+        local result="${parts[0]}"
+        for ((i=1; i<${#parts[@]}; i++)); do
+            result="$result + ${parts[i]}"
+        done
+        echo "$result"
+    fi
+}
+
+#==============================================================================
+# Template and Content Generation Functions
+#==============================================================================
+
+get_project_structure() {
+    local project_type="$1"
+    
+    if [[ "$project_type" == *"web"* ]]; then
+        echo "backend/\\nfrontend/\\ntests/"
+    else
+        echo "src/\\ntests/"
+    fi
+}
+
+get_commands_for_language() {
+    local lang="$1"
+    
+    case "$lang" in
+        *"Python"*)
+            echo "cd src && pytest && ruff check ."
+            ;;
+        *"Rust"*)
+            echo "cargo test && cargo clippy"
+            ;;
+        *"JavaScript"*|*"TypeScript"*)
+            echo "npm test \\&\\& npm run lint"
+            ;;
+        *)
+            echo "# Add commands for $lang"
+            ;;
+    esac
+}
+
+get_language_conventions() {
+    local lang="$1"
+    echo "$lang: Follow standard conventions"
+}
+
+create_new_agent_file() {
+    local target_file="$1"
+    local temp_file="$2"
+    local project_name="$3"
+    local current_date="$4"
+    
+    if [[ ! -f "$TEMPLATE_FILE" ]]; then
+        log_error "Template not found at $TEMPLATE_FILE"
+        return 1
+    fi
+    
+    if [[ ! -r "$TEMPLATE_FILE" ]]; then
+        log_error "Template file is not readable: $TEMPLATE_FILE"
+        return 1
+    fi
+    
+    log_info "Creating new agent context file from template..."
+    
+    if ! cp "$TEMPLATE_FILE" "$temp_file"; then
+        log_error "Failed to copy template file"
+        return 1
+    fi
+    
+    # Replace template placeholders
+    local project_structure
+    project_structure=$(get_project_structure "$NEW_PROJECT_TYPE")
+    
+    local commands
+    commands=$(get_commands_for_language "$NEW_LANG")
+    
+    local language_conventions
+    language_conventions=$(get_language_conventions "$NEW_LANG")
+    
+    # Perform substitutions with error checking using safer approach
+    # Escape special characters for sed by using a different delimiter or escaping
+    local escaped_lang=$(printf '%s\n' "$NEW_LANG" | sed 's/[\[\.*^$()+{}|]/\\&/g')
+    local escaped_framework=$(printf '%s\n' "$NEW_FRAMEWORK" | sed 's/[\[\.*^$()+{}|]/\\&/g')
+    local escaped_branch=$(printf '%s\n' "$CURRENT_BRANCH" | sed 's/[\[\.*^$()+{}|]/\\&/g')
+    
+    # Build technology stack and recent change strings conditionally
+    local tech_stack
+    if [[ -n "$escaped_lang" && -n "$escaped_framework" ]]; then
+        tech_stack="- $escaped_lang + $escaped_framework ($escaped_branch)"
+    elif [[ -n "$escaped_lang" ]]; then
+        tech_stack="- $escaped_lang ($escaped_branch)"
+    elif [[ -n "$escaped_framework" ]]; then
+        tech_stack="- $escaped_framework ($escaped_branch)"
+    else
+        tech_stack="- ($escaped_branch)"
+    fi
+
+    local recent_change
+    if [[ -n "$escaped_lang" && -n "$escaped_framework" ]]; then
+        recent_change="- $escaped_branch: Added $escaped_lang + $escaped_framework"
+    elif [[ -n "$escaped_lang" ]]; then
+        recent_change="- $escaped_branch: Added $escaped_lang"
+    elif [[ -n "$escaped_framework" ]]; then
+        recent_change="- $escaped_branch: Added $escaped_framework"
+    else
+        recent_change="- $escaped_branch: Added"
+    fi
+
+    local substitutions=(
+        "s|\[PROJECT NAME\]|$project_name|"
+        "s|\[DATE\]|$current_date|"
+        "s|\[EXTRACTED FROM ALL PLAN.MD FILES\]|$tech_stack|"
+        "s|\[ACTUAL STRUCTURE FROM PLANS\]|$project_structure|g"
+        "s|\[ONLY COMMANDS FOR ACTIVE TECHNOLOGIES\]|$commands|"
+        "s|\[LANGUAGE-SPECIFIC, ONLY FOR LANGUAGES IN USE\]|$language_conventions|"
+        "s|\[LAST 3 FEATURES AND WHAT THEY ADDED\]|$recent_change|"
+    )
+    
+    for substitution in "${substitutions[@]}"; do
+        if ! sed -i.bak -e "$substitution" "$temp_file"; then
+            log_error "Failed to perform substitution: $substitution"
+            rm -f "$temp_file" "$temp_file.bak"
+            return 1
+        fi
+    done
+    
+    # Convert \n sequences to actual newlines
+    newline=$(printf '\n')
+    sed -i.bak2 "s/\\\\n/${newline}/g" "$temp_file"
+    
+    # Clean up backup files
+    rm -f "$temp_file.bak" "$temp_file.bak2"
+    
+    return 0
+}
+
+
+
+
+update_existing_agent_file() {
+    local target_file="$1"
+    local current_date="$2"
+    
+    log_info "Updating existing agent context file..."
+    
+    # Use a single temporary file for atomic update
+    local temp_file
+    temp_file=$(mktemp) || {
+        log_error "Failed to create temporary file"
+        return 1
+    }
+    
+    # Process the file in one pass
+    local tech_stack=$(format_technology_stack "$NEW_LANG" "$NEW_FRAMEWORK")
+    local new_tech_entries=()
+    local new_change_entry=""
+    
+    # Prepare new technology entries
+    if [[ -n "$tech_stack" ]] && ! grep -q "$tech_stack" "$target_file"; then
+        new_tech_entries+=("- $tech_stack ($CURRENT_BRANCH)")
+    fi
+    
+    if [[ -n "$NEW_DB" ]] && [[ "$NEW_DB" != "N/A" ]] && [[ "$NEW_DB" != "NEEDS CLARIFICATION" ]] && ! grep -q "$NEW_DB" "$target_file"; then
+        new_tech_entries+=("- $NEW_DB ($CURRENT_BRANCH)")
+    fi
+    
+    # Prepare new change entry
+    if [[ -n "$tech_stack" ]]; then
+        new_change_entry="- $CURRENT_BRANCH: Added $tech_stack"
+    elif [[ -n "$NEW_DB" ]] && [[ "$NEW_DB" != "N/A" ]] && [[ "$NEW_DB" != "NEEDS CLARIFICATION" ]]; then
+        new_change_entry="- $CURRENT_BRANCH: Added $NEW_DB"
+    fi
+    
+    # Check if sections exist in the file
+    local has_active_technologies=0
+    local has_recent_changes=0
+    
+    if grep -q "^## Active Technologies" "$target_file" 2>/dev/null; then
+        has_active_technologies=1
+    fi
+    
+    if grep -q "^## Recent Changes" "$target_file" 2>/dev/null; then
+        has_recent_changes=1
+    fi
+    
+    # Process file line by line
+    local in_tech_section=false
+    local in_changes_section=false
+    local tech_entries_added=false
+    local changes_entries_added=false
+    local existing_changes_count=0
+    local file_ended=false
+    
+    while IFS= read -r line || [[ -n "$line" ]]; do
+        # Handle Active Technologies section
+        if [[ "$line" == "## Active Technologies" ]]; then
+            echo "$line" >> "$temp_file"
+            in_tech_section=true
+            continue
+        elif [[ $in_tech_section == true ]] && [[ "$line" =~ ^##[[:space:]] ]]; then
+            # Add new tech entries before closing the section
+            if [[ $tech_entries_added == false ]] && [[ ${#new_tech_entries[@]} -gt 0 ]]; then
+                printf '%s\n' "${new_tech_entries[@]}" >> "$temp_file"
+                tech_entries_added=true
+            fi
+            echo "$line" >> "$temp_file"
+            in_tech_section=false
+            continue
+        elif [[ $in_tech_section == true ]] && [[ -z "$line" ]]; then
+            # Add new tech entries before empty line in tech section
+            if [[ $tech_entries_added == false ]] && [[ ${#new_tech_entries[@]} -gt 0 ]]; then
+                printf '%s\n' "${new_tech_entries[@]}" >> "$temp_file"
+                tech_entries_added=true
+            fi
+            echo "$line" >> "$temp_file"
+            continue
+        fi
+        
+        # Handle Recent Changes section
+        if [[ "$line" == "## Recent Changes" ]]; then
+            echo "$line" >> "$temp_file"
+            # Add new change entry right after the heading
+            if [[ -n "$new_change_entry" ]]; then
+                echo "$new_change_entry" >> "$temp_file"
+            fi
+            in_changes_section=true
+            changes_entries_added=true
+            continue
+        elif [[ $in_changes_section == true ]] && [[ "$line" =~ ^##[[:space:]] ]]; then
+            echo "$line" >> "$temp_file"
+            in_changes_section=false
+            continue
+        elif [[ $in_changes_section == true ]] && [[ "$line" == "- "* ]]; then
+            # Keep only first 2 existing changes
+            if [[ $existing_changes_count -lt 2 ]]; then
+                echo "$line" >> "$temp_file"
+                ((existing_changes_count++))
+            fi
+            continue
+        fi
+        
+        # Update timestamp
+        if [[ "$line" =~ \*\*Last\ updated\*\*:.*[0-9][0-9][0-9][0-9]-[0-9][0-9]-[0-9][0-9] ]]; then
+            echo "$line" | sed "s/[0-9][0-9][0-9][0-9]-[0-9][0-9]-[0-9][0-9]/$current_date/" >> "$temp_file"
+        else
+            echo "$line" >> "$temp_file"
+        fi
+    done < "$target_file"
+    
+    # Post-loop check: if we're still in the Active Technologies section and haven't added new entries
+    if [[ $in_tech_section == true ]] && [[ $tech_entries_added == false ]] && [[ ${#new_tech_entries[@]} -gt 0 ]]; then
+        printf '%s\n' "${new_tech_entries[@]}" >> "$temp_file"
+        tech_entries_added=true
+    fi
+    
+    # If sections don't exist, add them at the end of the file
+    if [[ $has_active_technologies -eq 0 ]] && [[ ${#new_tech_entries[@]} -gt 0 ]]; then
+        echo "" >> "$temp_file"
+        echo "## Active Technologies" >> "$temp_file"
+        printf '%s\n' "${new_tech_entries[@]}" >> "$temp_file"
+        tech_entries_added=true
+    fi
+    
+    if [[ $has_recent_changes -eq 0 ]] && [[ -n "$new_change_entry" ]]; then
+        echo "" >> "$temp_file"
+        echo "## Recent Changes" >> "$temp_file"
+        echo "$new_change_entry" >> "$temp_file"
+        changes_entries_added=true
+    fi
+    
+    # Move temp file to target atomically
+    if ! mv "$temp_file" "$target_file"; then
+        log_error "Failed to update target file"
+        rm -f "$temp_file"
+        return 1
+    fi
+    
+    return 0
+}
+#==============================================================================
+# Main Agent File Update Function
+#==============================================================================
+
+update_agent_file() {
+    local target_file="$1"
+    local agent_name="$2"
+    
+    if [[ -z "$target_file" ]] || [[ -z "$agent_name" ]]; then
+        log_error "update_agent_file requires target_file and agent_name parameters"
+        return 1
+    fi
+    
+    log_info "Updating $agent_name context file: $target_file"
+    
+    local project_name
+    project_name=$(basename "$REPO_ROOT")
+    local current_date
+    current_date=$(date +%Y-%m-%d)
+    
+    # Create directory if it doesn't exist
+    local target_dir
+    target_dir=$(dirname "$target_file")
+    if [[ ! -d "$target_dir" ]]; then
+        if ! mkdir -p "$target_dir"; then
+            log_error "Failed to create directory: $target_dir"
+            return 1
+        fi
+    fi
+    
+    if [[ ! -f "$target_file" ]]; then
+        # Create new file from template
+        local temp_file
+        temp_file=$(mktemp) || {
+            log_error "Failed to create temporary file"
+            return 1
+        }
+        
+        if create_new_agent_file "$target_file" "$temp_file" "$project_name" "$current_date"; then
+            if mv "$temp_file" "$target_file"; then
+                log_success "Created new $agent_name context file"
+            else
+                log_error "Failed to move temporary file to $target_file"
+                rm -f "$temp_file"
+                return 1
+            fi
+        else
+            log_error "Failed to create new agent file"
+            rm -f "$temp_file"
+            return 1
+        fi
+    else
+        # Update existing file
+        if [[ ! -r "$target_file" ]]; then
+            log_error "Cannot read existing file: $target_file"
+            return 1
+        fi
+        
+        if [[ ! -w "$target_file" ]]; then
+            log_error "Cannot write to existing file: $target_file"
+            return 1
+        fi
+        
+        if update_existing_agent_file "$target_file" "$current_date"; then
+            log_success "Updated existing $agent_name context file"
+        else
+            log_error "Failed to update existing agent file"
+            return 1
+        fi
+    fi
+    
+    return 0
+}
+
+#==============================================================================
+# Agent Selection and Processing
+#==============================================================================
+
+update_specific_agent() {
+    local agent_type="$1"
+    
+    case "$agent_type" in
+        claude)
+            update_agent_file "$CLAUDE_FILE" "Claude Code"
+            ;;
+        gemini)
+            update_agent_file "$GEMINI_FILE" "Gemini CLI"
+            ;;
+        copilot)
+            update_agent_file "$COPILOT_FILE" "GitHub Copilot"
+            ;;
+        cursor-agent)
+            update_agent_file "$CURSOR_FILE" "Cursor IDE"
+            ;;
+        qwen)
+            update_agent_file "$QWEN_FILE" "Qwen Code"
+            ;;
+        opencode)
+            update_agent_file "$AGENTS_FILE" "opencode"
+            ;;
+        codex)
+            update_agent_file "$AGENTS_FILE" "Codex CLI"
+            ;;
+        windsurf)
+            update_agent_file "$WINDSURF_FILE" "Windsurf"
+            ;;
+        kilocode)
+            update_agent_file "$KILOCODE_FILE" "Kilo Code"
+            ;;
+        auggie)
+            update_agent_file "$AUGGIE_FILE" "Auggie CLI"
+            ;;
+        roo)
+            update_agent_file "$ROO_FILE" "Roo Code"
+            ;;
+        codebuddy)
+            update_agent_file "$CODEBUDDY_FILE" "CodeBuddy CLI"
+            ;;
+        qoder)
+            update_agent_file "$QODER_FILE" "Qoder CLI"
+            ;;
+        amp)
+            update_agent_file "$AMP_FILE" "Amp"
+            ;;
+        shai)
+            update_agent_file "$SHAI_FILE" "SHAI"
+            ;;
+        q)
+            update_agent_file "$Q_FILE" "Amazon Q Developer CLI"
+            ;;
+        bob)
+            update_agent_file "$BOB_FILE" "IBM Bob"
+            ;;
+        *)
+            log_error "Unknown agent type '$agent_type'"
+            log_error "Expected: claude|gemini|copilot|cursor-agent|qwen|opencode|codex|windsurf|kilocode|auggie|roo|amp|shai|q|bob|qoder"
+            exit 1
+            ;;
+    esac
+}
+
+update_all_existing_agents() {
+    local found_agent=false
+    
+    # Check each possible agent file and update if it exists
+    if [[ -f "$CLAUDE_FILE" ]]; then
+        update_agent_file "$CLAUDE_FILE" "Claude Code"
+        found_agent=true
+    fi
+    
+    if [[ -f "$GEMINI_FILE" ]]; then
+        update_agent_file "$GEMINI_FILE" "Gemini CLI"
+        found_agent=true
+    fi
+    
+    if [[ -f "$COPILOT_FILE" ]]; then
+        update_agent_file "$COPILOT_FILE" "GitHub Copilot"
+        found_agent=true
+    fi
+    
+    if [[ -f "$CURSOR_FILE" ]]; then
+        update_agent_file "$CURSOR_FILE" "Cursor IDE"
+        found_agent=true
+    fi
+    
+    if [[ -f "$QWEN_FILE" ]]; then
+        update_agent_file "$QWEN_FILE" "Qwen Code"
+        found_agent=true
+    fi
+    
+    if [[ -f "$AGENTS_FILE" ]]; then
+        update_agent_file "$AGENTS_FILE" "Codex/opencode"
+        found_agent=true
+    fi
+    
+    if [[ -f "$WINDSURF_FILE" ]]; then
+        update_agent_file "$WINDSURF_FILE" "Windsurf"
+        found_agent=true
+    fi
+    
+    if [[ -f "$KILOCODE_FILE" ]]; then
+        update_agent_file "$KILOCODE_FILE" "Kilo Code"
+        found_agent=true
+    fi
+
+    if [[ -f "$AUGGIE_FILE" ]]; then
+        update_agent_file "$AUGGIE_FILE" "Auggie CLI"
+        found_agent=true
+    fi
+    
+    if [[ -f "$ROO_FILE" ]]; then
+        update_agent_file "$ROO_FILE" "Roo Code"
+        found_agent=true
+    fi
+
+    if [[ -f "$CODEBUDDY_FILE" ]]; then
+        update_agent_file "$CODEBUDDY_FILE" "CodeBuddy CLI"
+        found_agent=true
+    fi
+
+    if [[ -f "$SHAI_FILE" ]]; then
+        update_agent_file "$SHAI_FILE" "SHAI"
+        found_agent=true
+    fi
+
+    if [[ -f "$QODER_FILE" ]]; then
+        update_agent_file "$QODER_FILE" "Qoder CLI"
+        found_agent=true
+    fi
+
+    if [[ -f "$Q_FILE" ]]; then
+        update_agent_file "$Q_FILE" "Amazon Q Developer CLI"
+        found_agent=true
+    fi
+    
+    if [[ -f "$BOB_FILE" ]]; then
+        update_agent_file "$BOB_FILE" "IBM Bob"
+        found_agent=true
+    fi
+    
+    # If no agent files exist, create a default Claude file
+    if [[ "$found_agent" == false ]]; then
+        log_info "No existing agent files found, creating default Claude file..."
+        update_agent_file "$CLAUDE_FILE" "Claude Code"
+    fi
+}
+print_summary() {
+    echo
+    log_info "Summary of changes:"
+    
+    if [[ -n "$NEW_LANG" ]]; then
+        echo "  - Added language: $NEW_LANG"
+    fi
+    
+    if [[ -n "$NEW_FRAMEWORK" ]]; then
+        echo "  - Added framework: $NEW_FRAMEWORK"
+    fi
+    
+    if [[ -n "$NEW_DB" ]] && [[ "$NEW_DB" != "N/A" ]]; then
+        echo "  - Added database: $NEW_DB"
+    fi
+    
+    echo
+
+    log_info "Usage: $0 [claude|gemini|copilot|cursor-agent|qwen|opencode|codex|windsurf|kilocode|auggie|codebuddy|shai|q|bob|qoder]"
+}
+
+#==============================================================================
+# Main Execution
+#==============================================================================
+
+main() {
+    # Validate environment before proceeding
+    validate_environment
+    
+    log_info "=== Updating agent context files for feature $CURRENT_BRANCH ==="
+    
+    # Parse the plan file to extract project information
+    if ! parse_plan_data "$NEW_PLAN"; then
+        log_error "Failed to parse plan data"
+        exit 1
+    fi
+    
+    # Process based on agent type argument
+    local success=true
+    
+    if [[ -z "$AGENT_TYPE" ]]; then
+        # No specific agent provided - update all existing agent files
+        log_info "No agent specified, updating all existing agent files..."
+        if ! update_all_existing_agents; then
+            success=false
+        fi
+    else
+        # Specific agent provided - update only that agent
+        log_info "Updating specific agent: $AGENT_TYPE"
+        if ! update_specific_agent "$AGENT_TYPE"; then
+            success=false
+        fi
+    fi
+    
+    # Print summary
+    print_summary
+    
+    if [[ "$success" == true ]]; then
+        log_success "Agent context update completed successfully"
+        exit 0
+    else
+        log_error "Agent context update completed with errors"
+        exit 1
+    fi
+}
+
+# Execute main function if script is run directly
+if [[ "${BASH_SOURCE[0]}" == "${0}" ]]; then
+    main "$@"
+fi
+

.specify/templates/agent-file-template.md

@@ -0,0 +1,28 @@
+# [PROJECT NAME] Development Guidelines
+
+Auto-generated from all feature plans. Last updated: [DATE]
+
+## Active Technologies
+
+[EXTRACTED FROM ALL PLAN.MD FILES]
+
+## Project Structure
+
+```text
+[ACTUAL STRUCTURE FROM PLANS]
+```
+
+## Commands
+
+[ONLY COMMANDS FOR ACTIVE TECHNOLOGIES]
+
+## Code Style
+
+[LANGUAGE-SPECIFIC, ONLY FOR LANGUAGES IN USE]
+
+## Recent Changes
+
+[LAST 3 FEATURES AND WHAT THEY ADDED]
+
+<!-- MANUAL ADDITIONS START -->
+<!-- MANUAL ADDITIONS END -->

.specify/templates/checklist-template.md

@@ -0,0 +1,40 @@
+# [CHECKLIST TYPE] Checklist: [FEATURE NAME]
+
+**Purpose**: [Brief description of what this checklist covers]
+**Created**: [DATE]
+**Feature**: [Link to spec.md or relevant documentation]
+
+**Note**: This checklist is generated by the `/speckit.checklist` command based on feature context and requirements.
+
+<!-- 
+  ============================================================================
+  IMPORTANT: The checklist items below are SAMPLE ITEMS for illustration only.
+  
+  The /speckit.checklist command MUST replace these with actual items based on:
+  - User's specific checklist request
+  - Feature requirements from spec.md
+  - Technical context from plan.md
+  - Implementation details from tasks.md
+  
+  DO NOT keep these sample items in the generated checklist file.
+  ============================================================================
+-->
+
+## [Category 1]
+
+- [ ] CHK001 First checklist item with clear action
+- [ ] CHK002 Second checklist item
+- [ ] CHK003 Third checklist item
+
+## [Category 2]
+
+- [ ] CHK004 Another category item
+- [ ] CHK005 Item with specific criteria
+- [ ] CHK006 Final item in this category
+
+## Notes
+
+- Check items off as completed: `[x]`
+- Add comments or findings inline
+- Link to relevant resources or documentation
+- Items are numbered sequentially for easy reference

.specify/templates/plan-template.md

@@ -0,0 +1,104 @@
+# Implementation Plan: [FEATURE]
+
+**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.
+
+## Summary
+
+[Extract from feature spec: primary requirement + technical approach from research]
+
+## Technical Context
+
+<!--
+  ACTION REQUIRED: Replace the content in this section with the technical details
+  for the project. The structure here is presented in advisory capacity to guide
+  the iteration process.
+-->
+
+**Language/Version**: [e.g., Python 3.11, Swift 5.9, Rust 1.75 or NEEDS CLARIFICATION]  
+**Primary Dependencies**: [e.g., FastAPI, UIKit, LLVM or NEEDS CLARIFICATION]  
+**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]  
+**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]
+
+## Constitution Check
+
+*GATE: Must pass before Phase 0 research. Re-check after Phase 1 design.*
+
+[Gates determined based on constitution file]
+
+## Project Structure
+
+### Documentation (this feature)
+
+```text
+specs/[###-feature]/
+├── plan.md              # This file (/speckit.plan command output)
+├── research.md          # Phase 0 output (/speckit.plan command)
+├── data-model.md        # Phase 1 output (/speckit.plan command)
+├── quickstart.md        # Phase 1 output (/speckit.plan command)
+├── contracts/           # Phase 1 output (/speckit.plan command)
+└── tasks.md             # Phase 2 output (/speckit.tasks command - NOT created by /speckit.plan)
+```
+
+### Source Code (repository root)
+<!--
+  ACTION REQUIRED: Replace the placeholder tree below with the concrete layout
+  for this feature. Delete unused options and expand the chosen structure with
+  real paths (e.g., apps/admin, packages/something). The delivered plan must
+  not include Option labels.
+-->
+
+```text
+# [REMOVE IF UNUSED] Option 1: Single project (DEFAULT)
+src/
+├── models/
+├── services/
+├── cli/
+└── lib/
+
+tests/
+├── contract/
+├── integration/
+└── unit/
+
+# [REMOVE IF UNUSED] Option 2: Web application (when "frontend" + "backend" detected)
+backend/
+├── src/
+│   ├── models/
+│   ├── services/
+│   └── api/
+└── tests/
+
+frontend/
+├── src/
+│   ├── components/
+│   ├── pages/
+│   └── services/
+└── tests/
+
+# [REMOVE IF UNUSED] Option 3: Mobile + API (when "iOS/Android" detected)
+api/
+└── [same as backend above]
+
+ios/ or android/
+└── [platform-specific structure: feature modules, UI flows, platform tests]
+```
+
+**Structure Decision**: [Document the selected structure and reference the real
+directories captured above]
+
+## Complexity Tracking
+
+> **Fill ONLY if Constitution Check has violations that must be justified**
+
+| Violation | Why Needed | Simpler Alternative Rejected Because |
+|-----------|------------|-------------------------------------|
+| [e.g., 4th project] | [current need] | [why 3 projects insufficient] |
+| [e.g., Repository pattern] | [specific problem] | [why direct DB access insufficient] |

.specify/templates/spec-template.md

@@ -0,0 +1,115 @@
+# Feature Specification: [FEATURE NAME]
+
+**Feature Branch**: `[###-feature-name]`  
+**Created**: [DATE]  
+**Status**: Draft  
+**Input**: User description: "$ARGUMENTS"
+
+## User Scenarios & Testing *(mandatory)*
+
+<!--
+  IMPORTANT: User stories should be PRIORITIZED as user journeys ordered by importance.
+  Each user story/journey must be INDEPENDENTLY TESTABLE - meaning if you implement just ONE of them,
+  you should still have a viable MVP (Minimum Viable Product) that delivers value.
+  
+  Assign priorities (P1, P2, P3, etc.) to each story, where P1 is the most critical.
+  Think of each story as a standalone slice of functionality that can be:
+  - Developed independently
+  - Tested independently
+  - Deployed independently
+  - Demonstrated to users independently
+-->
+
+### User Story 1 - [Brief Title] (Priority: P1)
+
+[Describe this user journey in plain language]
+
+**Why this priority**: [Explain the value and why it has this priority level]
+
+**Independent Test**: [Describe how this can be tested independently - e.g., "Can be fully tested by [specific action] and delivers [specific value]"]
+
+**Acceptance Scenarios**:
+
+1. **Given** [initial state], **When** [action], **Then** [expected outcome]
+2. **Given** [initial state], **When** [action], **Then** [expected outcome]
+
+---
+
+### User Story 2 - [Brief Title] (Priority: P2)
+
+[Describe this user journey in plain language]
+
+**Why this priority**: [Explain the value and why it has this priority level]
+
+**Independent Test**: [Describe how this can be tested independently]
+
+**Acceptance Scenarios**:
+
+1. **Given** [initial state], **When** [action], **Then** [expected outcome]
+
+---
+
+### User Story 3 - [Brief Title] (Priority: P3)
+
+[Describe this user journey in plain language]
+
+**Why this priority**: [Explain the value and why it has this priority level]
+
+**Independent Test**: [Describe how this can be tested independently]
+
+**Acceptance Scenarios**:
+
+1. **Given** [initial state], **When** [action], **Then** [expected outcome]
+
+---
+
+[Add more user stories as needed, each with an assigned priority]
+
+### Edge Cases
+
+<!--
+  ACTION REQUIRED: The content in this section represents placeholders.
+  Fill them out with the right edge cases.
+-->
+
+- What happens when [boundary condition]?
+- How does system handle [error scenario]?
+
+## Requirements *(mandatory)*
+
+<!--
+  ACTION REQUIRED: The content in this section represents placeholders.
+  Fill them out with the right functional requirements.
+-->
+
+### Functional Requirements
+
+- **FR-001**: System MUST [specific capability, e.g., "allow users to create accounts"]
+- **FR-002**: System MUST [specific capability, e.g., "validate email addresses"]  
+- **FR-003**: Users MUST be able to [key interaction, e.g., "reset their password"]
+- **FR-004**: System MUST [data requirement, e.g., "persist user preferences"]
+- **FR-005**: System MUST [behavior, e.g., "log all security events"]
+
+*Example of marking unclear requirements:*
+
+- **FR-006**: System MUST authenticate users via [NEEDS CLARIFICATION: auth method not specified - email/password, SSO, OAuth?]
+- **FR-007**: System MUST retain user data for [NEEDS CLARIFICATION: retention period not specified]
+
+### Key Entities *(include if feature involves data)*
+
+- **[Entity 1]**: [What it represents, key attributes without implementation]
+- **[Entity 2]**: [What it represents, relationships to other entities]
+
+## Success Criteria *(mandatory)*
+
+<!--
+  ACTION REQUIRED: Define measurable success criteria.
+  These must be technology-agnostic and measurable.
+-->
+
+### Measurable Outcomes
+
+- **SC-001**: [Measurable metric, e.g., "Users can complete account creation in under 2 minutes"]
+- **SC-002**: [Measurable metric, e.g., "System handles 1000 concurrent users without degradation"]
+- **SC-003**: [User satisfaction metric, e.g., "90% of users successfully complete primary task on first attempt"]
+- **SC-004**: [Business metric, e.g., "Reduce support tickets related to [X] by 50%"]

.specify/templates/tasks-arch-template.md

@@ -0,0 +1,35 @@
+---
+
+description: "Architecture task list template (Contracts & Scaffolding)"
+---
+
+# Architecture Tasks: [FEATURE NAME]
+
+**Role**: Architect Agent
+**Goal**: Define the "What" and "Why" (Contracts, Scaffolding, Models) before implementation.
+**Input**: Design documents from `/specs/[###-feature-name]/`
+**Output**: Files with `[DEF]` anchors, `@PRE`/`@POST` contracts, and `@RELATION` mappings. No business logic.
+
+## Phase 1: Setup & Models
+
+- [ ] A001 Create/Update data models in [path] with `[DEF]` and contracts
+- [ ] A002 Define API route structure/contracts in [path]
+- [ ] A003 Define shared utilities/interfaces
+
+## Phase 2: User Story 1 - [Title]
+
+- [ ] A004 [US1] Define contracts for [Component/Service] in [path]
+- [ ] A005 [US1] Define contracts for [Endpoint] in [path]
+- [ ] A006 [US1] Define contracts for [Frontend Component] in [path]
+
+## Phase 3: User Story 2 - [Title]
+
+- [ ] A007 [US2] Define contracts for [Component/Service] in [path]
+- [ ] A008 [US2] Define contracts for [Endpoint] in [path]
+
+## Handover Checklist
+
+- [ ] All new files created with `[DEF]` anchors
+- [ ] All functions/classes have `@PURPOSE`, `@PRE`, `@POST` tags
+- [ ] No "naked code" (logic outside of anchors)
+- [ ] `tasks-dev.md` is ready for the Developer Agent

.specify/templates/tasks-dev-template.md

@@ -0,0 +1,35 @@
+---
+
+description: "Developer task list template (Implementation Logic)"
+---
+
+# Developer Tasks: [FEATURE NAME]
+
+**Role**: Developer Agent
+**Goal**: Implement the "How" (Logic, State, Error Handling) inside the defined contracts.
+**Input**: `tasks-arch.md` (completed), Scaffolding files with `[DEF]` anchors.
+**Output**: Working code that satisfies `@PRE`/`@POST` conditions.
+
+## Phase 1: Setup & Models
+
+- [ ] D001 Implement logic for [Model] in [path]
+- [ ] D002 Implement logic for [API Route] in [path]
+- [ ] D003 Implement shared utilities
+
+## Phase 2: User Story 1 - [Title]
+
+- [ ] D004 [US1] Implement logic for [Component/Service] in [path]
+- [ ] D005 [US1] Implement logic for [Endpoint] in [path]
+- [ ] D006 [US1] Implement logic for [Frontend Component] in [path]
+- [ ] D007 [US1] Verify semantic compliance and belief state logging
+
+## Phase 3: User Story 2 - [Title]
+
+- [ ] D008 [US2] Implement logic for [Component/Service] in [path]
+- [ ] D009 [US2] Implement logic for [Endpoint] in [path]
+
+## Polish & Quality Assurance
+
+- [ ] DXXX Verify all tests pass
+- [ ] DXXX Check error handling and edge cases
+- [ ] DXXX Ensure code style compliance

README.md

@@ -0,0 +1,119 @@
+# 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.

backend/backend.log

@@ -0,0 +1,189 @@
+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

@@ -0,0 +1,269 @@
+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.

backend/requirements.txt

@@ -0,0 +1,14 @@
+fastapi
+uvicorn
+pydantic
+authlib
+python-multipart
+starlette
+jsonschema
+requests
+keyring
+httpx
+PyYAML
+websockets
+rapidfuzz
+sqlalchemy

backend/src/api/auth.py

@@ -0,0 +1,52 @@
+# [DEF:AuthModule:Module]
+# @SEMANTICS: auth, authentication, adfs, oauth, middleware
+# @PURPOSE: Implements ADFS authentication using Authlib for FastAPI. It provides a dependency to protect endpoints.
+# @LAYER: UI (API)
+# @RELATION: Used by API routers to protect endpoints that require authentication.
+
+from fastapi import Depends, HTTPException, status
+from fastapi.security import OAuth2AuthorizationCodeBearer
+from authlib.integrations.starlette_client import OAuth
+from starlette.config import Config
+
+# Placeholder for ADFS configuration. In a real app, this would come from a secure source.
+# Create an in-memory .env file
+from io import StringIO
+config_data = StringIO("""
+ADFS_CLIENT_ID=your-client-id
+ADFS_CLIENT_SECRET=your-client-secret
+ADFS_SERVER_METADATA_URL=https://your-adfs-server/.well-known/openid-configuration
+""")
+config = Config(config_data)
+oauth = OAuth(config)
+
+oauth.register(
+    name='adfs',
+    server_metadata_url=config('ADFS_SERVER_METADATA_URL'),
+    client_kwargs={'scope': 'openid profile email'}
+)
+
+oauth2_scheme = OAuth2AuthorizationCodeBearer(
+    authorizationUrl="https://your-adfs-server/adfs/oauth2/authorize",
+    tokenUrl="https://your-adfs-server/adfs/oauth2/token",
+)
+
+async def get_current_user(token: str = Depends(oauth2_scheme)):
+    """
+    Dependency to get the current user from the ADFS token.
+    This is a placeholder and needs to be fully implemented.
+    """
+    # In a real implementation, you would:
+    # 1. Validate the token with ADFS.
+    # 2. Fetch user information.
+    # 3. Create a user object.
+    # For now, we'll just check if a token exists.
+    if not token:
+        raise HTTPException(
+            status_code=status.HTTP_401_UNAUTHORIZED,
+            detail="Not authenticated",
+            headers={"WWW-Authenticate": "Bearer"},
+        )
+    # A real implementation would return a user object.
+    return {"placeholder_user": "user@example.com"}
+# [/DEF]

backend/src/api/routes/__init__.py

@@ -0,0 +1 @@
+from . import plugins, tasks, settings

backend/src/api/routes/environments.py

@@ -0,0 +1,78 @@
+# [DEF:backend.src.api.routes.environments:Module]
+#
+# @SEMANTICS: api, environments, superset, databases
+# @PURPOSE:   API endpoints for listing environments and their databases.
+# @LAYER:     API
+# @RELATION:  DEPENDS_ON -> backend.src.dependencies
+# @RELATION:  DEPENDS_ON -> backend.src.core.superset_client
+#
+# @INVARIANT: Environment IDs must exist in the configuration.
+
+# [SECTION: IMPORTS]
+from fastapi import APIRouter, Depends, HTTPException
+from typing import List, Dict, Optional
+from backend.src.dependencies import get_config_manager
+from backend.src.core.superset_client import SupersetClient
+from superset_tool.models import SupersetConfig
+from pydantic import BaseModel
+# [/SECTION]
+
+router = APIRouter(prefix="/api/environments", tags=["environments"])
+
+# [DEF:EnvironmentResponse:DataClass]
+class EnvironmentResponse(BaseModel):
+    id: str
+    name: str
+    url: str
+# [/DEF:EnvironmentResponse]
+
+# [DEF:DatabaseResponse:DataClass]
+class DatabaseResponse(BaseModel):
+    uuid: str
+    database_name: str
+    engine: Optional[str]
+# [/DEF:DatabaseResponse]
+
+# [DEF:get_environments:Function]
+# @PURPOSE: List all configured environments.
+# @RETURN:  List[EnvironmentResponse]
+@router.get("", response_model=List[EnvironmentResponse])
+async def get_environments(config_manager=Depends(get_config_manager)):
+    envs = config_manager.get_environments()
+    # Ensure envs is a list
+    if not isinstance(envs, list):
+        envs = []
+    return [EnvironmentResponse(id=e.id, name=e.name, url=e.url) for e in envs]
+# [/DEF:get_environments]
+
+# [DEF:get_environment_databases:Function]
+# @PURPOSE: Fetch the list of databases from a specific environment.
+# @PARAM:   id (str) - The environment ID.
+# @RETURN:  List[Dict] - List of databases.
+@router.get("/{id}/databases")
+async def get_environment_databases(id: str, config_manager=Depends(get_config_manager)):
+    envs = config_manager.get_environments()
+    env = next((e for e in envs if e.id == id), None)
+    if not env:
+        raise HTTPException(status_code=404, detail="Environment not found")
+    
+    try:
+        # Initialize SupersetClient from environment config
+        # Note: We need to map Environment model to SupersetConfig
+        superset_config = SupersetConfig(
+            env=env.name,
+            base_url=env.url,
+            auth={
+                "provider": "db", # Defaulting to db provider
+                "username": env.username,
+                "password": env.password,
+                "refresh": "false"
+            }
+        )
+        client = SupersetClient(superset_config)
+        return client.get_databases_summary()
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=f"Failed to fetch databases: {str(e)}")
+# [/DEF:get_environment_databases]
+
+# [/DEF:backend.src.api.routes.environments]

backend/src/api/routes/mappings.py

@@ -0,0 +1,110 @@
+# [DEF:backend.src.api.routes.mappings:Module]
+#
+# @SEMANTICS: api, mappings, database, fuzzy-matching
+# @PURPOSE:   API endpoints for managing database mappings and getting suggestions.
+# @LAYER:     API
+# @RELATION:  DEPENDS_ON -> backend.src.dependencies
+# @RELATION:  DEPENDS_ON -> backend.src.core.database
+# @RELATION:  DEPENDS_ON -> backend.src.services.mapping_service
+#
+# @INVARIANT: Mappings are persisted in the SQLite database.
+
+# [SECTION: IMPORTS]
+from fastapi import APIRouter, Depends, HTTPException
+from sqlalchemy.orm import Session
+from typing import List, Optional
+from backend.src.dependencies import get_config_manager
+from backend.src.core.database import get_db
+from backend.src.models.mapping import DatabaseMapping
+from pydantic import BaseModel
+# [/SECTION]
+
+router = APIRouter(prefix="/api/mappings", tags=["mappings"])
+
+# [DEF:MappingCreate:DataClass]
+class MappingCreate(BaseModel):
+    source_env_id: str
+    target_env_id: str
+    source_db_uuid: str
+    target_db_uuid: str
+    source_db_name: str
+    target_db_name: str
+# [/DEF:MappingCreate]
+
+# [DEF:MappingResponse:DataClass]
+class MappingResponse(BaseModel):
+    id: str
+    source_env_id: str
+    target_env_id: str
+    source_db_uuid: str
+    target_db_uuid: str
+    source_db_name: str
+    target_db_name: str
+
+    class Config:
+        from_attributes = True
+# [/DEF:MappingResponse]
+
+# [DEF:SuggestRequest:DataClass]
+class SuggestRequest(BaseModel):
+    source_env_id: str
+    target_env_id: str
+# [/DEF:SuggestRequest]
+
+# [DEF:get_mappings:Function]
+# @PURPOSE: List all saved database mappings.
+@router.get("", response_model=List[MappingResponse])
+async def get_mappings(
+    source_env_id: Optional[str] = None,
+    target_env_id: Optional[str] = None,
+    db: Session = Depends(get_db)
+):
+    query = db.query(DatabaseMapping)
+    if source_env_id:
+        query = query.filter(DatabaseMapping.source_env_id == source_env_id)
+    if target_env_id:
+        query = query.filter(DatabaseMapping.target_env_id == target_env_id)
+    return query.all()
+# [/DEF:get_mappings]
+
+# [DEF:create_mapping:Function]
+# @PURPOSE: Create or update a database mapping.
+@router.post("", response_model=MappingResponse)
+async def create_mapping(mapping: MappingCreate, db: Session = Depends(get_db)):
+    # Check if mapping already exists
+    existing = db.query(DatabaseMapping).filter(
+        DatabaseMapping.source_env_id == mapping.source_env_id,
+        DatabaseMapping.target_env_id == mapping.target_env_id,
+        DatabaseMapping.source_db_uuid == mapping.source_db_uuid
+    ).first()
+    
+    if existing:
+        existing.target_db_uuid = mapping.target_db_uuid
+        existing.target_db_name = mapping.target_db_name
+        db.commit()
+        db.refresh(existing)
+        return existing
+    
+    new_mapping = DatabaseMapping(**mapping.dict())
+    db.add(new_mapping)
+    db.commit()
+    db.refresh(new_mapping)
+    return new_mapping
+# [/DEF:create_mapping]
+
+# [DEF:suggest_mappings_api:Function]
+# @PURPOSE: Get suggested mappings based on fuzzy matching.
+@router.post("/suggest")
+async def suggest_mappings_api(
+    request: SuggestRequest,
+    config_manager=Depends(get_config_manager)
+):
+    from backend.src.services.mapping_service import MappingService
+    service = MappingService(config_manager)
+    try:
+        return await service.get_suggestions(request.source_env_id, request.target_env_id)
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=str(e))
+# [/DEF:suggest_mappings_api]
+
+# [/DEF:backend.src.api.routes.mappings]

backend/src/api/routes/migration.py

@@ -0,0 +1,76 @@
+# [DEF:backend.src.api.routes.migration:Module]
+# @SEMANTICS: api, migration, dashboards
+# @PURPOSE:   API endpoints for migration operations.
+# @LAYER:     API
+# @RELATION:  DEPENDS_ON -> backend.src.dependencies
+# @RELATION:  DEPENDS_ON -> backend.src.models.dashboard
+
+from fastapi import APIRouter, Depends, HTTPException
+from typing import List, Dict
+from backend.src.dependencies import get_config_manager, get_task_manager
+from backend.src.models.dashboard import DashboardMetadata, DashboardSelection
+from backend.src.core.superset_client import SupersetClient
+from superset_tool.models import SupersetConfig
+
+router = APIRouter(prefix="/api", tags=["migration"])
+
+# [DEF:get_dashboards:Function]
+# @PURPOSE: Fetch all dashboards from the specified environment for the grid.
+# @PRE:     Environment ID must be valid.
+# @POST:    Returns a list of dashboard metadata.
+# @PARAM:   env_id (str) - The ID of the environment to fetch from.
+# @RETURN:  List[DashboardMetadata]
+@router.get("/environments/{env_id}/dashboards", response_model=List[DashboardMetadata])
+async def get_dashboards(env_id: str, config_manager=Depends(get_config_manager)):
+    environments = config_manager.get_environments()
+    env = next((e for e in environments if e.id == env_id), None)
+    if not env:
+        raise HTTPException(status_code=404, detail="Environment not found")
+
+    config = SupersetConfig(
+        env=env.name,
+        base_url=env.url,
+        auth={'provider': 'db', 'username': env.username, 'password': env.password, 'refresh': False},
+        verify_ssl=True,
+        timeout=30
+    )
+    client = SupersetClient(config)
+    dashboards = client.get_dashboards_summary()
+    return dashboards
+# [/DEF:get_dashboards]
+
+# [DEF:execute_migration:Function]
+# @PURPOSE: Execute the migration of selected dashboards.
+# @PRE:     Selection must be valid and environments must exist.
+# @POST:    Starts the migration task and returns the task ID.
+# @PARAM:   selection (DashboardSelection) - The dashboards to migrate.
+# @RETURN:  Dict - {"task_id": str, "message": str}
+@router.post("/migration/execute")
+async def execute_migration(selection: DashboardSelection, config_manager=Depends(get_config_manager), task_manager=Depends(get_task_manager)):
+    # Validate environments exist
+    environments = config_manager.get_environments()
+    env_ids = {e.id for e in environments}
+    if selection.source_env_id not in env_ids or selection.target_env_id not in env_ids:
+        raise HTTPException(status_code=400, detail="Invalid source or target environment")
+
+    # Create migration task with debug logging
+    from ...core.logger import logger
+    
+    # Include replace_db_config in the task parameters
+    task_params = selection.dict()
+    task_params['replace_db_config'] = selection.replace_db_config
+    
+    logger.info(f"Creating migration task with params: {task_params}")
+    logger.info(f"Available environments: {env_ids}")
+    logger.info(f"Source env: {selection.source_env_id}, Target env: {selection.target_env_id}")
+    
+    try:
+        task = await task_manager.create_task("superset-migration", task_params)
+        logger.info(f"Task created successfully: {task.id}")
+        return {"task_id": task.id, "message": "Migration initiated"}
+    except Exception as e:
+        logger.error(f"Task creation failed: {e}")
+        raise HTTPException(status_code=500, detail=f"Failed to create migration task: {str(e)}")
+# [/DEF:execute_migration]
+
+# [/DEF:backend.src.api.routes.migration]

backend/src/api/routes/plugins.py

@@ -0,0 +1,22 @@
+# [DEF:PluginsRouter:Module]
+# @SEMANTICS: api, router, plugins, list
+# @PURPOSE: Defines the FastAPI router for plugin-related endpoints, allowing clients to list available plugins.
+# @LAYER: UI (API)
+# @RELATION: Depends on the PluginLoader and PluginConfig. It is included by the main app.
+from typing import List
+from fastapi import APIRouter, Depends
+
+from ...core.plugin_base import PluginConfig
+from ...dependencies import get_plugin_loader
+
+router = APIRouter()
+
+@router.get("/", response_model=List[PluginConfig])
+async def list_plugins(
+    plugin_loader = Depends(get_plugin_loader)
+):
+    """
+    Retrieve a list of all available plugins.
+    """
+    return plugin_loader.get_all_plugin_configs()
+# [/DEF]

backend/src/api/routes/settings.py

@@ -0,0 +1,218 @@
+# [DEF:SettingsRouter:Module]
+#
+# @SEMANTICS: settings, api, router, fastapi
+# @PURPOSE:   Provides API endpoints for managing application settings and Superset environments.
+# @LAYER:     UI (API)
+# @RELATION:  DEPENDS_ON -> ConfigManager
+# @RELATION:  DEPENDS_ON -> ConfigModels
+#
+# @INVARIANT: All settings changes must be persisted via ConfigManager.
+# @PUBLIC_API: router
+
+# [SECTION: IMPORTS]
+from fastapi import APIRouter, Depends, HTTPException
+from typing import List
+from ...core.config_models import AppConfig, Environment, GlobalSettings
+from ...dependencies import get_config_manager
+from ...core.config_manager import ConfigManager
+from ...core.logger import logger
+from ...core.superset_client import SupersetClient
+from superset_tool.models import SupersetConfig
+import os
+# [/SECTION]
+
+router = APIRouter()
+
+# [DEF:get_settings:Function]
+# @PURPOSE: Retrieves all application settings.
+# @RETURN: AppConfig - The current configuration.
+@router.get("/", response_model=AppConfig)
+async def get_settings(config_manager: ConfigManager = Depends(get_config_manager)):
+    logger.info("[get_settings][Entry] Fetching all settings")
+    config = config_manager.get_config().copy(deep=True)
+    # Mask passwords
+    for env in config.environments:
+        if env.password:
+            env.password = "********"
+    return config
+# [/DEF:get_settings]
+
+# [DEF:update_global_settings:Function]
+# @PURPOSE: Updates global application settings.
+# @PARAM: settings (GlobalSettings) - The new global settings.
+# @RETURN: GlobalSettings - The updated settings.
+@router.patch("/global", response_model=GlobalSettings)
+async def update_global_settings(
+    settings: GlobalSettings, 
+    config_manager: ConfigManager = Depends(get_config_manager)
+):
+    logger.info("[update_global_settings][Entry] Updating global settings")
+    config_manager.update_global_settings(settings)
+    return settings
+# [/DEF:update_global_settings]
+
+# [DEF:get_environments:Function]
+# @PURPOSE: Lists all configured Superset environments.
+# @RETURN: List[Environment] - List of environments.
+@router.get("/environments", response_model=List[Environment])
+async def get_environments(config_manager: ConfigManager = Depends(get_config_manager)):
+    logger.info("[get_environments][Entry] Fetching environments")
+    return config_manager.get_environments()
+# [/DEF:get_environments]
+
+# [DEF:add_environment:Function]
+# @PURPOSE: Adds a new Superset environment.
+# @PARAM: env (Environment) - The environment to add.
+# @RETURN: Environment - The added environment.
+@router.post("/environments", response_model=Environment)
+async def add_environment(
+    env: Environment,
+    config_manager: ConfigManager = Depends(get_config_manager)
+):
+    logger.info(f"[add_environment][Entry] Adding environment {env.id}")
+    
+    # Validate connection before adding
+    try:
+        superset_config = SupersetConfig(
+            env=env.name,
+            base_url=env.url,
+            auth={
+                "provider": "db",
+                "username": env.username,
+                "password": env.password,
+                "refresh": "true"
+            }
+        )
+        client = SupersetClient(config=superset_config)
+        client.get_dashboards(query={"page_size": 1})
+    except Exception as e:
+        logger.error(f"[add_environment][Coherence:Failed] Connection validation failed: {e}")
+        raise HTTPException(status_code=400, detail=f"Connection validation failed: {e}")
+
+    config_manager.add_environment(env)
+    return env
+# [/DEF:add_environment]
+
+# [DEF:update_environment:Function]
+# @PURPOSE: Updates an existing Superset environment.
+# @PARAM: id (str) - The ID of the environment to update.
+# @PARAM: env (Environment) - The updated environment data.
+# @RETURN: Environment - The updated environment.
+@router.put("/environments/{id}", response_model=Environment)
+async def update_environment(
+    id: str, 
+    env: Environment, 
+    config_manager: ConfigManager = Depends(get_config_manager)
+):
+    logger.info(f"[update_environment][Entry] Updating environment {id}")
+    
+    # If password is masked, we need the real one for validation
+    env_to_validate = env.copy(deep=True)
+    if env_to_validate.password == "********":
+        old_env = next((e for e in config_manager.get_environments() if e.id == id), None)
+        if old_env:
+            env_to_validate.password = old_env.password
+
+    # Validate connection before updating
+    try:
+        superset_config = SupersetConfig(
+            env=env_to_validate.name,
+            base_url=env_to_validate.url,
+            auth={
+                "provider": "db",
+                "username": env_to_validate.username,
+                "password": env_to_validate.password,
+                "refresh": "true"
+            }
+        )
+        client = SupersetClient(config=superset_config)
+        client.get_dashboards(query={"page_size": 1})
+    except Exception as e:
+        logger.error(f"[update_environment][Coherence:Failed] Connection validation failed: {e}")
+        raise HTTPException(status_code=400, detail=f"Connection validation failed: {e}")
+
+    if config_manager.update_environment(id, env):
+        return env
+    raise HTTPException(status_code=404, detail=f"Environment {id} not found")
+# [/DEF:update_environment]
+
+# [DEF:delete_environment:Function]
+# @PURPOSE: Deletes a Superset environment.
+# @PARAM: id (str) - The ID of the environment to delete.
+@router.delete("/environments/{id}")
+async def delete_environment(
+    id: str, 
+    config_manager: ConfigManager = Depends(get_config_manager)
+):
+    logger.info(f"[delete_environment][Entry] Deleting environment {id}")
+    config_manager.delete_environment(id)
+    return {"message": f"Environment {id} deleted"}
+# [/DEF:delete_environment]
+
+# [DEF:test_environment_connection:Function]
+# @PURPOSE: Tests the connection to a Superset environment.
+# @PARAM: id (str) - The ID of the environment to test.
+# @RETURN: dict - Success message or error.
+@router.post("/environments/{id}/test")
+async def test_environment_connection(
+    id: str,
+    config_manager: ConfigManager = Depends(get_config_manager)
+):
+    logger.info(f"[test_environment_connection][Entry] Testing environment {id}")
+    
+    # Find environment
+    env = next((e for e in config_manager.get_environments() if e.id == id), None)
+    if not env:
+        raise HTTPException(status_code=404, detail=f"Environment {id} not found")
+    
+    try:
+        # Create SupersetConfig
+        # Note: SupersetConfig expects 'auth' dict with specific keys
+        superset_config = SupersetConfig(
+            env=env.name,
+            base_url=env.url,
+            auth={
+                "provider": "db", # Defaulting to db for now
+                "username": env.username,
+                "password": env.password,
+                "refresh": "true"
+            }
+        )
+        
+        # Initialize client (this will trigger authentication)
+        client = SupersetClient(config=superset_config)
+        
+        # Try a simple request to verify
+        client.get_dashboards(query={"page_size": 1})
+        
+        logger.info(f"[test_environment_connection][Coherence:OK] Connection successful for {id}")
+        return {"status": "success", "message": "Connection successful"}
+    except Exception as e:
+        logger.error(f"[test_environment_connection][Coherence:Failed] Connection failed for {id}: {e}")
+        return {"status": "error", "message": str(e)}
+# [/DEF:test_environment_connection]
+
+# [DEF:validate_backup_path:Function]
+# @PURPOSE: Validates if a backup path exists and is writable.
+# @PARAM: path (str) - The path to validate.
+# @RETURN: dict - Validation result.
+@router.post("/validate-path")
+async def validate_backup_path(
+    path_data: dict,
+    config_manager: ConfigManager = Depends(get_config_manager)
+):
+    path = path_data.get("path")
+    if not path:
+        raise HTTPException(status_code=400, detail="Path is required")
+    
+    logger.info(f"[validate_backup_path][Entry] Validating path: {path}")
+    
+    valid, message = config_manager.validate_path(path)
+    
+    if not valid:
+        return {"status": "error", "message": message}
+    
+    return {"status": "success", "message": message}
+# [/DEF:validate_backup_path]
+
+# [/DEF:SettingsRouter]

backend/src/api/routes/tasks.py

@@ -0,0 +1,120 @@
+# [DEF:TasksRouter:Module]
+# @SEMANTICS: api, router, tasks, create, list, get
+# @PURPOSE: Defines the FastAPI router for task-related endpoints, allowing clients to create, list, and get the status of tasks.
+# @LAYER: UI (API)
+# @RELATION: Depends on the TaskManager. It is included by the main app.
+from typing import List, Dict, Any, Optional
+from fastapi import APIRouter, Depends, HTTPException, status
+from pydantic import BaseModel
+
+from ...core.task_manager import TaskManager, Task, TaskStatus, LogEntry
+from ...dependencies import get_task_manager
+
+router = APIRouter()
+
+class CreateTaskRequest(BaseModel):
+    plugin_id: str
+    params: Dict[str, Any]
+
+class ResolveTaskRequest(BaseModel):
+    resolution_params: Dict[str, Any]
+
+class ResumeTaskRequest(BaseModel):
+    passwords: Dict[str, str]
+
+@router.post("", response_model=Task, status_code=status.HTTP_201_CREATED)
+async def create_task(
+    request: CreateTaskRequest,
+    task_manager: TaskManager = Depends(get_task_manager)
+):
+    """
+    Create and start a new task for a given plugin.
+    """
+    try:
+        task = await task_manager.create_task(
+            plugin_id=request.plugin_id,
+            params=request.params
+        )
+        return task
+    except ValueError as e:
+        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail=str(e))
+
+@router.get("", response_model=List[Task])
+async def list_tasks(
+    limit: int = 10,
+    offset: int = 0,
+    status: Optional[TaskStatus] = None,
+    task_manager: TaskManager = Depends(get_task_manager)
+):
+    """
+    Retrieve a list of tasks with pagination and optional status filter.
+    """
+    return task_manager.get_tasks(limit=limit, offset=offset, status=status)
+
+@router.get("/{task_id}", response_model=Task)
+async def get_task(
+    task_id: str,
+    task_manager: TaskManager = Depends(get_task_manager)
+):
+    """
+    Retrieve the details of a specific task.
+    """
+    task = task_manager.get_task(task_id)
+    if not task:
+        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Task not found")
+    return task
+
+@router.get("/{task_id}/logs", response_model=List[LogEntry])
+async def get_task_logs(
+    task_id: str,
+    task_manager: TaskManager = Depends(get_task_manager)
+):
+    """
+    Retrieve logs for a specific task.
+    """
+    task = task_manager.get_task(task_id)
+    if not task:
+        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Task not found")
+    return task_manager.get_task_logs(task_id)
+
+@router.post("/{task_id}/resolve", response_model=Task)
+async def resolve_task(
+    task_id: str,
+    request: ResolveTaskRequest,
+    task_manager: TaskManager = Depends(get_task_manager)
+):
+    """
+    Resolve a task that is awaiting mapping.
+    """
+    try:
+        await task_manager.resolve_task(task_id, request.resolution_params)
+        return task_manager.get_task(task_id)
+    except ValueError as e:
+        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail=str(e))
+
+@router.post("/{task_id}/resume", response_model=Task)
+async def resume_task(
+    task_id: str,
+    request: ResumeTaskRequest,
+    task_manager: TaskManager = Depends(get_task_manager)
+):
+    """
+    Resume a task that is awaiting input (e.g., passwords).
+    """
+    try:
+        task_manager.resume_task_with_password(task_id, request.passwords)
+        return task_manager.get_task(task_id)
+    except ValueError as e:
+        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail=str(e))
+
+@router.delete("", status_code=status.HTTP_204_NO_CONTENT)
+async def clear_tasks(
+    status: Optional[TaskStatus] = None,
+    task_manager: TaskManager = Depends(get_task_manager)
+):
+    """
+    Clear tasks matching the status filter. If no filter, clears all non-running tasks.
+    """
+    task_manager.clear_tasks(status)
+    return
+# [/DEF]

backend/src/app.py

@@ -0,0 +1,143 @@
+# [DEF:AppModule:Module]
+# @SEMANTICS: app, main, entrypoint, fastapi
+# @PURPOSE: The main entry point for the FastAPI application. It initializes the app, configures CORS, sets up dependencies, includes API routers, and defines the WebSocket endpoint for log streaming.
+# @LAYER: UI (API)
+# @RELATION: Depends on the dependency module and API route modules.
+import sys
+from pathlib import Path
+
+# Add project root to sys.path to allow importing superset_tool
+# Assuming app.py is in backend/src/
+project_root = Path(__file__).resolve().parent.parent.parent
+sys.path.append(str(project_root))
+
+from fastapi import FastAPI, WebSocket, WebSocketDisconnect, Depends, Request
+from fastapi.middleware.cors import CORSMiddleware
+from fastapi.staticfiles import StaticFiles
+from fastapi.responses import FileResponse
+import asyncio
+import os
+
+from .dependencies import get_task_manager
+from .core.logger import logger
+from .api.routes import plugins, tasks, settings, environments, mappings, migration
+from .core.database import init_db
+
+# Initialize database
+init_db()
+
+# [DEF:App:Global]
+# @SEMANTICS: app, fastapi, instance
+# @PURPOSE: The global FastAPI application instance.
+app = FastAPI(
+    title="Superset Tools API",
+    description="API for managing Superset automation tools and plugins.",
+    version="1.0.0",
+)
+
+# Configure CORS
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["*"],  # Adjust this in production
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+
+@app.middleware("http")
+async def log_requests(request: Request, call_next):
+    logger.info(f"[DEBUG] Incoming request: {request.method} {request.url.path}")
+    response = await call_next(request)
+    logger.info(f"[DEBUG] Response status: {response.status_code} for {request.url.path}")
+    return response
+
+# Include API routes
+app.include_router(plugins.router, prefix="/api/plugins", tags=["Plugins"])
+app.include_router(tasks.router, prefix="/api/tasks", tags=["Tasks"])
+app.include_router(settings.router, prefix="/api/settings", tags=["Settings"])
+app.include_router(environments.router)
+app.include_router(mappings.router)
+app.include_router(migration.router)
+
+# [DEF:WebSocketEndpoint:Endpoint]
+# @SEMANTICS: websocket, logs, streaming, real-time
+# @PURPOSE: Provides a WebSocket endpoint for clients to connect to and receive real-time log entries for a specific task.
+@app.websocket("/ws/logs/{task_id}")
+async def websocket_endpoint(websocket: WebSocket, task_id: str):
+    await websocket.accept()
+    logger.info(f"WebSocket connection accepted for task {task_id}")
+    task_manager = get_task_manager()
+    queue = await task_manager.subscribe_logs(task_id)
+    try:
+        # Stream new logs
+        logger.info(f"Starting log stream for task {task_id}")
+        
+        # Send initial logs first to build context
+        initial_logs = task_manager.get_task_logs(task_id)
+        for log_entry in initial_logs:
+            log_dict = log_entry.dict()
+            log_dict['timestamp'] = log_dict['timestamp'].isoformat()
+            await websocket.send_json(log_dict)
+
+        # Force a check for AWAITING_INPUT status immediately upon connection
+        # This ensures that if the task is already waiting when the user connects, they get the prompt.
+        task = task_manager.get_task(task_id)
+        if task and task.status == "AWAITING_INPUT" and task.input_request:
+             # Construct a synthetic log entry to trigger the frontend handler
+             # This is a bit of a hack but avoids changing the websocket protocol significantly
+             synthetic_log = {
+                 "timestamp": task.logs[-1].timestamp.isoformat() if task.logs else "2024-01-01T00:00:00",
+                 "level": "INFO",
+                 "message": "Task paused for user input (Connection Re-established)",
+                 "context": {"input_request": task.input_request}
+             }
+             await websocket.send_json(synthetic_log)
+
+        while True:
+            log_entry = await queue.get()
+            log_dict = log_entry.dict()
+            log_dict['timestamp'] = log_dict['timestamp'].isoformat()
+            await websocket.send_json(log_dict)
+            
+            # If task is finished, we could potentially close the connection
+            # but let's keep it open for a bit or until the client disconnects
+            if "Task completed successfully" in log_entry.message or "Task failed" in log_entry.message:
+                # Wait a bit to ensure client receives the last message
+                await asyncio.sleep(2)
+                # DO NOT BREAK here - allow client to keep connection open if they want to review logs
+                # or until they disconnect. Breaking closes the socket immediately.
+                # break
+
+    except WebSocketDisconnect:
+        logger.info(f"WebSocket connection disconnected for task {task_id}")
+    except Exception as e:
+        logger.error(f"WebSocket error for task {task_id}: {e}")
+    finally:
+        task_manager.unsubscribe_logs(task_id, queue)
+
+# [/DEF]
+
+# [DEF:StaticFiles:Mount]
+# @SEMANTICS: static, frontend, spa
+# @PURPOSE: Mounts the frontend build directory to serve static assets.
+frontend_path = project_root / "frontend" / "build"
+if frontend_path.exists():
+    app.mount("/_app", StaticFiles(directory=str(frontend_path / "_app")), name="static")
+    
+    # Serve other static files from the root of build directory
+    @app.get("/{file_path:path}")
+    async def serve_spa(file_path: str):
+        full_path = frontend_path / file_path
+        if full_path.is_file():
+            return FileResponse(str(full_path))
+        # Fallback to index.html for SPA routing
+        return FileResponse(str(frontend_path / "index.html"))
+else:
+    # [DEF:RootEndpoint:Endpoint]
+    # @SEMANTICS: root, healthcheck
+    # @PURPOSE: A simple root endpoint to confirm that the API is running.
+    @app.get("/")
+    async def read_root():
+        return {"message": "Superset Tools API is running (Frontend build not found)"}
+# [/DEF]

backend/src/core/config_manager.py

@@ -0,0 +1,238 @@
+# [DEF:ConfigManagerModule:Module]
+#
+# @SEMANTICS: config, manager, persistence, json
+# @PURPOSE:   Manages application configuration, including loading/saving to JSON and CRUD for environments.
+# @LAYER:     Core
+# @RELATION:  DEPENDS_ON -> ConfigModels
+# @RELATION:  CALLS -> logger
+# @RELATION:  WRITES_TO -> config.json
+#
+# @INVARIANT: Configuration must always be valid according to AppConfig model.
+# @PUBLIC_API: ConfigManager
+
+# [SECTION: IMPORTS]
+import json
+import os
+from pathlib import Path
+from typing import Optional, List
+from .config_models import AppConfig, Environment, GlobalSettings
+from .logger import logger, configure_logger
+# [/SECTION]
+
+# [DEF:ConfigManager:Class]
+# @PURPOSE: A class to handle application configuration persistence and management.
+# @RELATION: WRITES_TO -> config.json
+class ConfigManager:
+    
+    # [DEF:__init__:Function]
+    # @PURPOSE: Initializes the ConfigManager.
+    # @PRE: isinstance(config_path, str) and len(config_path) > 0
+    # @POST: self.config is an instance of AppConfig
+    # @PARAM: config_path (str) - Path to the configuration file.
+    def __init__(self, config_path: str = "config.json"):
+        # 1. Runtime check of @PRE
+        assert isinstance(config_path, str) and config_path, "config_path must be a non-empty string"
+        
+        logger.info(f"[ConfigManager][Entry] Initializing with {config_path}")
+        
+        # 2. Logic implementation
+        self.config_path = Path(config_path)
+        self.config: AppConfig = self._load_config()
+
+        # Configure logger with loaded settings
+        configure_logger(self.config.settings.logging)
+
+        # 3. Runtime check of @POST
+        assert isinstance(self.config, AppConfig), "self.config must be an instance of AppConfig"
+
+        logger.info(f"[ConfigManager][Exit] Initialized")
+    # [/DEF:__init__]
+
+    # [DEF:_load_config:Function]
+    # @PURPOSE: Loads the configuration from disk or creates a default one.
+    # @POST: isinstance(return, AppConfig)
+    # @RETURN: AppConfig - The loaded or default configuration.
+    def _load_config(self) -> AppConfig:
+        logger.debug(f"[_load_config][Entry] Loading from {self.config_path}")
+        
+        if not self.config_path.exists():
+            logger.info(f"[_load_config][Action] Config file not found. Creating default.")
+            default_config = AppConfig(
+                environments=[],
+                settings=GlobalSettings(backup_path="backups")
+            )
+            self._save_config_to_disk(default_config)
+            return default_config
+        
+        try:
+            with open(self.config_path, "r") as f:
+                data = json.load(f)
+                config = AppConfig(**data)
+                logger.info(f"[_load_config][Coherence:OK] Configuration loaded")
+                return config
+        except Exception as e:
+            logger.error(f"[_load_config][Coherence:Failed] Error loading config: {e}")
+            # Fallback but try to preserve existing settings if possible?
+            # For now, return default to be safe, but log the error prominently.
+            return AppConfig(
+                environments=[],
+                settings=GlobalSettings(backup_path="backups")
+            )
+    # [/DEF:_load_config]
+
+    # [DEF:_save_config_to_disk:Function]
+    # @PURPOSE: Saves the provided configuration object to disk.
+    # @PRE: isinstance(config, AppConfig)
+    # @PARAM: config (AppConfig) - The configuration to save.
+    def _save_config_to_disk(self, config: AppConfig):
+        logger.debug(f"[_save_config_to_disk][Entry] Saving to {self.config_path}")
+        
+        # 1. Runtime check of @PRE
+        assert isinstance(config, AppConfig), "config must be an instance of AppConfig"
+        
+        # 2. Logic implementation
+        try:
+            with open(self.config_path, "w") as f:
+                json.dump(config.dict(), f, indent=4)
+            logger.info(f"[_save_config_to_disk][Action] Configuration saved")
+        except Exception as e:
+            logger.error(f"[_save_config_to_disk][Coherence:Failed] Failed to save: {e}")
+    # [/DEF:_save_config_to_disk]
+
+    # [DEF:save:Function]
+    # @PURPOSE: Saves the current configuration state to disk.
+    def save(self):
+        self._save_config_to_disk(self.config)
+    # [/DEF:save]
+
+    # [DEF:get_config:Function]
+    # @PURPOSE: Returns the current configuration.
+    # @RETURN: AppConfig - The current configuration.
+    def get_config(self) -> AppConfig:
+        return self.config
+    # [/DEF:get_config]
+
+    # [DEF:update_global_settings:Function]
+    # @PURPOSE: Updates the global settings and persists the change.
+    # @PRE: isinstance(settings, GlobalSettings)
+    # @PARAM: settings (GlobalSettings) - The new global settings.
+    def update_global_settings(self, settings: GlobalSettings):
+        logger.info(f"[update_global_settings][Entry] Updating settings")
+        
+        # 1. Runtime check of @PRE
+        assert isinstance(settings, GlobalSettings), "settings must be an instance of GlobalSettings"
+        
+        # 2. Logic implementation
+        self.config.settings = settings
+        self.save()
+
+        # Reconfigure logger with new settings
+        configure_logger(settings.logging)
+
+        logger.info(f"[update_global_settings][Exit] Settings updated")
+    # [/DEF:update_global_settings]
+
+    # [DEF:validate_path:Function]
+    # @PURPOSE: Validates if a path exists and is writable.
+    # @PARAM: path (str) - The path to validate.
+    # @RETURN: tuple (bool, str) - (is_valid, message)
+    def validate_path(self, path: str) -> tuple[bool, str]:
+        p = os.path.abspath(path)
+        if not os.path.exists(p):
+            try:
+                os.makedirs(p, exist_ok=True)
+            except Exception as e:
+                return False, f"Path does not exist and could not be created: {e}"
+        
+        if not os.access(p, os.W_OK):
+            return False, "Path is not writable"
+            
+        return True, "Path is valid and writable"
+    # [/DEF:validate_path]
+
+    # [DEF:get_environments:Function]
+    # @PURPOSE: Returns the list of configured environments.
+    # @RETURN: List[Environment] - List of environments.
+    def get_environments(self) -> List[Environment]:
+        return self.config.environments
+    # [/DEF:get_environments]
+
+    # [DEF:has_environments:Function]
+    # @PURPOSE: Checks if at least one environment is configured.
+    # @RETURN: bool - True if at least one environment exists.
+    def has_environments(self) -> bool:
+        return len(self.config.environments) > 0
+    # [/DEF:has_environments]
+
+    # [DEF:add_environment:Function]
+    # @PURPOSE: Adds a new environment to the configuration.
+    # @PRE: isinstance(env, Environment)
+    # @PARAM: env (Environment) - The environment to add.
+    def add_environment(self, env: Environment):
+        logger.info(f"[add_environment][Entry] Adding environment {env.id}")
+        
+        # 1. Runtime check of @PRE
+        assert isinstance(env, Environment), "env must be an instance of Environment"
+        
+        # 2. Logic implementation
+        # Check for duplicate ID and remove if exists
+        self.config.environments = [e for e in self.config.environments if e.id != env.id]
+        self.config.environments.append(env)
+        self.save()
+        
+        logger.info(f"[add_environment][Exit] Environment added")
+    # [/DEF:add_environment]
+
+    # [DEF:update_environment:Function]
+    # @PURPOSE: Updates an existing environment.
+    # @PRE: isinstance(env_id, str) and len(env_id) > 0 and isinstance(updated_env, Environment)
+    # @PARAM: env_id (str) - The ID of the environment to update.
+    # @PARAM: updated_env (Environment) - The updated environment data.
+    # @RETURN: bool - True if updated, False otherwise.
+    def update_environment(self, env_id: str, updated_env: Environment) -> bool:
+        logger.info(f"[update_environment][Entry] Updating {env_id}")
+        
+        # 1. Runtime check of @PRE
+        assert env_id and isinstance(env_id, str), "env_id must be a non-empty string"
+        assert isinstance(updated_env, Environment), "updated_env must be an instance of Environment"
+        
+        # 2. Logic implementation
+        for i, env in enumerate(self.config.environments):
+            if env.id == env_id:
+                # If password is masked, keep the old one
+                if updated_env.password == "********":
+                    updated_env.password = env.password
+                
+                self.config.environments[i] = updated_env
+                self.save()
+                logger.info(f"[update_environment][Coherence:OK] Updated {env_id}")
+                return True
+        
+        logger.warning(f"[update_environment][Coherence:Failed] Environment {env_id} not found")
+        return False
+    # [/DEF:update_environment]
+
+    # [DEF:delete_environment:Function]
+    # @PURPOSE: Deletes an environment by ID.
+    # @PRE: isinstance(env_id, str) and len(env_id) > 0
+    # @PARAM: env_id (str) - The ID of the environment to delete.
+    def delete_environment(self, env_id: str):
+        logger.info(f"[delete_environment][Entry] Deleting {env_id}")
+        
+        # 1. Runtime check of @PRE
+        assert env_id and isinstance(env_id, str), "env_id must be a non-empty string"
+        
+        # 2. Logic implementation
+        original_count = len(self.config.environments)
+        self.config.environments = [e for e in self.config.environments if e.id != env_id]
+        
+        if len(self.config.environments) < original_count:
+            self.save()
+            logger.info(f"[delete_environment][Action] Deleted {env_id}")
+        else:
+            logger.warning(f"[delete_environment][Coherence:Failed] Environment {env_id} not found")
+    # [/DEF:delete_environment]
+
+# [/DEF:ConfigManager]
+
+# [/DEF:ConfigManagerModule]

backend/src/core/config_models.py

@@ -0,0 +1,52 @@
+# [DEF:ConfigModels:Module]
+# @SEMANTICS: config, models, pydantic
+# @PURPOSE: Defines the data models for application configuration using Pydantic.
+# @LAYER: Core
+# @RELATION: READS_FROM -> config.json
+# @RELATION: USED_BY -> ConfigManager
+
+from pydantic import BaseModel, Field
+from typing import List, Optional
+
+# [DEF:Environment:DataClass]
+# @PURPOSE: Represents a Superset environment configuration.
+class Environment(BaseModel):
+    id: str
+    name: str
+    url: str
+    username: str
+    password: str  # Will be masked in UI
+    is_default: bool = False
+# [/DEF:Environment]
+
+# [DEF:LoggingConfig:DataClass]
+# @PURPOSE: Defines the configuration for the application's logging system.
+class LoggingConfig(BaseModel):
+    level: str = "INFO"
+    file_path: Optional[str] = "logs/app.log"
+    max_bytes: int = 10 * 1024 * 1024
+    backup_count: int = 5
+    enable_belief_state: bool = True
+# [/DEF:LoggingConfig]
+
+# [DEF:GlobalSettings:DataClass]
+# @PURPOSE: Represents global application settings.
+class GlobalSettings(BaseModel):
+    backup_path: str
+    default_environment_id: Optional[str] = None
+    logging: LoggingConfig = Field(default_factory=LoggingConfig)
+    
+    # Task retention settings
+    task_retention_days: int = 30
+    task_retention_limit: int = 100
+    pagination_limit: int = 10
+# [/DEF:GlobalSettings]
+
+# [DEF:AppConfig:DataClass]
+# @PURPOSE: The root configuration model containing all application settings.
+class AppConfig(BaseModel):
+    environments: List[Environment] = []
+    settings: GlobalSettings
+# [/DEF:AppConfig]
+
+# [/DEF:ConfigModels]

backend/src/core/database.py

@@ -0,0 +1,48 @@
+# [DEF:backend.src.core.database:Module]
+#
+# @SEMANTICS: database, sqlite, sqlalchemy, session, persistence
+# @PURPOSE:   Configures the SQLite database connection and session management.
+# @LAYER:     Core
+# @RELATION:  DEPENDS_ON -> sqlalchemy
+# @RELATION:  USES -> backend.src.models.mapping
+#
+# @INVARIANT: A single engine instance is used for the entire application.
+
+# [SECTION: IMPORTS]
+from sqlalchemy import create_engine
+from sqlalchemy.orm import sessionmaker, Session
+from backend.src.models.mapping import Base
+import os
+# [/SECTION]
+
+# [DEF:DATABASE_URL:Constant]
+DATABASE_URL = os.getenv("DATABASE_URL", "sqlite:///./mappings.db")
+# [/DEF:DATABASE_URL]
+
+# [DEF:engine:Variable]
+engine = create_engine(DATABASE_URL, connect_args={"check_same_thread": False})
+# [/DEF:engine]
+
+# [DEF:SessionLocal:Class]
+SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine)
+# [/DEF:SessionLocal]
+
+# [DEF:init_db:Function]
+# @PURPOSE: Initializes the database by creating all tables.
+def init_db():
+    Base.metadata.create_all(bind=engine)
+# [/DEF:init_db]
+
+# [DEF:get_db:Function]
+# @PURPOSE: Dependency for getting a database session.
+# @POST:    Session is closed after use.
+# @RETURN:  Generator[Session, None, None]
+def get_db():
+    db = SessionLocal()
+    try:
+        yield db
+    finally:
+        db.close()
+# [/DEF:get_db]
+
+# [/DEF:backend.src.core.database]

backend/src/core/logger.py

@@ -0,0 +1,187 @@
+# [DEF:LoggerModule:Module]
+# @SEMANTICS: logging, websocket, streaming, handler
+# @PURPOSE: Configures the application's logging system, including a custom handler for buffering logs and streaming them over WebSockets.
+# @LAYER: Core
+# @RELATION: Used by the main application and other modules to log events. The WebSocketLogHandler is used by the WebSocket endpoint in app.py.
+import logging
+import threading
+from datetime import datetime
+from typing import Dict, Any, List, Optional
+from collections import deque
+from contextlib import contextmanager
+from logging.handlers import RotatingFileHandler
+
+from pydantic import BaseModel, Field
+
+# Thread-local storage for belief state
+_belief_state = threading.local()
+
+# Global flag for belief state logging
+_enable_belief_state = True
+
+# [DEF:BeliefFormatter:Class]
+# @PURPOSE: Custom logging formatter that adds belief state prefixes to log messages.
+class BeliefFormatter(logging.Formatter):
+    def format(self, record):
+        msg = super().format(record)
+        anchor_id = getattr(_belief_state, 'anchor_id', None)
+        if anchor_id:
+            msg = f"[{anchor_id}][Action] {msg}"
+        return msg
+# [/DEF:BeliefFormatter]
+
+# Re-using LogEntry from task_manager for consistency
+# [DEF:LogEntry:Class]
+# @SEMANTICS: log, entry, record, pydantic
+# @PURPOSE: A Pydantic model representing a single, structured log entry. This is a re-definition for consistency, as it's also defined in task_manager.py.
+class LogEntry(BaseModel):
+    timestamp: datetime = Field(default_factory=datetime.utcnow)
+    level: str
+    message: str
+    context: Optional[Dict[str, Any]] = None
+
+# [/DEF]
+
+# [DEF:BeliefScope:Function]
+# @PURPOSE: Context manager for structured Belief State logging.
+@contextmanager
+def belief_scope(anchor_id: str, message: str = ""):
+    # Log Entry if enabled
+    if _enable_belief_state:
+        entry_msg = f"[{anchor_id}][Entry]"
+        if message:
+            entry_msg += f" {message}"
+        logger.info(entry_msg)
+
+    # Set thread-local anchor_id
+    old_anchor = getattr(_belief_state, 'anchor_id', None)
+    _belief_state.anchor_id = anchor_id
+
+    try:
+        yield
+        # Log Coherence OK and Exit
+        logger.info(f"[{anchor_id}][Coherence:OK]")
+        if _enable_belief_state:
+            logger.info(f"[{anchor_id}][Exit]")
+    except Exception as e:
+        # Log Coherence Failed
+        logger.info(f"[{anchor_id}][Coherence:Failed] {str(e)}")
+        raise
+    finally:
+        # Restore old anchor
+        _belief_state.anchor_id = old_anchor
+
+# [/DEF:BeliefScope]
+
+# [DEF:ConfigureLogger:Function]
+# @PURPOSE: Configures the logger with the provided logging settings.
+# @PRE: config is a valid LoggingConfig instance.
+# @POST: Logger level, handlers, and belief state flag are updated.
+# @PARAM: config (LoggingConfig) - The logging configuration.
+def configure_logger(config):
+    global _enable_belief_state
+    _enable_belief_state = config.enable_belief_state
+
+    # Set logger level
+    level = getattr(logging, config.level.upper(), logging.INFO)
+    logger.setLevel(level)
+
+    # Remove existing file handlers
+    handlers_to_remove = [h for h in logger.handlers if isinstance(h, RotatingFileHandler)]
+    for h in handlers_to_remove:
+        logger.removeHandler(h)
+        h.close()
+
+    # Add file handler if file_path is set
+    if config.file_path:
+        import os
+        from pathlib import Path
+        log_file = Path(config.file_path)
+        log_file.parent.mkdir(parents=True, exist_ok=True)
+        
+        file_handler = RotatingFileHandler(
+            config.file_path,
+            maxBytes=config.max_bytes,
+            backupCount=config.backup_count
+        )
+        file_handler.setFormatter(BeliefFormatter(
+            '[%(asctime)s][%(levelname)s][%(name)s] %(message)s'
+        ))
+        logger.addHandler(file_handler)
+
+    # Update existing handlers' formatters to BeliefFormatter
+    for handler in logger.handlers:
+        if not isinstance(handler, RotatingFileHandler):
+            handler.setFormatter(BeliefFormatter(
+                '[%(asctime)s][%(levelname)s][%(name)s] %(message)s'
+            ))
+# [/DEF:ConfigureLogger]
+
+# [DEF:WebSocketLogHandler:Class]
+# @SEMANTICS: logging, handler, websocket, buffer
+# @PURPOSE: A custom logging handler that captures log records into a buffer. It is designed to be extended for real-time log streaming over WebSockets.
+class WebSocketLogHandler(logging.Handler):
+    """
+    A logging handler that stores log records and can be extended to send them
+    over WebSockets.
+    """
+    def __init__(self, capacity: int = 1000):
+        super().__init__()
+        self.log_buffer: deque[LogEntry] = deque(maxlen=capacity)
+        # In a real implementation, you'd have a way to manage active WebSocket connections
+        # e.g., self.active_connections: Set[WebSocket] = set()
+
+    def emit(self, record: logging.LogRecord):
+        try:
+            log_entry = LogEntry(
+                level=record.levelname,
+                message=self.format(record),
+                context={
+                    "name": record.name,
+                    "pathname": record.pathname,
+                    "lineno": record.lineno,
+                    "funcName": record.funcName,
+                    "process": record.process,
+                    "thread": record.thread,
+                }
+            )
+            self.log_buffer.append(log_entry)
+            # Here you would typically send the log_entry to all active WebSocket connections
+            # for real-time streaming to the frontend.
+            # Example: for ws in self.active_connections: await ws.send_json(log_entry.dict())
+        except Exception:
+            self.handleError(record)
+
+    def get_recent_logs(self) -> List[LogEntry]:
+        """
+        Returns a list of recent log entries from the buffer.
+        """
+        return list(self.log_buffer)
+
+# [/DEF]
+
+# [DEF:Logger:Global]
+# @SEMANTICS: logger, global, instance
+# @PURPOSE: The global logger instance for the application, configured with both a console handler and the custom WebSocket handler.
+logger = logging.getLogger("superset_tools_app")
+logger.setLevel(logging.INFO)
+
+# Create a formatter
+formatter = BeliefFormatter(
+    '[%(asctime)s][%(levelname)s][%(name)s] %(message)s'
+)
+
+# Add console handler
+console_handler = logging.StreamHandler()
+console_handler.setFormatter(formatter)
+logger.addHandler(console_handler)
+
+# Add WebSocket log handler
+websocket_log_handler = WebSocketLogHandler()
+websocket_log_handler.setFormatter(formatter)
+logger.addHandler(websocket_log_handler)
+
+# Example usage:
+# logger.info("Application started", extra={"context_key": "context_value"})
+# logger.error("An error occurred", exc_info=True)
+# [/DEF]

backend/src/core/migration_engine.py

@@ -0,0 +1,97 @@
+# [DEF:backend.src.core.migration_engine:Module]
+#
+# @SEMANTICS: migration, engine, zip, yaml, transformation
+# @PURPOSE:   Handles the interception and transformation of Superset asset ZIP archives.
+# @LAYER:     Core
+# @RELATION:  DEPENDS_ON -> PyYAML
+#
+# @INVARIANT: ZIP structure must be preserved after transformation.
+
+# [SECTION: IMPORTS]
+import zipfile
+import yaml
+import os
+import shutil
+import tempfile
+from pathlib import Path
+from typing import Dict
+from .logger import logger, belief_scope
+import yaml
+# [/SECTION]
+
+# [DEF:MigrationEngine:Class]
+# @PURPOSE: Engine for transforming Superset export ZIPs.
+class MigrationEngine:
+    
+    # [DEF:MigrationEngine.transform_zip:Function]
+    # @PURPOSE: Extracts ZIP, replaces database UUIDs in YAMLs, and re-packages.
+    # @PARAM:   zip_path (str) - Path to the source ZIP file.
+    # @PARAM:   output_path (str) - Path where the transformed ZIP will be saved.
+    # @PARAM:   db_mapping (Dict[str, str]) - Mapping of source UUID to target UUID.
+    # @PARAM:   strip_databases (bool) - Whether to remove the databases directory from the archive.
+    # @RETURN:  bool - True if successful.
+    def transform_zip(self, zip_path: str, output_path: str, db_mapping: Dict[str, str], strip_databases: bool = True) -> bool:
+        """
+        Transform a Superset export ZIP by replacing database UUIDs.
+        """
+        with belief_scope("MigrationEngine.transform_zip"):
+            with tempfile.TemporaryDirectory() as temp_dir_str:
+                temp_dir = Path(temp_dir_str)
+
+                try:
+                    # 1. Extract
+                    logger.info(f"[MigrationEngine.transform_zip][Action] Extracting ZIP: {zip_path}")
+                    with zipfile.ZipFile(zip_path, 'r') as zf:
+                        zf.extractall(temp_dir)
+
+                    # 2. Transform YAMLs
+                    # Datasets are usually in datasets/*.yaml
+                    dataset_files = list(temp_dir.glob("**/datasets/**/*.yaml")) + list(temp_dir.glob("**/datasets/*.yaml"))
+                    dataset_files = list(set(dataset_files))
+                    
+                    logger.info(f"[MigrationEngine.transform_zip][State] Found {len(dataset_files)} dataset files.")
+                    for ds_file in dataset_files:
+                        logger.info(f"[MigrationEngine.transform_zip][Action] Transforming dataset: {ds_file}")
+                        self._transform_yaml(ds_file, db_mapping)
+
+                    # 3. Re-package
+                    logger.info(f"[MigrationEngine.transform_zip][Action] Re-packaging ZIP to: {output_path} (strip_databases={strip_databases})")
+                    with zipfile.ZipFile(output_path, 'w', zipfile.ZIP_DEFLATED) as zf:
+                        for root, dirs, files in os.walk(temp_dir):
+                            rel_root = Path(root).relative_to(temp_dir)
+                            
+                            if strip_databases and "databases" in rel_root.parts:
+                                logger.info(f"[MigrationEngine.transform_zip][Action] Skipping file in databases directory: {rel_root}")
+                                continue
+
+                            for file in files:
+                                file_path = Path(root) / file
+                                arcname = file_path.relative_to(temp_dir)
+                                zf.write(file_path, arcname)
+                    
+                    return True
+                except Exception as e:
+                    logger.error(f"[MigrationEngine.transform_zip][Coherence:Failed] Error transforming ZIP: {e}")
+                    return False
+
+    # [DEF:MigrationEngine._transform_yaml:Function]
+    # @PURPOSE: Replaces database_uuid in a single YAML file.
+    def _transform_yaml(self, file_path: Path, db_mapping: Dict[str, str]):
+        with open(file_path, 'r') as f:
+            data = yaml.safe_load(f)
+
+        if not data:
+            return
+
+        # Superset dataset YAML structure:
+        # database_uuid: ...
+        source_uuid = data.get('database_uuid')
+        if source_uuid in db_mapping:
+            data['database_uuid'] = db_mapping[source_uuid]
+            with open(file_path, 'w') as f:
+                yaml.dump(data, f)
+    # [/DEF:MigrationEngine._transform_yaml]
+
+# [/DEF:MigrationEngine]
+
+# [/DEF:backend.src.core.migration_engine]

backend/src/core/plugin_base.py

@@ -0,0 +1,71 @@
+from abc import ABC, abstractmethod
+from typing import Dict, Any
+
+from pydantic import BaseModel, Field
+
+# [DEF:PluginBase:Class]
+# @SEMANTICS: plugin, interface, base, abstract
+# @PURPOSE: Defines the abstract base class that all plugins must implement to be recognized by the system. It enforces a common structure for plugin metadata and execution.
+# @LAYER: Core
+# @RELATION: Used by PluginLoader to identify valid plugins.
+# @INVARIANT: All plugins MUST inherit from this class.
+class PluginBase(ABC):
+    """
+    Base class for all plugins.
+    Plugins must inherit from this class and implement the abstract methods.
+    """
+
+    @property
+    @abstractmethod
+    def id(self) -> str:
+        """A unique identifier for the plugin."""
+        pass
+
+    @property
+    @abstractmethod
+    def name(self) -> str:
+        """A human-readable name for the plugin."""
+        pass
+
+    @property
+    @abstractmethod
+    def description(self) -> str:
+        """A brief description of what the plugin does."""
+        pass
+
+    @property
+    @abstractmethod
+    def version(self) -> str:
+        """The version of the plugin."""
+        pass
+
+    @abstractmethod
+    def get_schema(self) -> Dict[str, Any]:
+        """
+        Returns the JSON schema for the plugin's input parameters.
+        This schema will be used to generate the frontend form.
+        """
+        pass
+
+    @abstractmethod
+    async def execute(self, params: Dict[str, Any]):
+        """
+        Executes the plugin's logic.
+        The `params` argument will be validated against the schema returned by `get_schema()`.
+        """
+        pass
+# [/DEF]
+
+# [DEF:PluginConfig:Class]
+# @SEMANTICS: plugin, config, schema, pydantic
+# @PURPOSE: A Pydantic model used to represent the validated configuration and metadata of a loaded plugin. This object is what gets exposed to the API layer.
+# @LAYER: Core
+# @RELATION: Instantiated by PluginLoader after validating a PluginBase instance.
+class PluginConfig(BaseModel):
+    """Pydantic model for plugin configuration."""
+    id: str = Field(..., description="Unique identifier for the plugin")
+    name: str = Field(..., description="Human-readable name for the plugin")
+    description: str = Field(..., description="Brief description of what the plugin does")
+    version: str = Field(..., description="Version of the plugin")
+    input_schema: Dict[str, Any] = Field(..., description="JSON schema for input parameters", alias="schema")
+# [/DEF]

backend/src/core/plugin_loader.py

@@ -0,0 +1,137 @@
+import importlib.util
+import os
+import sys # Added this line
+from typing import Dict, Type, List, Optional
+from .plugin_base import PluginBase, PluginConfig
+from jsonschema import validate
+
+# [DEF:PluginLoader:Class]
+# @SEMANTICS: plugin, loader, dynamic, import
+# @PURPOSE: Scans a specified directory for Python modules, dynamically loads them, and registers any classes that are valid implementations of the PluginBase interface.
+# @LAYER: Core
+# @RELATION: Depends on PluginBase. It is used by the main application to discover and manage available plugins.
+class PluginLoader:
+    """
+    Scans a directory for Python modules, loads them, and identifies classes
+    that inherit from PluginBase.
+    """
+
+    def __init__(self, plugin_dir: str):
+        self.plugin_dir = plugin_dir
+        self._plugins: Dict[str, PluginBase] = {}
+        self._plugin_configs: Dict[str, PluginConfig] = {}
+        self._load_plugins()
+
+    def _load_plugins(self):
+        """
+        Scans the plugin directory, imports modules, and registers valid plugins.
+        """
+        if not os.path.exists(self.plugin_dir):
+            os.makedirs(self.plugin_dir)
+
+        # Add the plugin directory's parent to sys.path to enable relative imports within plugins
+        # This assumes plugin_dir is something like 'backend/src/plugins'
+        # and we want 'backend/src' to be on the path for 'from ..core...' imports
+        plugin_parent_dir = os.path.abspath(os.path.join(self.plugin_dir, os.pardir))
+        if plugin_parent_dir not in sys.path:
+            sys.path.insert(0, plugin_parent_dir)
+
+        for filename in os.listdir(self.plugin_dir):
+            if filename.endswith(".py") and filename != "__init__.py":
+                module_name = filename[:-3]
+                file_path = os.path.join(self.plugin_dir, filename)
+                self._load_module(module_name, file_path)
+
+    def _load_module(self, module_name: str, file_path: str):
+        """
+        Loads a single Python module and extracts PluginBase subclasses.
+        """
+        # Try to determine the correct package prefix based on how the app is running
+        # For standalone execution, we need to handle the import differently
+        if __name__ == "__main__" or "test" in __name__:
+            # When running as standalone or in tests, use relative import
+            package_name = f"plugins.{module_name}"
+        elif "backend.src" in __name__:
+            package_prefix = "backend.src.plugins"
+            package_name = f"{package_prefix}.{module_name}"
+        else:
+            package_prefix = "src.plugins"
+            package_name = f"{package_prefix}.{module_name}"
+            
+        # print(f"DEBUG: Loading plugin {module_name} as {package_name}")
+        spec = importlib.util.spec_from_file_location(package_name, file_path)
+        if spec is None or spec.loader is None:
+            print(f"Could not load module spec for {package_name}") # Replace with proper logging
+            return
+
+        module = importlib.util.module_from_spec(spec)
+        try:
+            spec.loader.exec_module(module)
+        except Exception as e:
+            print(f"Error loading plugin module {module_name}: {e}") # Replace with proper logging
+            return
+
+        for attribute_name in dir(module):
+            attribute = getattr(module, attribute_name)
+            if (
+                isinstance(attribute, type)
+                and issubclass(attribute, PluginBase)
+                and attribute is not PluginBase
+            ):
+                try:
+                    plugin_instance = attribute()
+                    self._register_plugin(plugin_instance)
+                except Exception as e:
+                    print(f"Error instantiating plugin {attribute_name} in {module_name}: {e}") # Replace with proper logging
+
+    def _register_plugin(self, plugin_instance: PluginBase):
+        """
+        Registers a valid plugin instance.
+        """
+        plugin_id = plugin_instance.id
+        if plugin_id in self._plugins:
+            print(f"Warning: Duplicate plugin ID '{plugin_id}' found. Skipping.") # Replace with proper logging
+            return
+
+        try:
+            schema = plugin_instance.get_schema()
+            # Basic validation to ensure it's a dictionary
+            if not isinstance(schema, dict):
+                raise TypeError("get_schema() must return a dictionary.")
+                
+            plugin_config = PluginConfig(
+                id=plugin_instance.id,
+                name=plugin_instance.name,
+                description=plugin_instance.description,
+                version=plugin_instance.version,
+                schema=schema,
+            )
+            # The following line is commented out because it requires a schema to be passed to validate against.
+            # The schema provided by the plugin is the one being validated, not the data.
+            # validate(instance={}, schema=schema)
+            self._plugins[plugin_id] = plugin_instance
+            self._plugin_configs[plugin_id] = plugin_config
+            from ..core.logger import logger
+            logger.info(f"Plugin '{plugin_instance.name}' (ID: {plugin_id}) loaded successfully.")
+        except Exception as e:
+            from ..core.logger import logger
+            logger.error(f"Error validating plugin '{plugin_instance.name}' (ID: {plugin_id}): {e}")
+
+
+    def get_plugin(self, plugin_id: str) -> Optional[PluginBase]:
+        """
+        Returns a loaded plugin instance by its ID.
+        """
+        return self._plugins.get(plugin_id)
+
+    def get_all_plugin_configs(self) -> List[PluginConfig]:
+        """
+        Returns a list of all loaded plugin configurations.
+        """
+        return list(self._plugin_configs.values())
+
+    def has_plugin(self, plugin_id: str) -> bool:
+        """
+        Checks if a plugin with the given ID is loaded.
+        """
+        return plugin_id in self._plugins

backend/src/core/superset_client.py

@@ -0,0 +1,83 @@
+# [DEF:backend.src.core.superset_client:Module]
+#
+# @SEMANTICS: superset, api, client, database, metadata
+# @PURPOSE:   Extends the base SupersetClient with database-specific metadata fetching.
+# @LAYER:     Core
+# @RELATION:  INHERITS_FROM -> superset_tool.client.SupersetClient
+#
+# @INVARIANT: All database metadata requests must include UUID and name.
+
+# [SECTION: IMPORTS]
+from typing import List, Dict, Optional, Tuple
+from superset_tool.client import SupersetClient as BaseSupersetClient
+from superset_tool.models import SupersetConfig
+# [/SECTION]
+
+# [DEF:SupersetClient:Class]
+# @PURPOSE: Extended SupersetClient for migration-specific operations.
+class SupersetClient(BaseSupersetClient):
+    
+    # [DEF:SupersetClient.get_databases_summary:Function]
+    # @PURPOSE: Fetch a summary of databases including uuid, name, and engine.
+    # @POST:    Returns a list of database dictionaries with 'engine' field.
+    # @RETURN:  List[Dict] - Summary of databases.
+    def get_databases_summary(self) -> List[Dict]:
+        """
+        Fetch a summary of databases including uuid, name, and engine.
+        """
+        query = {
+            "columns": ["uuid", "database_name", "backend"]
+        }
+        _, databases = self.get_databases(query=query)
+        
+        # Map 'backend' to 'engine' for consistency with contracts
+        for db in databases:
+            db['engine'] = db.pop('backend', None)
+            
+        return databases
+    # [/DEF:SupersetClient.get_databases_summary]
+
+    # [DEF:SupersetClient.get_database_by_uuid:Function]
+    # @PURPOSE: Find a database by its UUID.
+    # @PARAM:   db_uuid (str) - The UUID of the database.
+    # @RETURN:  Optional[Dict] - Database info if found, else None.
+    def get_database_by_uuid(self, db_uuid: str) -> Optional[Dict]:
+        """
+        Find a database by its UUID.
+        """
+        query = {
+            "filters": [{"col": "uuid", "op": "eq", "value": db_uuid}]
+        }
+        _, databases = self.get_databases(query=query)
+        return databases[0] if databases else None
+    # [/DEF:SupersetClient.get_database_by_uuid]
+
+    # [DEF:SupersetClient.get_dashboards_summary:Function]
+    # @PURPOSE: Fetches dashboard metadata optimized for the grid.
+    # @POST:    Returns a list of dashboard dictionaries.
+    # @RETURN:  List[Dict]
+    def get_dashboards_summary(self) -> List[Dict]:
+        """
+        Fetches dashboard metadata optimized for the grid.
+        Returns a list of dictionaries mapped to DashboardMetadata fields.
+        """
+        query = {
+            "columns": ["id", "dashboard_title", "changed_on_utc", "published"]
+        }
+        _, dashboards = self.get_dashboards(query=query)
+
+        # Map fields to DashboardMetadata schema
+        result = []
+        for dash in dashboards:
+            result.append({
+                "id": dash.get("id"),
+                "title": dash.get("dashboard_title"),
+                "last_modified": dash.get("changed_on_utc"),
+                "status": "published" if dash.get("published") else "draft"
+            })
+        return result
+    # [/DEF:SupersetClient.get_dashboards_summary]
+
+# [/DEF:SupersetClient]
+
+# [/DEF:backend.src.core.superset_client]

backend/src/core/task_manager/__init__.py

@@ -0,0 +1,12 @@
+# [DEF:TaskManagerPackage:Module]
+# @SEMANTICS: task, manager, package, exports
+# @PURPOSE: Exports the public API of the task manager package.
+# @LAYER: Core
+# @RELATION: Aggregates models and manager.
+
+from .models import Task, TaskStatus, LogEntry
+from .manager import TaskManager
+
+__all__ = ["TaskManager", "Task", "TaskStatus", "LogEntry"]
+
+# [/DEF:TaskManagerPackage:Module]

backend/src/core/task_manager/manager.py

@@ -0,0 +1,379 @@
+# [DEF:TaskManagerModule:Module]
+# @SEMANTICS: task, manager, lifecycle, execution, state
+# @PURPOSE: Manages the lifecycle of tasks, including their creation, execution, and state tracking. It uses a thread pool to run plugins asynchronously.
+# @LAYER: Core
+# @RELATION: Depends on PluginLoader to get plugin instances. It is used by the API layer to create and query tasks.
+# @INVARIANT: Task IDs are unique.
+# @CONSTRAINT: Must use belief_scope for logging.
+
+# [SECTION: IMPORTS]
+import asyncio
+from datetime import datetime
+from typing import Dict, Any, List, Optional
+from concurrent.futures import ThreadPoolExecutor
+
+from .models import Task, TaskStatus, LogEntry
+from .persistence import TaskPersistenceService
+from ..logger import logger, belief_scope
+# [/SECTION]
+
+# [DEF:TaskManager:Class]
+# @SEMANTICS: task, manager, lifecycle, execution, state
+# @PURPOSE: Manages the lifecycle of tasks, including their creation, execution, and state tracking.
+class TaskManager:
+    """
+    Manages the lifecycle of tasks, including their creation, execution, and state tracking.
+    """
+    
+    # [DEF:TaskManager.__init__:Function]
+    # @PURPOSE: Initialize the TaskManager with dependencies.
+    # @PRE:     plugin_loader is initialized.
+    # @POST:    TaskManager is ready to accept tasks.
+    # @PARAM:   plugin_loader - The plugin loader instance.
+    def __init__(self, plugin_loader):
+        with belief_scope("TaskManager.__init__"):
+            self.plugin_loader = plugin_loader
+            self.tasks: Dict[str, Task] = {}
+            self.subscribers: Dict[str, List[asyncio.Queue]] = {}
+            self.executor = ThreadPoolExecutor(max_workers=5) # For CPU-bound plugin execution
+            self.persistence_service = TaskPersistenceService()
+            
+            try:
+                self.loop = asyncio.get_running_loop()
+            except RuntimeError:
+                self.loop = asyncio.get_event_loop()
+            self.task_futures: Dict[str, asyncio.Future] = {}
+            
+            # Load persisted tasks on startup
+            self.load_persisted_tasks()
+    # [/DEF:TaskManager.__init__:Function]
+
+    # [DEF:TaskManager.create_task:Function]
+    # @PURPOSE: Creates and queues a new task for execution.
+    # @PRE:     Plugin with plugin_id exists. Params are valid.
+    # @POST:    Task is created, added to registry, and scheduled for execution.
+    # @PARAM:   plugin_id (str) - The ID of the plugin to run.
+    # @PARAM:   params (Dict[str, Any]) - Parameters for the plugin.
+    # @PARAM:   user_id (Optional[str]) - ID of the user requesting the task.
+    # @RETURN:  Task - The created task instance.
+    # @THROWS:  ValueError if plugin not found or params invalid.
+    async def create_task(self, plugin_id: str, params: Dict[str, Any], user_id: Optional[str] = None) -> Task:
+        with belief_scope("TaskManager.create_task", f"plugin_id={plugin_id}"):
+            if not self.plugin_loader.has_plugin(plugin_id):
+                logger.error(f"Plugin with ID '{plugin_id}' not found.")
+                raise ValueError(f"Plugin with ID '{plugin_id}' not found.")
+
+            plugin = self.plugin_loader.get_plugin(plugin_id)
+            
+            if not isinstance(params, dict):
+                 logger.error("Task parameters must be a dictionary.")
+                 raise ValueError("Task parameters must be a dictionary.")
+
+            task = Task(plugin_id=plugin_id, params=params, user_id=user_id)
+            self.tasks[task.id] = task
+            logger.info(f"Task {task.id} created and scheduled for execution")
+            self.loop.create_task(self._run_task(task.id)) # Schedule task for execution
+            return task
+    # [/DEF:TaskManager.create_task:Function]
+
+    # [DEF:TaskManager._run_task:Function]
+    # @PURPOSE: Internal method to execute a task.
+    # @PRE:     Task exists in registry.
+    # @POST:    Task is executed, status updated to SUCCESS or FAILED.
+    # @PARAM:   task_id (str) - The ID of the task to run.
+    async def _run_task(self, task_id: str):
+        with belief_scope("TaskManager._run_task", f"task_id={task_id}"):
+            task = self.tasks[task_id]
+            plugin = self.plugin_loader.get_plugin(task.plugin_id)
+
+            logger.info(f"Starting execution of task {task_id} for plugin '{plugin.name}'")
+            task.status = TaskStatus.RUNNING
+            task.started_at = datetime.utcnow()
+            self._add_log(task_id, "INFO", f"Task started for plugin '{plugin.name}'")
+
+            try:
+                # Execute plugin
+                params = {**task.params, "_task_id": task_id}
+                
+                if asyncio.iscoroutinefunction(plugin.execute):
+                    await plugin.execute(params)
+                else:
+                    await self.loop.run_in_executor(
+                        self.executor,
+                        plugin.execute,
+                        params
+                    )
+                
+                logger.info(f"Task {task_id} completed successfully")
+                task.status = TaskStatus.SUCCESS
+                self._add_log(task_id, "INFO", f"Task completed successfully for plugin '{plugin.name}'")
+            except Exception as e:
+                logger.error(f"Task {task_id} failed: {e}")
+                task.status = TaskStatus.FAILED
+                self._add_log(task_id, "ERROR", f"Task failed: {e}", {"error_type": type(e).__name__})
+            finally:
+                task.finished_at = datetime.utcnow()
+                logger.info(f"Task {task_id} execution finished with status: {task.status}")
+    # [/DEF:TaskManager._run_task:Function]
+
+    # [DEF:TaskManager.resolve_task:Function]
+    # @PURPOSE: Resumes a task that is awaiting mapping.
+    # @PRE:     Task exists and is in AWAITING_MAPPING state.
+    # @POST:    Task status updated to RUNNING, params updated, execution resumed.
+    # @PARAM:   task_id (str) - The ID of the task.
+    # @PARAM:   resolution_params (Dict[str, Any]) - Params to resolve the wait.
+    # @THROWS:  ValueError if task not found or not awaiting mapping.
+    async def resolve_task(self, task_id: str, resolution_params: Dict[str, Any]):
+        with belief_scope("TaskManager.resolve_task", f"task_id={task_id}"):
+            task = self.tasks.get(task_id)
+            if not task or task.status != TaskStatus.AWAITING_MAPPING:
+                raise ValueError("Task is not awaiting mapping.")
+            
+            # Update task params with resolution
+            task.params.update(resolution_params)
+            task.status = TaskStatus.RUNNING
+            self._add_log(task_id, "INFO", "Task resumed after mapping resolution.")
+            
+            # Signal the future to continue
+            if task_id in self.task_futures:
+                self.task_futures[task_id].set_result(True)
+    # [/DEF:TaskManager.resolve_task:Function]
+
+    # [DEF:TaskManager.wait_for_resolution:Function]
+    # @PURPOSE: Pauses execution and waits for a resolution signal.
+    # @PRE:     Task exists.
+    # @POST:    Execution pauses until future is set.
+    # @PARAM:   task_id (str) - The ID of the task.
+    async def wait_for_resolution(self, task_id: str):
+        with belief_scope("TaskManager.wait_for_resolution", f"task_id={task_id}"):
+            task = self.tasks.get(task_id)
+            if not task: return
+            
+            task.status = TaskStatus.AWAITING_MAPPING
+            self.task_futures[task_id] = self.loop.create_future()
+            
+            try:
+                await self.task_futures[task_id]
+            finally:
+                if task_id in self.task_futures:
+                    del self.task_futures[task_id]
+    # [/DEF:TaskManager.wait_for_resolution:Function]
+
+    # [DEF:TaskManager.wait_for_input:Function]
+    # @PURPOSE: Pauses execution and waits for user input.
+    # @PRE:     Task exists.
+    # @POST:    Execution pauses until future is set via resume_task_with_password.
+    # @PARAM:   task_id (str) - The ID of the task.
+    async def wait_for_input(self, task_id: str):
+        with belief_scope("TaskManager.wait_for_input", f"task_id={task_id}"):
+            task = self.tasks.get(task_id)
+            if not task: return
+            
+            # Status is already set to AWAITING_INPUT by await_input()
+            self.task_futures[task_id] = self.loop.create_future()
+            
+            try:
+                await self.task_futures[task_id]
+            finally:
+                if task_id in self.task_futures:
+                    del self.task_futures[task_id]
+    # [/DEF:TaskManager.wait_for_input:Function]
+
+    # [DEF:TaskManager.get_task:Function]
+    # @PURPOSE: Retrieves a task by its ID.
+    # @PARAM:   task_id (str) - ID of the task.
+    # @RETURN:  Optional[Task] - The task or None.
+    def get_task(self, task_id: str) -> Optional[Task]:
+        return self.tasks.get(task_id)
+    # [/DEF:TaskManager.get_task:Function]
+
+    # [DEF:TaskManager.get_all_tasks:Function]
+    # @PURPOSE: Retrieves all registered tasks.
+    # @RETURN:  List[Task] - All tasks.
+    def get_all_tasks(self) -> List[Task]:
+        return list(self.tasks.values())
+    # [/DEF:TaskManager.get_all_tasks:Function]
+
+    # [DEF:TaskManager.get_tasks:Function]
+    # @PURPOSE: Retrieves tasks with pagination and optional status filter.
+    # @PRE:     limit and offset are non-negative integers.
+    # @POST:    Returns a list of tasks sorted by start_time descending.
+    # @PARAM:   limit (int) - Maximum number of tasks to return.
+    # @PARAM:   offset (int) - Number of tasks to skip.
+    # @PARAM:   status (Optional[TaskStatus]) - Filter by task status.
+    # @RETURN:  List[Task] - List of tasks matching criteria.
+    def get_tasks(self, limit: int = 10, offset: int = 0, status: Optional[TaskStatus] = None) -> List[Task]:
+        tasks = list(self.tasks.values())
+        if status:
+            tasks = [t for t in tasks if t.status == status]
+        # Sort by start_time descending (most recent first)
+        tasks.sort(key=lambda t: t.started_at or datetime.min, reverse=True)
+        return tasks[offset:offset + limit]
+    # [/DEF:TaskManager.get_tasks:Function]
+
+    # [DEF:TaskManager.get_task_logs:Function]
+    # @PURPOSE: Retrieves logs for a specific task.
+    # @PARAM:   task_id (str) - ID of the task.
+    # @RETURN:  List[LogEntry] - List of log entries.
+    def get_task_logs(self, task_id: str) -> List[LogEntry]:
+        task = self.tasks.get(task_id)
+        return task.logs if task else []
+    # [/DEF:TaskManager.get_task_logs:Function]
+
+    # [DEF:TaskManager._add_log:Function]
+    # @PURPOSE: Adds a log entry to a task and notifies subscribers.
+    # @PRE:     Task exists.
+    # @POST:    Log added to task and pushed to queues.
+    # @PARAM:   task_id (str) - ID of the task.
+    # @PARAM:   level (str) - Log level.
+    # @PARAM:   message (str) - Log message.
+    # @PARAM:   context (Optional[Dict]) - Log context.
+    def _add_log(self, task_id: str, level: str, message: str, context: Optional[Dict[str, Any]] = None):
+        task = self.tasks.get(task_id)
+        if not task:
+            return
+
+        log_entry = LogEntry(level=level, message=message, context=context)
+        task.logs.append(log_entry)
+
+        # Notify subscribers
+        if task_id in self.subscribers:
+            for queue in self.subscribers[task_id]:
+                self.loop.call_soon_threadsafe(queue.put_nowait, log_entry)
+    # [/DEF:TaskManager._add_log:Function]
+
+    # [DEF:TaskManager.subscribe_logs:Function]
+    # @PURPOSE: Subscribes to real-time logs for a task.
+    # @PARAM:   task_id (str) - ID of the task.
+    # @RETURN:  asyncio.Queue - Queue for log entries.
+    async def subscribe_logs(self, task_id: str) -> asyncio.Queue:
+        queue = asyncio.Queue()
+        if task_id not in self.subscribers:
+            self.subscribers[task_id] = []
+        self.subscribers[task_id].append(queue)
+        return queue
+    # [/DEF:TaskManager.subscribe_logs:Function]
+
+    # [DEF:TaskManager.unsubscribe_logs:Function]
+    # @PURPOSE: Unsubscribes from real-time logs for a task.
+    # @PARAM:   task_id (str) - ID of the task.
+    # @PARAM:   queue (asyncio.Queue) - Queue to remove.
+    def unsubscribe_logs(self, task_id: str, queue: asyncio.Queue):
+        if task_id in self.subscribers:
+            if queue in self.subscribers[task_id]:
+                self.subscribers[task_id].remove(queue)
+            if not self.subscribers[task_id]:
+                del self.subscribers[task_id]
+    # [/DEF:TaskManager.unsubscribe_logs:Function]
+
+    # [DEF:TaskManager.persist_awaiting_input_tasks:Function]
+    # @PURPOSE: Persist tasks in AWAITING_INPUT state using persistence service.
+    def persist_awaiting_input_tasks(self) -> None:
+        self.persistence_service.persist_tasks(list(self.tasks.values()))
+    # [/DEF:TaskManager.persist_awaiting_input_tasks:Function]
+
+    # [DEF:TaskManager.load_persisted_tasks:Function]
+    # @PURPOSE: Load persisted tasks using persistence service.
+    def load_persisted_tasks(self) -> None:
+        loaded_tasks = self.persistence_service.load_tasks()
+        for task in loaded_tasks:
+            if task.id not in self.tasks:
+                self.tasks[task.id] = task
+    # [/DEF:TaskManager.load_persisted_tasks:Function]
+
+    # [DEF:TaskManager.await_input:Function]
+    # @PURPOSE: Transition a task to AWAITING_INPUT state with input request.
+    # @PRE:     Task exists and is in RUNNING state.
+    # @POST:    Task status changed to AWAITING_INPUT, input_request set, persisted.
+    # @PARAM:   task_id (str) - ID of the task.
+    # @PARAM:   input_request (Dict) - Details about required input.
+    # @THROWS:  ValueError if task not found or not RUNNING.
+    def await_input(self, task_id: str, input_request: Dict[str, Any]) -> None:
+        with belief_scope("TaskManager.await_input", f"task_id={task_id}"):
+            task = self.tasks.get(task_id)
+            if not task:
+                raise ValueError(f"Task {task_id} not found")
+            if task.status != TaskStatus.RUNNING:
+                raise ValueError(f"Task {task_id} is not RUNNING (current: {task.status})")
+            
+            task.status = TaskStatus.AWAITING_INPUT
+            task.input_required = True
+            task.input_request = input_request
+            self._add_log(task_id, "INFO", "Task paused for user input", {"input_request": input_request})
+            
+            self.persist_awaiting_input_tasks()
+    # [/DEF:TaskManager.await_input:Function]
+
+    # [DEF:TaskManager.resume_task_with_password:Function]
+    # @PURPOSE: Resume a task that is awaiting input with provided passwords.
+    # @PRE:     Task exists and is in AWAITING_INPUT state.
+    # @POST:    Task status changed to RUNNING, passwords injected, task resumed.
+    # @PARAM:   task_id (str) - ID of the task.
+    # @PARAM:   passwords (Dict[str, str]) - Mapping of database name to password.
+    # @THROWS:  ValueError if task not found, not awaiting input, or passwords invalid.
+    def resume_task_with_password(self, task_id: str, passwords: Dict[str, str]) -> None:
+        with belief_scope("TaskManager.resume_task_with_password", f"task_id={task_id}"):
+            task = self.tasks.get(task_id)
+            if not task:
+                raise ValueError(f"Task {task_id} not found")
+            if task.status != TaskStatus.AWAITING_INPUT:
+                raise ValueError(f"Task {task_id} is not AWAITING_INPUT (current: {task.status})")
+            
+            if not isinstance(passwords, dict) or not passwords:
+                raise ValueError("Passwords must be a non-empty dictionary")
+            
+            task.params["passwords"] = passwords
+            task.input_required = False
+            task.input_request = None
+            task.status = TaskStatus.RUNNING
+            self._add_log(task_id, "INFO", "Task resumed with passwords", {"databases": list(passwords.keys())})
+            
+            if task_id in self.task_futures:
+                self.task_futures[task_id].set_result(True)
+            
+            # Remove from persistence as it's no longer awaiting input
+            self.persistence_service.delete_tasks([task_id])
+    # [/DEF:TaskManager.resume_task_with_password:Function]
+
+    # [DEF:TaskManager.clear_tasks:Function]
+    # @PURPOSE: Clears tasks based on status filter.
+    # @PARAM:   status (Optional[TaskStatus]) - Filter by task status.
+    # @RETURN:  int - Number of tasks cleared.
+    def clear_tasks(self, status: Optional[TaskStatus] = None) -> int:
+        with belief_scope("TaskManager.clear_tasks"):
+            tasks_to_remove = []
+            for task_id, task in list(self.tasks.items()):
+                # If status is provided, match it.
+                # If status is None, match everything EXCEPT RUNNING (unless they are awaiting input/mapping which are technically running but paused?)
+                # Actually, AWAITING_INPUT and AWAITING_MAPPING are distinct statuses in TaskStatus enum.
+                # RUNNING is active execution.
+                
+                should_remove = False
+                if status:
+                    if task.status == status:
+                        should_remove = True
+                else:
+                    # Clear all non-active tasks (keep RUNNING, AWAITING_INPUT, AWAITING_MAPPING)
+                    if task.status not in [TaskStatus.RUNNING, TaskStatus.AWAITING_INPUT, TaskStatus.AWAITING_MAPPING]:
+                        should_remove = True
+                
+                if should_remove:
+                    tasks_to_remove.append(task_id)
+
+            for tid in tasks_to_remove:
+                # Cancel future if exists (e.g. for AWAITING_INPUT/MAPPING)
+                if tid in self.task_futures:
+                    self.task_futures[tid].cancel()
+                    del self.task_futures[tid]
+                
+                del self.tasks[tid]
+
+            # Remove from persistence
+            self.persistence_service.delete_tasks(tasks_to_remove)
+            
+            logger.info(f"Cleared {len(tasks_to_remove)} tasks.")
+            return len(tasks_to_remove)
+    # [/DEF:TaskManager.clear_tasks:Function]
+
+# [/DEF:TaskManager:Class]
+# [/DEF:TaskManagerModule:Module]

backend/src/core/task_manager/models.py

@@ -0,0 +1,67 @@
+# [DEF:TaskManagerModels:Module]
+# @SEMANTICS: task, models, pydantic, enum, state
+# @PURPOSE: Defines the data models and enumerations used by the Task Manager.
+# @LAYER: Core
+# @RELATION: Used by TaskManager and API routes.
+# @INVARIANT: Task IDs are immutable once created.
+# @CONSTRAINT: Must use Pydantic for data validation.
+
+# [SECTION: IMPORTS]
+import uuid
+from datetime import datetime
+from enum import Enum
+from typing import Dict, Any, List, Optional
+
+from pydantic import BaseModel, Field
+# [/SECTION]
+
+# [DEF:TaskStatus:Enum]
+# @SEMANTICS: task, status, state, enum
+# @PURPOSE: Defines the possible states a task can be in during its lifecycle.
+class TaskStatus(str, Enum):
+    PENDING = "PENDING"
+    RUNNING = "RUNNING"
+    SUCCESS = "SUCCESS"
+    FAILED = "FAILED"
+    AWAITING_MAPPING = "AWAITING_MAPPING"
+    AWAITING_INPUT = "AWAITING_INPUT"
+# [/DEF:TaskStatus:Enum]
+
+# [DEF:LogEntry:Class]
+# @SEMANTICS: log, entry, record, pydantic
+# @PURPOSE: A Pydantic model representing a single, structured log entry associated with a task.
+class LogEntry(BaseModel):
+    timestamp: datetime = Field(default_factory=datetime.utcnow)
+    level: str
+    message: str
+    context: Optional[Dict[str, Any]] = None
+# [/DEF:LogEntry:Class]
+
+# [DEF:Task:Class]
+# @SEMANTICS: task, job, execution, state, pydantic
+# @PURPOSE: A Pydantic model representing a single execution instance of a plugin, including its status, parameters, and logs.
+class Task(BaseModel):
+    id: str = Field(default_factory=lambda: str(uuid.uuid4()))
+    plugin_id: str
+    status: TaskStatus = TaskStatus.PENDING
+    started_at: Optional[datetime] = None
+    finished_at: Optional[datetime] = None
+    user_id: Optional[str] = None
+    logs: List[LogEntry] = Field(default_factory=list)
+    params: Dict[str, Any] = Field(default_factory=dict)
+    input_required: bool = False
+    input_request: Optional[Dict[str, Any]] = None
+
+    # [DEF:Task.__init__:Function]
+    # @PURPOSE: Initializes the Task model and validates input_request for AWAITING_INPUT status.
+    # @PRE:     If status is AWAITING_INPUT, input_request must be provided.
+    # @POST:    Task instance is created or ValueError is raised.
+    # @PARAM:   **data - Keyword arguments for model initialization.
+    def __init__(self, **data):
+        super().__init__(**data)
+        if self.status == TaskStatus.AWAITING_INPUT and not self.input_request:
+            raise ValueError("input_request is required when status is AWAITING_INPUT")
+    # [/DEF:Task.__init__:Function]
+# [/DEF:Task:Class]
+
+# [/DEF:TaskManagerModels:Module]

backend/src/core/task_manager/persistence.py

@@ -0,0 +1,158 @@
+# [DEF:TaskPersistenceModule:Module]
+# @SEMANTICS: persistence, sqlite, task, storage
+# @PURPOSE: Handles the persistence of tasks, specifically those awaiting user input, to a SQLite database.
+# @LAYER: Core
+# @RELATION: Used by TaskManager to save and load tasks.
+# @INVARIANT: Database schema must match the Task model structure.
+# @CONSTRAINT: Uses synchronous SQLite operations (blocking), should be used carefully.
+
+# [SECTION: IMPORTS]
+import sqlite3
+import json
+from datetime import datetime
+from pathlib import Path
+from typing import Dict, List, Optional, Any
+
+from .models import Task, TaskStatus
+from ..logger import logger, belief_scope
+# [/SECTION]
+
+# [DEF:TaskPersistenceService:Class]
+# @SEMANTICS: persistence, service, database
+# @PURPOSE: Provides methods to save and load tasks from a local SQLite database.
+class TaskPersistenceService:
+    def __init__(self, db_path: Optional[Path] = None):
+        if db_path is None:
+            self.db_path = Path(__file__).parent.parent.parent.parent / "migrations.db"
+        else:
+            self.db_path = db_path
+        self._ensure_db_exists()
+
+    # [DEF:TaskPersistenceService._ensure_db_exists:Function]
+    # @PURPOSE: Ensures the database directory and table exist.
+    # @PRE:     None.
+    # @POST:    Database file and table are created if they didn't exist.
+    def _ensure_db_exists(self) -> None:
+        with belief_scope("TaskPersistenceService._ensure_db_exists"):
+            self.db_path.parent.mkdir(parents=True, exist_ok=True)
+            
+            conn = sqlite3.connect(str(self.db_path))
+            cursor = conn.cursor()
+            
+            cursor.execute("""
+                CREATE TABLE IF NOT EXISTS persistent_tasks (
+                    id TEXT PRIMARY KEY,
+                    plugin_id TEXT NOT NULL,
+                    status TEXT NOT NULL,
+                    created_at TEXT NOT NULL,
+                    updated_at TEXT NOT NULL,
+                    input_request JSON,
+                    context JSON
+                )
+            """)
+            conn.commit()
+            conn.close()
+    # [/DEF:TaskPersistenceService._ensure_db_exists:Function]
+
+    # [DEF:TaskPersistenceService.persist_tasks:Function]
+    # @PURPOSE: Persists a list of tasks to the database.
+    # @PRE:     Tasks list contains valid Task objects.
+    # @POST:    Tasks matching the criteria (AWAITING_INPUT) are saved/updated in the DB.
+    # @PARAM:   tasks (List[Task]) - The list of tasks to check and persist.
+    def persist_tasks(self, tasks: List[Task]) -> None:
+        with belief_scope("TaskPersistenceService.persist_tasks"):
+            conn = sqlite3.connect(str(self.db_path))
+            cursor = conn.cursor()
+            
+            count = 0
+            for task in tasks:
+                if task.status == TaskStatus.AWAITING_INPUT:
+                    cursor.execute("""
+                        INSERT OR REPLACE INTO persistent_tasks
+                        (id, plugin_id, status, created_at, updated_at, input_request, context)
+                        VALUES (?, ?, ?, ?, ?, ?, ?)
+                    """, (
+                        task.id,
+                        task.plugin_id,
+                        task.status.value,
+                        task.started_at.isoformat() if task.started_at else datetime.utcnow().isoformat(),
+                        datetime.utcnow().isoformat(),
+                        json.dumps(task.input_request) if task.input_request else None,
+                        json.dumps(task.params)
+                    ))
+                    count += 1
+            
+            conn.commit()
+            conn.close()
+            logger.info(f"Persisted {count} tasks awaiting input.")
+    # [/DEF:TaskPersistenceService.persist_tasks:Function]
+
+    # [DEF:TaskPersistenceService.load_tasks:Function]
+    # @PURPOSE: Loads persisted tasks from the database.
+    # @PRE:     Database exists.
+    # @POST:    Returns a list of Task objects reconstructed from the DB.
+    # @RETURN:  List[Task] - The loaded tasks.
+    def load_tasks(self) -> List[Task]:
+        with belief_scope("TaskPersistenceService.load_tasks"):
+            if not self.db_path.exists():
+                return []
+            
+            conn = sqlite3.connect(str(self.db_path))
+            cursor = conn.cursor()
+            
+            # Check if plugin_id column exists (migration for existing db)
+            cursor.execute("PRAGMA table_info(persistent_tasks)")
+            columns = [info[1] for info in cursor.fetchall()]
+            has_plugin_id = "plugin_id" in columns
+
+            if has_plugin_id:
+                cursor.execute("SELECT id, plugin_id, status, created_at, input_request, context FROM persistent_tasks")
+            else:
+                cursor.execute("SELECT id, status, created_at, input_request, context FROM persistent_tasks")
+            
+            rows = cursor.fetchall()
+            
+            loaded_tasks = []
+            for row in rows:
+                if has_plugin_id:
+                    task_id, plugin_id, status, created_at, input_request_json, context_json = row
+                else:
+                    task_id, status, created_at, input_request_json, context_json = row
+                    plugin_id = "superset-migration" # Default fallback
+
+                try:
+                    task = Task(
+                        id=task_id,
+                        plugin_id=plugin_id,
+                        status=TaskStatus(status),
+                        started_at=datetime.fromisoformat(created_at),
+                        input_required=True,
+                        input_request=json.loads(input_request_json) if input_request_json else None,
+                        params=json.loads(context_json) if context_json else {}
+                    )
+                    loaded_tasks.append(task)
+                except Exception as e:
+                    logger.error(f"Failed to load task {task_id}: {e}")
+            
+            conn.close()
+            return loaded_tasks
+    # [/DEF:TaskPersistenceService.load_tasks:Function]
+
+    # [DEF:TaskPersistenceService.delete_tasks:Function]
+    # @PURPOSE: Deletes specific tasks from the database.
+    # @PARAM:   task_ids (List[str]) - List of task IDs to delete.
+    def delete_tasks(self, task_ids: List[str]) -> None:
+        if not task_ids:
+            return
+        with belief_scope("TaskPersistenceService.delete_tasks"):
+            conn = sqlite3.connect(str(self.db_path))
+            cursor = conn.cursor()
+            placeholders = ', '.join('?' for _ in task_ids)
+            cursor.execute(f"DELETE FROM persistent_tasks WHERE id IN ({placeholders})", task_ids)
+            conn.commit()
+            conn.close()
+    # [/DEF:TaskPersistenceService.delete_tasks:Function]
+
+# [/DEF:TaskPersistenceService:Class]
+
+# [/DEF:TaskPersistenceModule:Module]

backend/src/core/utils/matching.py

@@ -0,0 +1,53 @@
+# [DEF:backend.src.core.utils.matching:Module]
+#
+# @SEMANTICS: fuzzy, matching, rapidfuzz, database, mapping
+# @PURPOSE:   Provides utility functions for fuzzy matching database names.
+# @LAYER:     Core
+# @RELATION:  DEPENDS_ON -> rapidfuzz
+#
+# @INVARIANT: Confidence scores are returned as floats between 0.0 and 1.0.
+
+# [SECTION: IMPORTS]
+from rapidfuzz import fuzz, process
+from typing import List, Dict
+# [/SECTION]
+
+# [DEF:suggest_mappings:Function]
+# @PURPOSE: Suggests mappings between source and target databases using fuzzy matching.
+# @PRE:     source_databases and target_databases are lists of dictionaries with 'uuid' and 'database_name'.
+# @POST:    Returns a list of suggested mappings with confidence scores.
+# @PARAM:   source_databases (List[Dict]) - Databases from the source environment.
+# @PARAM:   target_databases (List[Dict]) - Databases from the target environment.
+# @PARAM:   threshold (int) - Minimum confidence score (0-100).
+# @RETURN:  List[Dict] - Suggested mappings.
+def suggest_mappings(source_databases: List[Dict], target_databases: List[Dict], threshold: int = 60) -> List[Dict]:
+    """
+    Suggest mappings between source and target databases using fuzzy matching.
+    """
+    suggestions = []
+    if not target_databases:
+        return suggestions
+
+    target_names = [db['database_name'] for db in target_databases]
+    
+    for s_db in source_databases:
+        # Use token_sort_ratio as decided in research.md
+        match = process.extractOne(
+            s_db['database_name'], 
+            target_names, 
+            scorer=fuzz.token_sort_ratio
+        )
+        
+        if match:
+            name, score, index = match
+            if score >= threshold:
+                suggestions.append({
+                    "source_db_uuid": s_db['uuid'],
+                    "target_db_uuid": target_databases[index]['uuid'],
+                    "confidence": score / 100.0
+                })
+                
+    return suggestions
+# [/DEF:suggest_mappings]
+
+# [/DEF:backend.src.core.utils.matching]

backend/src/dependencies.py

@@ -0,0 +1,38 @@
+# [DEF:Dependencies:Module]
+# @SEMANTICS: dependency, injection, singleton, factory
+# @PURPOSE: Manages the creation and provision of shared application dependencies, such as the PluginLoader and TaskManager, to avoid circular imports.
+# @LAYER: Core
+# @RELATION: Used by the main app and API routers to get access to shared instances.
+
+from pathlib import Path
+from .core.plugin_loader import PluginLoader
+from .core.task_manager import TaskManager
+from .core.config_manager import ConfigManager
+
+# Initialize singletons
+# Use absolute path relative to this file to ensure plugins are found regardless of CWD
+project_root = Path(__file__).parent.parent.parent
+config_path = project_root / "config.json"
+config_manager = ConfigManager(config_path=str(config_path))
+
+def get_config_manager() -> ConfigManager:
+    """Dependency injector for the ConfigManager."""
+    return config_manager
+
+plugin_dir = Path(__file__).parent / "plugins"
+plugin_loader = PluginLoader(plugin_dir=str(plugin_dir))
+from .core.logger import logger
+logger.info(f"PluginLoader initialized with directory: {plugin_dir}")
+logger.info(f"Available plugins: {[config.name for config in plugin_loader.get_all_plugin_configs()]}")
+
+task_manager = TaskManager(plugin_loader)
+logger.info("TaskManager initialized")
+
+def get_plugin_loader() -> PluginLoader:
+    """Dependency injector for the PluginLoader."""
+    return plugin_loader
+
+def get_task_manager() -> TaskManager:
+    """Dependency injector for the TaskManager."""
+    return task_manager
+# [/DEF]

backend/src/models/dashboard.py

@@ -0,0 +1,28 @@
+# [DEF:backend.src.models.dashboard:Module]
+# @SEMANTICS: dashboard, model, metadata, migration
+# @PURPOSE:   Defines data models for dashboard metadata and selection.
+# @LAYER:     Model
+# @RELATION:  USED_BY -> backend.src.api.routes.migration
+
+from pydantic import BaseModel
+from typing import List
+
+# [DEF:DashboardMetadata:Class]
+# @PURPOSE: Represents a dashboard available for migration.
+class DashboardMetadata(BaseModel):
+    id: int
+    title: str
+    last_modified: str
+    status: str
+# [/DEF:DashboardMetadata]
+
+# [DEF:DashboardSelection:Class]
+# @PURPOSE: Represents the user's selection of dashboards to migrate.
+class DashboardSelection(BaseModel):
+    selected_ids: List[int]
+    source_env_id: str
+    target_env_id: str
+    replace_db_config: bool = False
+# [/DEF:DashboardSelection]
+
+# [/DEF:backend.src.models.dashboard]

backend/src/models/mapping.py

@@ -0,0 +1,70 @@
+# [DEF:backend.src.models.mapping:Module]
+#
+# @SEMANTICS: database, mapping, environment, migration, sqlalchemy, sqlite
+# @PURPOSE:   Defines the database schema for environment metadata and database mappings using SQLAlchemy.
+# @LAYER:     Domain
+# @RELATION:  DEPENDS_ON -> sqlalchemy
+#
+# @INVARIANT: All primary keys are UUID strings.
+# @CONSTRAINT: source_env_id and target_env_id must be valid environment IDs.
+
+# [SECTION: IMPORTS]
+from sqlalchemy import Column, String, Boolean, DateTime, ForeignKey, Enum as SQLEnum
+from sqlalchemy.ext.declarative import declarative_base
+from sqlalchemy.sql import func
+import uuid
+import enum
+# [/SECTION]
+
+Base = declarative_base()
+
+# [DEF:MigrationStatus:Class]
+# @PURPOSE: Enumeration of possible migration job statuses.
+class MigrationStatus(enum.Enum):
+    PENDING = "PENDING"
+    RUNNING = "RUNNING"
+    COMPLETED = "COMPLETED"
+    FAILED = "FAILED"
+    AWAITING_MAPPING = "AWAITING_MAPPING"
+# [/DEF:MigrationStatus]
+
+# [DEF:Environment:Class]
+# @PURPOSE: Represents a Superset instance environment.
+class Environment(Base):
+    __tablename__ = "environments"
+
+    id = Column(String, primary_key=True, default=lambda: str(uuid.uuid4()))
+    name = Column(String, nullable=False)
+    url = Column(String, nullable=False)
+    credentials_id = Column(String, nullable=False)
+# [/DEF:Environment]
+
+# [DEF:DatabaseMapping:Class]
+# @PURPOSE: Represents a mapping between source and target databases.
+class DatabaseMapping(Base):
+    __tablename__ = "database_mappings"
+
+    id = Column(String, primary_key=True, default=lambda: str(uuid.uuid4()))
+    source_env_id = Column(String, ForeignKey("environments.id"), nullable=False)
+    target_env_id = Column(String, ForeignKey("environments.id"), nullable=False)
+    source_db_uuid = Column(String, nullable=False)
+    target_db_uuid = Column(String, nullable=False)
+    source_db_name = Column(String, nullable=False)
+    target_db_name = Column(String, nullable=False)
+    engine = Column(String, nullable=True)
+# [/DEF:DatabaseMapping]
+
+# [DEF:MigrationJob:Class]
+# @PURPOSE: Represents a single migration execution job.
+class MigrationJob(Base):
+    __tablename__ = "migration_jobs"
+
+    id = Column(String, primary_key=True, default=lambda: str(uuid.uuid4()))
+    source_env_id = Column(String, ForeignKey("environments.id"), nullable=False)
+    target_env_id = Column(String, ForeignKey("environments.id"), nullable=False)
+    status = Column(SQLEnum(MigrationStatus), default=MigrationStatus.PENDING)
+    replace_db = Column(Boolean, default=False)
+    created_at = Column(DateTime(timezone=True), server_default=func.now())
+# [/DEF:MigrationJob]
+
+# [/DEF:backend.src.models.mapping]

backend/src/plugins/backup.py

@@ -0,0 +1,133 @@
+# [DEF:BackupPlugin:Module]
+# @SEMANTICS: backup, superset, automation, dashboard, plugin
+# @PURPOSE: A plugin that provides functionality to back up Superset dashboards.
+# @LAYER: App
+# @RELATION: IMPLEMENTS -> PluginBase
+# @RELATION: DEPENDS_ON -> superset_tool.client
+# @RELATION: DEPENDS_ON -> superset_tool.utils
+
+from typing import Dict, Any
+from pathlib import Path
+from requests.exceptions import RequestException
+
+from ..core.plugin_base import PluginBase
+from superset_tool.client import SupersetClient
+from superset_tool.exceptions import SupersetAPIError
+from superset_tool.utils.logger import SupersetLogger
+from superset_tool.utils.fileio import (
+    save_and_unpack_dashboard,
+    archive_exports,
+    sanitize_filename,
+    consolidate_archive_folders,
+    remove_empty_directories,
+    RetentionPolicy
+)
+from superset_tool.utils.init_clients import setup_clients
+from ..dependencies import get_config_manager
+
+class BackupPlugin(PluginBase):
+    """
+    A plugin to back up Superset dashboards.
+    """
+
+    @property
+    def id(self) -> str:
+        return "superset-backup"
+
+    @property
+    def name(self) -> str:
+        return "Superset Dashboard Backup"
+
+    @property
+    def description(self) -> str:
+        return "Backs up all dashboards from a Superset instance."
+
+    @property
+    def version(self) -> str:
+        return "1.0.0"
+
+    def get_schema(self) -> Dict[str, Any]:
+        config_manager = get_config_manager()
+        envs = [e.name for e in config_manager.get_environments()]
+        default_path = config_manager.get_config().settings.backup_path
+        
+        return {
+            "type": "object",
+            "properties": {
+                "env": {
+                    "type": "string",
+                    "title": "Environment",
+                    "description": "The Superset environment to back up.",
+                    "enum": envs if envs else [],
+                },
+                "backup_path": {
+                    "type": "string",
+                    "title": "Backup Path",
+                    "description": "The root directory to save backups to.",
+                    "default": default_path
+                }
+            },
+            "required": ["env", "backup_path"],
+        }
+
+    async def execute(self, params: Dict[str, Any]):
+        env = params["env"]
+        backup_path = Path(params["backup_path"])
+        
+        logger = SupersetLogger(log_dir=backup_path / "Logs", console=True)
+        logger.info(f"[BackupPlugin][Entry] Starting backup for {env}.")
+
+        try:
+            config_manager = get_config_manager()
+            if not config_manager.has_environments():
+                raise ValueError("No Superset environments configured. Please add an environment in Settings.")
+                
+            clients = setup_clients(logger, custom_envs=config_manager.get_environments())
+            client = clients.get(env)
+            
+            if not client:
+                raise ValueError(f"Environment '{env}' not found in configuration.")
+            
+            dashboard_count, dashboard_meta = client.get_dashboards()
+            logger.info(f"[BackupPlugin][Progress] Found {dashboard_count} dashboards to export in {env}.")
+
+            if dashboard_count == 0:
+                logger.info("[BackupPlugin][Exit] No dashboards to back up.")
+                return
+
+            for db in dashboard_meta:
+                dashboard_id = db.get('id')
+                dashboard_title = db.get('dashboard_title', 'Unknown Dashboard')
+                if not dashboard_id:
+                    continue
+
+                try:
+                    dashboard_base_dir_name = sanitize_filename(f"{dashboard_title}")
+                    dashboard_dir = backup_path / env.upper() / dashboard_base_dir_name
+                    dashboard_dir.mkdir(parents=True, exist_ok=True)
+
+                    zip_content, filename = client.export_dashboard(dashboard_id)
+
+                    save_and_unpack_dashboard(
+                        zip_content=zip_content,
+                        original_filename=filename,
+                        output_dir=dashboard_dir,
+                        unpack=False,
+                        logger=logger
+                    )
+
+                    archive_exports(str(dashboard_dir), policy=RetentionPolicy(), logger=logger)
+
+                except (SupersetAPIError, RequestException, IOError, OSError) as db_error:
+                    logger.error(f"[BackupPlugin][Failure] Failed to export dashboard {dashboard_title} (ID: {dashboard_id}): {db_error}", exc_info=True)
+                    continue
+            
+            consolidate_archive_folders(backup_path / env.upper(), logger=logger)
+            remove_empty_directories(str(backup_path / env.upper()), logger=logger)
+
+            logger.info(f"[BackupPlugin][CoherenceCheck:Passed] Backup logic completed for {env}.")
+
+        except (RequestException, IOError, KeyError) as e:
+            logger.critical(f"[BackupPlugin][Failure] Fatal error during backup for {env}: {e}", exc_info=True)
+            raise e
+# [/DEF:BackupPlugin]

backend/src/plugins/migration.py

@@ -0,0 +1,296 @@
+# [DEF:MigrationPlugin:Module]
+# @SEMANTICS: migration, superset, automation, dashboard, plugin
+# @PURPOSE: A plugin that provides functionality to migrate Superset dashboards between environments.
+# @LAYER: App
+# @RELATION: IMPLEMENTS -> PluginBase
+# @RELATION: DEPENDS_ON -> superset_tool.client
+# @RELATION: DEPENDS_ON -> superset_tool.utils
+
+from typing import Dict, Any, List
+from pathlib import Path
+import zipfile
+import re
+
+from ..core.plugin_base import PluginBase
+from superset_tool.client import SupersetClient
+from superset_tool.utils.init_clients import setup_clients
+from superset_tool.utils.fileio import create_temp_file, update_yamls, create_dashboard_export
+from ..dependencies import get_config_manager
+from superset_tool.utils.logger import SupersetLogger
+from ..core.migration_engine import MigrationEngine
+from ..core.database import SessionLocal
+from ..models.mapping import DatabaseMapping, Environment
+
+class MigrationPlugin(PluginBase):
+    """
+    A plugin to migrate Superset dashboards between environments.
+    """
+
+    @property
+    def id(self) -> str:
+        return "superset-migration"
+
+    @property
+    def name(self) -> str:
+        return "Superset Dashboard Migration"
+
+    @property
+    def description(self) -> str:
+        return "Migrates dashboards between Superset environments."
+
+    @property
+    def version(self) -> str:
+        return "1.0.0"
+
+    def get_schema(self) -> Dict[str, Any]:
+        config_manager = get_config_manager()
+        envs = [e.name for e in config_manager.get_environments()]
+        
+        return {
+            "type": "object",
+            "properties": {
+                "from_env": {
+                    "type": "string",
+                    "title": "Source Environment",
+                    "description": "The environment to migrate from.",
+                    "enum": envs if envs else ["dev", "prod"],
+                },
+                "to_env": {
+                    "type": "string",
+                    "title": "Target Environment",
+                    "description": "The environment to migrate to.",
+                    "enum": envs if envs else ["dev", "prod"],
+                },
+                "dashboard_regex": {
+                    "type": "string",
+                    "title": "Dashboard Regex",
+                    "description": "A regular expression to filter dashboards to migrate.",
+                },
+                "replace_db_config": {
+                    "type": "boolean",
+                    "title": "Replace DB Config",
+                    "description": "Whether to replace the database configuration.",
+                    "default": False,
+                },
+                "from_db_id": {
+                    "type": "integer",
+                    "title": "Source DB ID",
+                    "description": "The ID of the source database to replace (if replacing).",
+                },
+                "to_db_id": {
+                    "type": "integer",
+                    "title": "Target DB ID",
+                    "description": "The ID of the target database to replace with (if replacing).",
+                },
+            },
+            "required": ["from_env", "to_env", "dashboard_regex"],
+        }
+
+    async def execute(self, params: Dict[str, Any]):
+        source_env_id = params.get("source_env_id")
+        target_env_id = params.get("target_env_id")
+        selected_ids = params.get("selected_ids")
+        
+        # Legacy support or alternative params
+        from_env_name = params.get("from_env")
+        to_env_name = params.get("to_env")
+        dashboard_regex = params.get("dashboard_regex")
+        
+        replace_db_config = params.get("replace_db_config", False)
+        from_db_id = params.get("from_db_id")
+        to_db_id = params.get("to_db_id")
+        
+        # [DEF:MigrationPlugin.execute:Action]
+        # @PURPOSE: Execute the migration logic with proper task logging.
+        task_id = params.get("_task_id")
+        from ..dependencies import get_task_manager
+        tm = get_task_manager()
+
+        class TaskLoggerProxy(SupersetLogger):
+            def __init__(self):
+                # Initialize parent with dummy values since we override methods
+                super().__init__(console=False)
+                
+            def debug(self, msg, *args, extra=None, **kwargs):
+                if task_id: tm._add_log(task_id, "DEBUG", msg, extra or {})
+            def info(self, msg, *args, extra=None, **kwargs):
+                if task_id: tm._add_log(task_id, "INFO", msg, extra or {})
+            def warning(self, msg, *args, extra=None, **kwargs):
+                if task_id: tm._add_log(task_id, "WARNING", msg, extra or {})
+            def error(self, msg, *args, extra=None, **kwargs):
+                if task_id: tm._add_log(task_id, "ERROR", msg, extra or {})
+            def critical(self, msg, *args, extra=None, **kwargs):
+                if task_id: tm._add_log(task_id, "ERROR", msg, extra or {})
+            def exception(self, msg, *args, **kwargs):
+                if task_id: tm._add_log(task_id, "ERROR", msg, {"exception": True})
+
+        logger = TaskLoggerProxy()
+        logger.info(f"[MigrationPlugin][Entry] Starting migration task.")
+        logger.info(f"[MigrationPlugin][Action] Params: {params}")
+
+        try:
+            config_manager = get_config_manager()
+            environments = config_manager.get_environments()
+            
+            # Resolve environments
+            src_env = None
+            tgt_env = None
+            
+            if source_env_id:
+                src_env = next((e for e in environments if e.id == source_env_id), None)
+            elif from_env_name:
+                src_env = next((e for e in environments if e.name == from_env_name), None)
+                
+            if target_env_id:
+                tgt_env = next((e for e in environments if e.id == target_env_id), None)
+            elif to_env_name:
+                tgt_env = next((e for e in environments if e.name == to_env_name), None)
+            
+            if not src_env or not tgt_env:
+                raise ValueError(f"Could not resolve source or target environment. Source: {source_env_id or from_env_name}, Target: {target_env_id or to_env_name}")
+
+            from_env_name = src_env.name
+            to_env_name = tgt_env.name
+
+            logger.info(f"[MigrationPlugin][State] Resolved environments: {from_env_name} -> {to_env_name}")
+
+            all_clients = setup_clients(logger, custom_envs=environments)
+            from_c = all_clients.get(from_env_name)
+            to_c = all_clients.get(to_env_name)
+            
+            if not from_c or not to_c:
+                raise ValueError(f"Clients not initialized for environments: {from_env_name}, {to_env_name}")
+
+            _, all_dashboards = from_c.get_dashboards()
+            
+            dashboards_to_migrate = []
+            if selected_ids:
+                dashboards_to_migrate = [d for d in all_dashboards if d["id"] in selected_ids]
+            elif dashboard_regex:
+                regex_str = str(dashboard_regex)
+                dashboards_to_migrate = [
+                    d for d in all_dashboards if re.search(regex_str, d["dashboard_title"], re.IGNORECASE)
+                ]
+            else:
+                logger.warning("[MigrationPlugin][State] No selection criteria provided (selected_ids or dashboard_regex).")
+                return
+
+            if not dashboards_to_migrate:
+                logger.warning("[MigrationPlugin][State] No dashboards found matching criteria.")
+                return
+
+            # Fetch mappings from database
+            db_mapping = {}
+            if replace_db_config:
+                db = SessionLocal()
+                try:
+                    # Find environment IDs by name
+                    src_env = db.query(Environment).filter(Environment.name == from_env_name).first()
+                    tgt_env = db.query(Environment).filter(Environment.name == to_env_name).first()
+                    
+                    if src_env and tgt_env:
+                        mappings = db.query(DatabaseMapping).filter(
+                            DatabaseMapping.source_env_id == src_env.id,
+                            DatabaseMapping.target_env_id == tgt_env.id
+                        ).all()
+                        db_mapping = {m.source_db_uuid: m.target_db_uuid for m in mappings}
+                        logger.info(f"[MigrationPlugin][State] Loaded {len(db_mapping)} database mappings.")
+                finally:
+                    db.close()
+
+            engine = MigrationEngine()
+
+            for dash in dashboards_to_migrate:
+                dash_id, dash_slug, title = dash["id"], dash.get("slug"), dash["dashboard_title"]
+                
+                try:
+                    exported_content, _ = from_c.export_dashboard(dash_id)
+                    with create_temp_file(content=exported_content, dry_run=True, suffix=".zip", logger=logger) as tmp_zip_path:
+                        # Always transform to strip databases to avoid password errors
+                        with create_temp_file(suffix=".zip", dry_run=True, logger=logger) as tmp_new_zip:
+                            success = engine.transform_zip(str(tmp_zip_path), str(tmp_new_zip), db_mapping, strip_databases=False)
+                            
+                            if not success and replace_db_config:
+                                # Signal missing mapping and wait (only if we care about mappings)
+                                if task_id:
+                                    logger.info(f"[MigrationPlugin][Action] Pausing for missing mapping in task {task_id}")
+                                    # In a real scenario, we'd pass the missing DB info to the frontend
+                                    # For this task, we'll just simulate the wait
+                                    await tm.wait_for_resolution(task_id)
+                                    # After resolution, retry transformation with updated mappings
+                                    # (Mappings would be updated in task.params by resolve_task)
+                                    db = SessionLocal()
+                                    try:
+                                        src_env = db.query(Environment).filter(Environment.name == from_env_name).first()
+                                        tgt_env = db.query(Environment).filter(Environment.name == to_env_name).first()
+                                        mappings = db.query(DatabaseMapping).filter(
+                                            DatabaseMapping.source_env_id == src_env.id,
+                                            DatabaseMapping.target_env_id == tgt_env.id
+                                        ).all()
+                                        db_mapping = {m.source_db_uuid: m.target_db_uuid for m in mappings}
+                                    finally:
+                                        db.close()
+                                    success = engine.transform_zip(str(tmp_zip_path), str(tmp_new_zip), db_mapping, strip_databases=False)
+
+                            if success:
+                                to_c.import_dashboard(file_name=tmp_new_zip, dash_id=dash_id, dash_slug=dash_slug)
+                            else:
+                                logger.error(f"[MigrationPlugin][Failure] Failed to transform ZIP for dashboard {title}")
+                    
+                    logger.info(f"[MigrationPlugin][Success] Dashboard {title} imported.")
+                except Exception as exc:
+                    # Check for password error
+                    error_msg = str(exc)
+                    # The error message from Superset is often a JSON string inside a string.
+                    # We need to robustly detect the password requirement.
+                    # Typical error: "Error importing dashboard: databases/PostgreSQL.yaml: {'_schema': ['Must provide a password for the database']}"
+                    
+                    if "Must provide a password for the database" in error_msg:
+                        # Extract database name
+                        # Try to find "databases/DBNAME.yaml" pattern
+                        import re
+                        db_name = "unknown"
+                        match = re.search(r"databases/([^.]+)\.yaml", error_msg)
+                        if match:
+                            db_name = match.group(1)
+                        else:
+                            # Fallback: try to find 'database 'NAME'' pattern
+                             match_alt = re.search(r"database '([^']+)'", error_msg)
+                             if match_alt:
+                                 db_name = match_alt.group(1)
+
+                        logger.warning(f"[MigrationPlugin][Action] Detected missing password for database: {db_name}")
+                        
+                        if task_id:
+                            input_request = {
+                                "type": "database_password",
+                                "databases": [db_name],
+                                "error_message": error_msg
+                            }
+                            tm.await_input(task_id, input_request)
+                            
+                            # Wait for user input
+                            await tm.wait_for_input(task_id)
+                            
+                            # Resume with passwords
+                            task = tm.get_task(task_id)
+                            passwords = task.params.get("passwords", {})
+                            
+                            # Retry import with password
+                            if passwords:
+                                logger.info(f"[MigrationPlugin][Action] Retrying import for {title} with provided passwords.")
+                                to_c.import_dashboard(file_name=tmp_new_zip, dash_id=dash_id, dash_slug=dash_slug, passwords=passwords)
+                                logger.info(f"[MigrationPlugin][Success] Dashboard {title} imported after password injection.")
+                                # Clear passwords from params after use for security
+                                if "passwords" in task.params:
+                                    del task.params["passwords"]
+                                continue
+
+                    logger.error(f"[MigrationPlugin][Failure] Failed to migrate dashboard {title}: {exc}", exc_info=True)
+
+            logger.info("[MigrationPlugin][Exit] Migration finished.")
+            
+        except Exception as e:
+            logger.critical(f"[MigrationPlugin][Failure] Fatal error during migration: {e}", exc_info=True)
+            raise e
+# [/DEF:MigrationPlugin]

backend/src/services/mapping_service.py

@@ -0,0 +1,66 @@
+# [DEF:backend.src.services.mapping_service:Module]
+#
+# @SEMANTICS: service, mapping, fuzzy-matching, superset
+# @PURPOSE:   Orchestrates database fetching and fuzzy matching suggestions.
+# @LAYER:     Service
+# @RELATION:  DEPENDS_ON -> backend.src.core.superset_client
+# @RELATION:  DEPENDS_ON -> backend.src.core.utils.matching
+#
+# @INVARIANT: Suggestions are based on database names.
+
+# [SECTION: IMPORTS]
+from typing import List, Dict
+from backend.src.core.superset_client import SupersetClient
+from backend.src.core.utils.matching import suggest_mappings
+from superset_tool.models import SupersetConfig
+# [/SECTION]
+
+# [DEF:MappingService:Class]
+# @PURPOSE: Service for handling database mapping logic.
+class MappingService:
+    
+    # [DEF:MappingService.__init__:Function]
+    def __init__(self, config_manager):
+        self.config_manager = config_manager
+
+    # [DEF:MappingService._get_client:Function]
+    # @PURPOSE: Helper to get an initialized SupersetClient for an environment.
+    def _get_client(self, env_id: str) -> SupersetClient:
+        envs = self.config_manager.get_environments()
+        env = next((e for e in envs if e.id == env_id), None)
+        if not env:
+            raise ValueError(f"Environment {env_id} not found")
+        
+        superset_config = SupersetConfig(
+            env=env.name,
+            base_url=env.url,
+            auth={
+                "provider": "db",
+                "username": env.username,
+                "password": env.password,
+                "refresh": "false"
+            }
+        )
+        return SupersetClient(superset_config)
+
+    # [DEF:MappingService.get_suggestions:Function]
+    # @PURPOSE: Fetches databases from both environments and returns fuzzy matching suggestions.
+    # @PARAM:   source_env_id (str) - Source environment ID.
+    # @PARAM:   target_env_id (str) - Target environment ID.
+    # @RETURN:  List[Dict] - Suggested mappings.
+    async def get_suggestions(self, source_env_id: str, target_env_id: str) -> List[Dict]:
+        """
+        Get suggested mappings between two environments.
+        """
+        source_client = self._get_client(source_env_id)
+        target_client = self._get_client(target_env_id)
+        
+        source_dbs = source_client.get_databases_summary()
+        target_dbs = target_client.get_databases_summary()
+        
+        return suggest_mappings(source_dbs, target_dbs)
+    # [/DEF:MappingService.get_suggestions]
+
+# [/DEF:MappingService]
+
+# [/DEF:backend.src.services.mapping_service]

backend/tests/test_logger.py

@@ -0,0 +1,44 @@
+import pytest
+from backend.src.core.logger import belief_scope, logger
+
+
+def test_belief_scope_logs_entry_action_exit(caplog):
+    """Test that belief_scope generates [ID][Entry], [ID][Action], and [ID][Exit] logs."""
+    caplog.set_level("INFO")
+
+    with belief_scope("TestFunction"):
+        logger.info("Doing something important")
+
+    # Check that the logs contain the expected patterns
+    log_messages = [record.message for record in caplog.records]
+
+    assert any("[TestFunction][Entry]" in msg for msg in log_messages), "Entry log not found"
+    assert any("[TestFunction][Action] Doing something important" in msg for msg in log_messages), "Action log not found"
+    assert any("[TestFunction][Exit]" in msg for msg in log_messages), "Exit log not found"
+
+
+def test_belief_scope_error_handling(caplog):
+    """Test that belief_scope logs Coherence:Failed on exception."""
+    caplog.set_level("INFO")
+
+    with pytest.raises(ValueError):
+        with belief_scope("FailingFunction"):
+            raise ValueError("Something went wrong")
+
+    log_messages = [record.message for record in caplog.records]
+
+    assert any("[FailingFunction][Entry]" in msg for msg in log_messages), "Entry log not found"
+    assert any("[FailingFunction][Coherence:Failed]" in msg for msg in log_messages), "Failed coherence log not found"
+    # Exit should not be logged on failure
+
+
+def test_belief_scope_success_coherence(caplog):
+    """Test that belief_scope logs Coherence:OK on success."""
+    caplog.set_level("INFO")
+
+    with belief_scope("SuccessFunction"):
+        pass
+
+    log_messages = [record.message for record in caplog.records]
+
+    assert any("[SuccessFunction][Coherence:OK]" in msg for msg in log_messages), "Success coherence log not found"

backend/tests/test_models.py

@@ -0,0 +1,49 @@
+import pytest
+from superset_tool.models import SupersetConfig
+
+def test_superset_config_url_normalization():
+    auth = {
+        "provider": "db",
+        "username": "admin",
+        "password": "password",
+        "refresh": "token"
+    }
+    
+    # Test with /api/v1 already present
+    config = SupersetConfig(
+        env="dev",
+        base_url="http://localhost:8088/api/v1",
+        auth=auth
+    )
+    assert config.base_url == "http://localhost:8088/api/v1"
+    
+    # Test without /api/v1
+    config = SupersetConfig(
+        env="dev",
+        base_url="http://localhost:8088",
+        auth=auth
+    )
+    assert config.base_url == "http://localhost:8088/api/v1"
+    
+    # Test with trailing slash
+    config = SupersetConfig(
+        env="dev",
+        base_url="http://localhost:8088/",
+        auth=auth
+    )
+    assert config.base_url == "http://localhost:8088/api/v1"
+
+def test_superset_config_invalid_url():
+    auth = {
+        "provider": "db",
+        "username": "admin",
+        "password": "password",
+        "refresh": "token"
+    }
+    
+    with pytest.raises(ValueError, match="Must start with http:// or https://"):
+        SupersetConfig(
+            env="dev",
+            base_url="localhost:8088",
+            auth=auth
+        )

backup_script.py

@@ -1,177 +1,163 @@
+# [DEF:backup_script:Module]
+#
+# @SEMANTICS: backup, superset, automation, dashboard
+# @PURPOSE:   Этот модуль отвечает за автоматизированное резервное копирование дашбордов Superset.
+# @LAYER:     App
+# @RELATION:  DEPENDS_ON -> superset_tool.client
+# @RELATION:  DEPENDS_ON -> superset_tool.utils
+# @PUBLIC_API: BackupConfig, backup_dashboards, main
+
+# [SECTION: IMPORTS]
 import logging
-from datetime import datetime
-import shutil
-import keyring
-import os
+import sys
 from pathlib import Path
-from superset_tool.models import SupersetConfig, DatabaseConfig
+from dataclasses import dataclass,field
+from requests.exceptions import RequestException
 from superset_tool.client import SupersetClient
+from superset_tool.exceptions import SupersetAPIError
 from superset_tool.utils.logger import SupersetLogger
-from superset_tool.utils.fileio import save_and_unpack_dashboard, archive_exports, sanitize_filename
+from superset_tool.utils.fileio import (
+    save_and_unpack_dashboard,
+    archive_exports,
+    sanitize_filename,
+    consolidate_archive_folders,
+    remove_empty_directories,
+    RetentionPolicy
+)
+from superset_tool.utils.init_clients import setup_clients
+# [/SECTION]
 
+# [DEF:BackupConfig:DataClass]
+# @PURPOSE: Хранит конфигурацию для процесса бэкапа.
+@dataclass
+class BackupConfig:
+    """Конфигурация для процесса бэкапа."""
+    consolidate: bool = True
+    rotate_archive: bool = True
+    clean_folders: bool = True
+    retention_policy: RetentionPolicy = field(default_factory=RetentionPolicy)
+# [/DEF:BackupConfig]
 
-def setup_clients(logger: SupersetLogger):
-    """Инициализация клиентов для разных окружений"""
-    clients = {}
-    try:
-        # Конфигурация для Dev
-        dev_config = SupersetConfig(
-            base_url="https://devta.bi.dwh.rusal.com/api/v1",
-            auth={
-                "provider": "db",
-                "username": "migrate_user",
-                "password": keyring.get_password("system", "dev migrate"),
-                "refresh": True
-            },
-            logger=logger,
-            verify_ssl=False
-        )
-
-        # Конфигурация для Prod
-        prod_config = SupersetConfig(
-            base_url="https://prodta.bi.dwh.rusal.com/api/v1",
-            auth={
-                "provider": "db",
-                "username": "migrate_user",
-                "password": keyring.get_password("system", "prod migrate"),
-                "refresh": True
-            },
-            logger=logger,
-            verify_ssl=False
-        )
-
-        # Конфигурация для Sandbox
-        sandbox_config = SupersetConfig(
-            base_url="https://sandboxta.bi.dwh.rusal.com/api/v1",
-            auth={
-                "provider": "db",
-                "username": "migrate_user",
-                "password": keyring.get_password("system", "sandbox migrate"),
-                "refresh": True
-            },
-            logger=logger,
-            verify_ssl=False
-        )
-
-        clients['dev'] = SupersetClient(dev_config)
-        clients['sbx'] = SupersetClient(sandbox_config)
-        clients['prod'] = SupersetClient(prod_config)
-        logger.info("Клиенты для окружений успешно инициализированы")
-        return clients
-    except Exception as e:
-        logger.error(f"Ошибка инициализации клиентов: {str(e)}")
-        raise
-
-def backup_dashboards(client, env_name, backup_root, logger):
-    """Выполнение бэкапа дашбордов с детальным логированием ошибок"""
+# [DEF:backup_dashboards:Function]
+# @PURPOSE: Выполняет бэкап всех доступных дашбордов для заданного клиента и окружения, пропуская ошибки экспорта.
+# @PRE:  `client` должен быть инициализированным экземпляром `SupersetClient`.
+# @PRE:  `env_name` должен быть строкой, обозначающей окружение.
+# @PRE:  `backup_root` должен быть валидным путем к корневой директории бэкапа.
+# @POST: Дашборды экспортируются и сохраняются. Ошибки экспорта логируются и не приводят к остановке скрипта.
+# @RELATION: CALLS -> client.get_dashboards
+# @RELATION: CALLS -> client.export_dashboard
+# @RELATION: CALLS -> save_and_unpack_dashboard
+# @RELATION: CALLS -> archive_exports
+# @RELATION: CALLS -> consolidate_archive_folders
+# @RELATION: CALLS -> remove_empty_directories
+# @PARAM: client (SupersetClient) - Клиент для доступа к API Superset.
+# @PARAM: env_name (str) - Имя окружения (e.g., 'PROD').
+# @PARAM: backup_root (Path) - Корневая директория для сохранения бэкапов.
+# @PARAM: logger (SupersetLogger) - Инстанс логгера.
+# @PARAM: config (BackupConfig) - Конфигурация процесса бэкапа.
+# @RETURN: bool - `True` если все дашборды были экспортированы без критических ошибок, `False` иначе.
+def backup_dashboards(
+    client: SupersetClient,
+    env_name: str,
+    backup_root: Path,
+    logger: SupersetLogger,
+    config: BackupConfig
+) -> bool:
+    logger.info(f"[backup_dashboards][Entry] Starting backup for {env_name}.")
     try:
         dashboard_count, dashboard_meta = client.get_dashboards()
+        logger.info(f"[backup_dashboards][Progress] Found {dashboard_count} dashboards to export in {env_name}.")
         if dashboard_count == 0:
-            logger.warning(f"Нет дашбордов для экспорта в {env_name}")
             return True
 
-        success = 0
-        errors = []
-        
+        success_count = 0
         for db in dashboard_meta:
-            if not db.get('slug'):
+            dashboard_id = db.get('id')
+            dashboard_title = db.get('dashboard_title', 'Unknown Dashboard')
+            if not dashboard_id:
                 continue
 
             try:
-                dashboard_title = db['dashboard_title']
-                dashboard_dir = Path(backup_root) / env_name / sanitize_filename(dashboard_title)
+                dashboard_base_dir_name = sanitize_filename(f"{dashboard_title}")
+                dashboard_dir = backup_root / env_name / dashboard_base_dir_name
                 dashboard_dir.mkdir(parents=True, exist_ok=True)
 
-                zip_content, filename = client.export_dashboard(db['id'])
+                zip_content, filename = client.export_dashboard(dashboard_id)
+
                 save_and_unpack_dashboard(
                     zip_content=zip_content,
                     original_filename=filename,
                     output_dir=dashboard_dir,
-                    unpack=False
+                    unpack=False,
+                    logger=logger
                 )
 
-                # Архивирование старых бэкапов
-                try:
-                    archive_exports(dashboard_dir)
-                except Exception as cleanup_error:
-                    logger.warning(f"Ошибка очистки архива: {cleanup_error}")
+                if config.rotate_archive:
+                    archive_exports(str(dashboard_dir), policy=config.retention_policy, logger=logger)
 
-                success += 1
+                success_count += 1
+            except (SupersetAPIError, RequestException, IOError, OSError) as db_error:
+                logger.error(f"[backup_dashboards][Failure] Failed to export dashboard {dashboard_title} (ID: {dashboard_id}): {db_error}", exc_info=True)
+                continue
 
-            except Exception as db_error:
-                error_info = {
-                    'dashboard': db.get('dashboard_title'),
-                    'error': str(db_error),
-                    'env': env_name
-                }
-                errors.append(error_info)
-                logger.error("Ошибка экспорта дашборда", extra=error_info)
+        if config.consolidate:
+            consolidate_archive_folders(backup_root / env_name , logger=logger)
 
-        if errors:
-            logger.error(f"Итоги экспорта для {env_name}",
-                       extra={'success': success, 'errors': errors, 'total': dashboard_count})
+        if config.clean_folders:
+            remove_empty_directories(str(backup_root / env_name), logger=logger)
 
-        return len(errors) == 0
-        
-    except Exception as e:
-        logger.critical(f"Фатальная ошибка бэкапа {env_name}: {str(e)}", exc_info=True)
+        logger.info(f"[backup_dashboards][CoherenceCheck:Passed] Backup logic completed.")
+        return success_count == dashboard_count
+    except (RequestException, IOError) as e:
+        logger.critical(f"[backup_dashboards][Failure] Fatal error during backup for {env_name}: {e}", exc_info=True)
         return False
+# [/DEF:backup_dashboards]
 
-def main():
-    # Инициализация логгера
+# [DEF:main:Function]
+# @PURPOSE: Основная точка входа для запуска процесса резервного копирования.
+# @RELATION: CALLS -> setup_clients
+# @RELATION: CALLS -> backup_dashboards
+# @RETURN: int - Код выхода (0 - успех, 1 - ошибка).
+def main() -> int:
     log_dir = Path("P:\\Superset\\010 Бекапы\\Logs")
-    logger = SupersetLogger(
-        log_dir=log_dir,
-        level=logging.INFO,
-        console=True
-    )    
-    """Основная функция выполнения бэкапа"""
-    logger.info("="*50)
-    logger.info("Запуск процесса бэкапа Superset")
-    logger.info("="*50)
+    logger = SupersetLogger(log_dir=log_dir, level=logging.INFO, console=True)
+    logger.info("[main][Entry] Starting Superset backup process.")
 
+    exit_code = 0
     try:
         clients = setup_clients(logger)
         superset_backup_repo = Path("P:\\Superset\\010 Бекапы")
+        superset_backup_repo.mkdir(parents=True, exist_ok=True)
 
-        # Бэкап для DEV
-        dev_success = backup_dashboards(
-            clients['dev'], 
-            "DEV", 
+        results = {}
+        environments = ['dev', 'sbx', 'prod', 'preprod']
+        backup_config = BackupConfig(rotate_archive=True)
+
+        for env in environments:
+            try:
+                results[env] = backup_dashboards(
+                    clients[env],
+                    env.upper(),
                     superset_backup_repo,
-            logger=logger
+                    logger=logger,
+                    config=backup_config
                 )
+            except Exception as env_error:
+                logger.critical(f"[main][Failure] Critical error for environment {env}: {env_error}", exc_info=True)
+                results[env] = False
 
-        #Бэкап для Sandbox
-        sbx_success = backup_dashboards(
-            clients['sbx'], 
-            "SBX", 
-            superset_backup_repo,
-            logger=logger
-        )
-        #Бэкап для Прода
-        prod_success = backup_dashboards(
-            clients['prod'], 
-            "PROD", 
-            superset_backup_repo,
-            logger=logger
-        )
+        if not all(results.values()):
+            exit_code = 1
 
-        # Итоговый отчет
-        logger.info("="*50)
-        logger.info("Итоги выполнения бэкапа:")
-        logger.info(f"DEV: {'Успешно' if dev_success else 'С ошибками'}")
-        logger.info(f"SBX: {'Успешно' if sbx_success else 'С ошибками'}")
-        logger.info(f"PROD: {'Успешно' if prod_success else 'С ошибками'}")
-        logger.info(f"Полный лог доступен в: {log_dir}")
+    except (RequestException, IOError) as e:
+        logger.critical(f"[main][Failure] Fatal error in main execution: {e}", exc_info=True)
+        exit_code = 1
 
-    except Exception as e:
-        logger.critical(f"Фатальная ошибка выполнения скрипта: {str(e)}", exc_info=True)
-        return 1
-    
-    logger.info("Процесс бэкапа завершен")
-    return 0
+    logger.info("[main][Exit] Superset backup process finished.")
+    return exit_code
+# [/DEF:main]
 
 if __name__ == "__main__":
-    exit_code = main()
-    exit(exit_code)
+    sys.exit(main())
+
+# [/DEF:backup_script]

debug_db_api.py

@@ -0,0 +1,79 @@
+# [DEF:debug_db_api:Module]
+#
+# @SEMANTICS: debug, api, database, script
+# @PURPOSE:   Скрипт для отладки структуры ответа API баз данных.
+# @LAYER:     App
+# @RELATION:  DEPENDS_ON -> superset_tool.client
+# @RELATION:  DEPENDS_ON -> superset_tool.utils
+# @PUBLIC_API: debug_database_api
+
+# [SECTION: IMPORTS]
+import json
+import logging
+from superset_tool.client import SupersetClient
+from superset_tool.utils.init_clients import setup_clients
+from superset_tool.utils.logger import SupersetLogger
+# [/SECTION]
+
+# [DEF:debug_database_api:Function]
+# @PURPOSE: Отладка структуры ответа API баз данных.
+# @RELATION: CALLS -> setup_clients
+# @RELATION: CALLS -> client.get_databases
+def debug_database_api():
+    logger = SupersetLogger(name="debug_db_api", level=logging.DEBUG)
+    
+    # Инициализируем клиенты
+    clients = setup_clients(logger)
+    # Log JWT bearer tokens for each client
+    for env_name, client in clients.items():
+        try:
+            # Ensure authentication (access token fetched via headers property)
+            _ = client.headers
+            token = client.network._tokens.get("access_token")
+            logger.info(f"[debug_database_api][Token] Bearer token for {env_name}: {token}")
+        except Exception as exc:
+            logger.error(f"[debug_database_api][Token] Failed to retrieve token for {env_name}: {exc}", exc_info=True)
+    
+    # Проверяем доступные окружения
+    print("Доступные окружения:")
+    for env_name, client in clients.items():
+        print(f"  {env_name}: {client.config.base_url}")
+    
+    # Выбираем два окружения для тестирования
+    if len(clients) < 2:
+        print("Недостаточно окружений для тестирования")
+        return
+    
+    env_names = list(clients.keys())[:2]
+    from_env, to_env = env_names[0], env_names[1]
+    
+    from_client = clients[from_env]
+    to_client = clients[to_env]
+    
+    print(f"\nТестируем API для окружений: {from_env} -> {to_env}")
+    
+    try:
+        # Получаем список баз данных из первого окружения
+        print(f"\nПолучаем список БД из {from_env}:")
+        count, dbs = from_client.get_databases()
+        print(f"Найдено {count} баз данных")
+        print("Полный ответ API:")
+        print(json.dumps({"count": count, "result": dbs}, indent=2, ensure_ascii=False))
+                
+        # Получаем список баз данных из второго окружения
+        print(f"\nПолучаем список БД из {to_env}:")
+        count, dbs = to_client.get_databases()
+        print(f"Найдено {count} баз данных")
+        print("Полный ответ API:")
+        print(json.dumps({"count": count, "result": dbs}, indent=2, ensure_ascii=False))
+                
+    except Exception as e:
+        print(f"Ошибка при тестировании API: {e}")
+        import traceback
+        traceback.print_exc()
+# [/DEF:debug_database_api]
+
+if __name__ == "__main__":
+    debug_database_api()
+
+# [/DEF:debug_db_api]

docs/migration_mapping.md

@@ -0,0 +1,42 @@
+# Database Mapping in Migration
+
+This document describes how to use the database mapping feature during Superset dashboard migrations.
+
+## Overview
+
+When migrating dashboards between different Superset environments (e.g., from Dev to Prod), the underlying databases often have different UUIDs even if they represent the same data source. The Database Mapping feature allows you to define these relationships so that migrated assets automatically point to the correct database in the target environment.
+
+## How it Works
+
+1.  **Fuzzy Matching**: The system automatically suggests mappings by comparing database names between environments using the RapidFuzz library.
+2.  **Persistence**: Mappings are stored in a local SQLite database (`mappings.db`) and are reused for future migrations between the same environment pair.
+3.  **Asset Interception**: During migration, the system intercepts the Superset export ZIP archive, modifies the `database_uuid` in the dataset YAML files, and re-packages the archive before importing it to the target.
+
+## Usage Instructions
+
+### 1. Define Mappings
+
+1.  Navigate to the **Database Mapping** tab in the application.
+2.  Select your **Source** and **Target** environments.
+3.  Click **Fetch Databases & Suggestions**.
+4.  Review the suggested mappings (highlighted in green).
+5.  If a suggestion is incorrect or missing, use the dropdown in the "Target Database" column to select the correct one.
+6.  Mappings are saved automatically when you select a target database.
+
+### 2. Run Migration with Database Replacement
+
+1.  Go to the **Migration** dashboard.
+2.  Select the **Source** and **Target** environments.
+3.  Select the dashboards or datasets you want to migrate.
+4.  Enable the **Replace Database (Apply Mappings)** toggle.
+5.  Click **Start Migration**.
+
+### 3. Handling Missing Mappings
+
+If the migration engine encounters a database that has no defined mapping, the process will pause, and a modal will appear prompting you to select a target database on-the-fly. Once selected, the mapping is saved, and the migration continues.
+
+## Troubleshooting
+
+-   **Mapping not applied**: Ensure the "Replace Database" toggle is enabled.
+-   **Wrong database in target**: Check the mapping table for the specific environment pair and correct any errors.
+-   **Connection errors**: Ensure both Superset environments are reachable and credentials are correct in Settings.

docs/plugin_dev.md

@@ -0,0 +1,87 @@
+# Plugin Development Guide
+
+This guide explains how to create new plugins for the Superset Tools application.
+
+## 1. Plugin Structure
+
+A plugin is a single Python file located in the `backend/src/plugins/` directory. Each plugin file must contain a class that inherits from `PluginBase`.
+
+## 2. Implementing `PluginBase`
+
+The `PluginBase` class is an abstract base class that defines the interface for all plugins. You must implement the following properties and methods:
+
+- **`id`**: A unique string identifier for your plugin (e.g., `"my-cool-plugin"`).
+- **`name`**: A human-readable name for your plugin (e.g., `"My Cool Plugin"`).
+- **`description`**: A brief description of what your plugin does.
+- **`version`**: The version of your plugin (e.g., `"1.0.0"`).
+- **`get_schema()`**: A method that returns a JSON schema dictionary defining the input parameters for your plugin. This schema is used to automatically generate a form in the frontend.
+- **`execute(params: Dict[str, Any])`**: An `async` method that contains the main logic of your plugin. The `params` argument is a dictionary containing the input data from the user, validated against the schema you defined.
+
+## 3. Example Plugin
+
+Here is an example of a simple "Hello World" plugin:
+
+```python
+# backend/src/plugins/hello.py
+# [DEF:HelloWorldPlugin:Plugin]
+# @SEMANTICS: hello, world, example, plugin
+# @PURPOSE: A simple "Hello World" plugin example.
+# @LAYER: Domain (Plugin)
+# @RELATION: Inherits from PluginBase
+# @PUBLIC_API: execute
+
+from typing import Dict, Any
+from ..core.plugin_base import PluginBase
+
+class HelloWorldPlugin(PluginBase):
+    @property
+    def id(self) -> str:
+        return "hello-world"
+
+    @property
+    def name(self) -> str:
+        return "Hello World"
+
+    @property
+    def description(self) -> str:
+        return "A simple plugin that prints a greeting."
+
+    @property
+    def version(self) -> str:
+        return "1.0.0"
+
+    def get_schema(self) -> Dict[str, Any]:
+        return {
+            "type": "object",
+            "properties": {
+                "name": {
+                    "type": "string",
+                    "title": "Name",
+                    "description": "The name to greet.",
+                    "default": "World",
+                }
+            },
+            "required": ["name"],
+        }
+
+    async def execute(self, params: Dict[str, Any]):
+        name = params["name"]
+        print(f"Hello, {name}!")
+```
+
+## 4. Logging
+
+You can use the global logger instance to log messages from your plugin. The logger is available in the `superset_tool.utils.logger` module.
+
+```python
+from superset_tool.utils.logger import SupersetLogger
+
+logger = SupersetLogger()
+
+async def execute(self, params: Dict[str, Any]):
+    logger.info("My plugin is running!")
+```
+
+## 5. Testing
+
+To test your plugin, simply run the application and navigate to the web UI. Your plugin should appear in the list of available tools.

docs/settings.md

@@ -0,0 +1,46 @@
+# Web Application Settings Mechanism
+
+This document describes the settings management system for the Superset Tools application.
+
+## Overview
+
+The settings mechanism allows users to configure multiple Superset environments and global application settings (like backup storage) via the web UI.
+
+## Backend Architecture
+
+### Data Models
+
+Configuration is structured using Pydantic models in `backend/src/core/config_models.py`:
+
+- `Environment`: Represents a Superset instance (URL, credentials). The `base_url` is automatically normalized to include the `/api/v1` suffix if missing.
+- `GlobalSettings`: Global application parameters (e.g., `backup_path`).
+- `AppConfig`: The root configuration object.
+
+### Configuration Manager
+
+The `ConfigManager` (`backend/src/core/config_manager.py`) handles:
+- Persistence to `config.json`.
+- CRUD operations for environments.
+- Validation and logging.
+
+### API Endpoints
+
+The settings API is available at `/settings`:
+
+- `GET /settings`: Retrieve all settings (passwords are masked).
+- `PATCH /settings/global`: Update global settings.
+- `GET /settings/environments`: List environments.
+- `POST /settings/environments`: Add environment.
+- `PUT /settings/environments/{id}`: Update environment.
+- `DELETE /settings/environments/{id}`: Remove environment.
+- `POST /settings/environments/{id}/test`: Test connection.
+
+## Frontend Implementation
+
+The settings page is located at `frontend/src/pages/Settings.svelte`. It provides forms for managing global settings and Superset environments.
+
+## Integration
+
+Existing plugins and utilities use the `ConfigManager` to fetch configuration:
+- `superset_tool/utils/init_clients.py`: Dynamically initializes Superset clients from the configured environments.
+- `BackupPlugin`: Uses the configured `backup_path` as the default storage location.

frontend/.vite/deps/_metadata.json

@@ -0,0 +1,25 @@
+{
+  "hash": "a8d52b4a",
+  "configHash": "7bf228bb",
+  "lockfileHash": "57452527",
+  "browserHash": "e59a8620",
+  "optimized": {
+    "svelte": {
+      "src": "../../node_modules/svelte/src/index-client.js",
+      "file": "svelte.js",
+      "fileHash": "0e9fe405",
+      "needsInterop": false
+    },
+    "svelte/store": {
+      "src": "../../node_modules/svelte/src/store/index-client.js",
+      "file": "svelte_store.js",
+      "fileHash": "28cc90b1",
+      "needsInterop": false
+    }
+  },
+  "chunks": {
+    "chunk-YAQNMG2X": {
+      "file": "chunk-YAQNMG2X.js"
+    }
+  }
+}

frontend/.vite/deps/package.json

@@ -0,0 +1,3 @@
+{
+  "type": "module"
+}

frontend/.vite/deps/svelte.js

@@ -0,0 +1,46 @@
+import {
+  afterUpdate,
+  beforeUpdate,
+  createContext,
+  createEventDispatcher,
+  createRawSnippet,
+  flushSync,
+  fork,
+  getAbortSignal,
+  getAllContexts,
+  getContext,
+  hasContext,
+  hydratable,
+  hydrate,
+  mount,
+  onDestroy,
+  onMount,
+  setContext,
+  settled,
+  tick,
+  unmount,
+  untrack
+} from "./chunk-YAQNMG2X.js";
+export {
+  afterUpdate,
+  beforeUpdate,
+  createContext,
+  createEventDispatcher,
+  createRawSnippet,
+  flushSync,
+  fork,
+  getAbortSignal,
+  getAllContexts,
+  getContext,
+  hasContext,
+  hydratable,
+  hydrate,
+  mount,
+  onDestroy,
+  onMount,
+  setContext,
+  settled,
+  tick,
+  unmount,
+  untrack
+};

frontend/.vite/deps/svelte.js.map

@@ -0,0 +1,7 @@
+{
+  "version": 3,
+  "sources": [],
+  "sourcesContent": [],
+  "mappings": "",
+  "names": []
+}

frontend/.vite/deps/svelte_store.js

@@ -0,0 +1,100 @@
+import {
+  active_effect,
+  active_reaction,
+  createSubscriber,
+  derived,
+  effect_root,
+  effect_tracking,
+  get,
+  readable,
+  readonly,
+  render_effect,
+  set_active_effect,
+  set_active_reaction,
+  writable
+} from "./chunk-YAQNMG2X.js";
+
+// node_modules/svelte/src/store/index-client.js
+function toStore(get2, set) {
+  var effect = active_effect;
+  var reaction = active_reaction;
+  var init_value = get2();
+  const store = writable(init_value, (set2) => {
+    var ran = init_value !== get2();
+    var teardown;
+    var previous_reaction = active_reaction;
+    var previous_effect = active_effect;
+    set_active_reaction(reaction);
+    set_active_effect(effect);
+    try {
+      teardown = effect_root(() => {
+        render_effect(() => {
+          const value = get2();
+          if (ran) set2(value);
+        });
+      });
+    } finally {
+      set_active_reaction(previous_reaction);
+      set_active_effect(previous_effect);
+    }
+    ran = true;
+    return teardown;
+  });
+  if (set) {
+    return {
+      set,
+      update: (fn) => set(fn(get2())),
+      subscribe: store.subscribe
+    };
+  }
+  return {
+    subscribe: store.subscribe
+  };
+}
+function fromStore(store) {
+  let value = (
+    /** @type {V} */
+    void 0
+  );
+  const subscribe = createSubscriber((update) => {
+    let ran = false;
+    const unsubscribe = store.subscribe((v) => {
+      value = v;
+      if (ran) update();
+    });
+    ran = true;
+    return unsubscribe;
+  });
+  function current() {
+    if (effect_tracking()) {
+      subscribe();
+      return value;
+    }
+    return get(store);
+  }
+  if ("set" in store) {
+    return {
+      get current() {
+        return current();
+      },
+      set current(v) {
+        store.set(v);
+      }
+    };
+  }
+  return {
+    get current() {
+      return current();
+    }
+  };
+}
+export {
+  derived,
+  fromStore,
+  get,
+  readable,
+  readonly,
+  toStore,
+  writable
+};
+//# sourceMappingURL=svelte_store.js.map

frontend/.vite/deps/svelte_store.js.map

@@ -0,0 +1,7 @@
+{
+  "version": 3,
+  "sources": ["../../node_modules/svelte/src/store/index-client.js"],
+  "sourcesContent": ["/** @import { Readable, Writable } from './public.js' */\nimport {\n\teffect_root,\n\teffect_tracking,\n\trender_effect\n} from '../internal/client/reactivity/effects.js';\nimport { get, writable } from './shared/index.js';\nimport { createSubscriber } from '../reactivity/create-subscriber.js';\nimport {\n\tactive_effect,\n\tactive_reaction,\n\tset_active_effect,\n\tset_active_reaction\n} from '../internal/client/runtime.js';\n\nexport { derived, get, readable, readonly, writable } from './shared/index.js';\n\n/**\n * @template V\n * @overload\n * @param {() => V} get\n * @param {(v: V) => void} set\n * @returns {Writable<V>}\n */\n/**\n * @template V\n * @overload\n * @param {() => V} get\n * @returns {Readable<V>}\n */\n/**\n * Create a store from a function that returns state, and (to make a writable store), an\n * optional second function that sets state.\n *\n * ```ts\n * import { toStore } from 'svelte/store';\n *\n * let count = $state(0);\n *\n * const store = toStore(() => count, (v) => (count = v));\n * ```\n * @template V\n * @param {() => V} get\n * @param {(v: V) => void} [set]\n * @returns {Writable<V> | Readable<V>}\n */\nexport function toStore(get, set) {\n\tvar effect = active_effect;\n\tvar reaction = active_reaction;\n\tvar init_value = get();\n\n\tconst store = writable(init_value, (set) => {\n\t\t// If the value has changed before we call subscribe, then\n\t\t// we need to treat the value as already having run\n\t\tvar ran = init_value !== get();\n\n\t\t// TODO do we need a different implementation on the server?\n\t\tvar teardown;\n\t\t// Apply the reaction and effect at the time of toStore being called\n\t\tvar previous_reaction = active_reaction;\n\t\tvar previous_effect = active_effect;\n\t\tset_active_reaction(reaction);\n\t\tset_active_effect(effect);\n\n\t\ttry {\n\t\t\tteardown = effect_root(() => {\n\t\t\t\trender_effect(() => {\n\t\t\t\t\tconst value = get();\n\t\t\t\t\tif (ran) set(value);\n\t\t\t\t});\n\t\t\t});\n\t\t} finally {\n\t\t\tset_active_reaction(previous_reaction);\n\t\t\tset_active_effect(previous_effect);\n\t\t}\n\n\t\tran = true;\n\n\t\treturn teardown;\n\t});\n\n\tif (set) {\n\t\treturn {\n\t\t\tset,\n\t\t\tupdate: (fn) => set(fn(get())),\n\t\t\tsubscribe: store.subscribe\n\t\t};\n\t}\n\n\treturn {\n\t\tsubscribe: store.subscribe\n\t};\n}\n\n/**\n * @template V\n * @overload\n * @param {Writable<V>} store\n * @returns {{ current: V }}\n */\n/**\n * @template V\n * @overload\n * @param {Readable<V>} store\n * @returns {{ readonly current: V }}\n */\n/**\n * Convert a store to an object with a reactive `current` property. If `store`\n * is a readable store, `current` will be a readonly property.\n *\n * ```ts\n * import { fromStore, get, writable } from 'svelte/store';\n *\n * const store = writable(0);\n *\n * const count = fromStore(store);\n *\n * count.current; // 0;\n * store.set(1);\n * count.current; // 1\n *\n * count.current += 1;\n * get(store); // 2\n * ```\n * @template V\n * @param {Writable<V> | Readable<V>} store\n */\nexport function fromStore(store) {\n\tlet value = /** @type {V} */ (undefined);\n\n\tconst subscribe = createSubscriber((update) => {\n\t\tlet ran = false;\n\n\t\tconst unsubscribe = store.subscribe((v) => {\n\t\t\tvalue = v;\n\t\t\tif (ran) update();\n\t\t});\n\n\t\tran = true;\n\n\t\treturn unsubscribe;\n\t});\n\n\tfunction current() {\n\t\tif (effect_tracking()) {\n\t\t\tsubscribe();\n\t\t\treturn value;\n\t\t}\n\n\t\treturn get(store);\n\t}\n\n\tif ('set' in store) {\n\t\treturn {\n\t\t\tget current() {\n\t\t\t\treturn current();\n\t\t\t},\n\t\t\tset current(v) {\n\t\t\t\tstore.set(v);\n\t\t\t}\n\t\t};\n\t}\n\n\treturn {\n\t\tget current() {\n\t\t\treturn current();\n\t\t}\n\t};\n}\n"],
+  "mappings": ";;;;;;;;;;;;;;;;;AA8CO,SAAS,QAAQA,MAAK,KAAK;AACjC,MAAI,SAAS;AACb,MAAI,WAAW;AACf,MAAI,aAAaA,KAAI;AAErB,QAAM,QAAQ,SAAS,YAAY,CAACC,SAAQ;AAG3C,QAAI,MAAM,eAAeD,KAAI;AAG7B,QAAI;AAEJ,QAAI,oBAAoB;AACxB,QAAI,kBAAkB;AACtB,wBAAoB,QAAQ;AAC5B,sBAAkB,MAAM;AAExB,QAAI;AACH,iBAAW,YAAY,MAAM;AAC5B,sBAAc,MAAM;AACnB,gBAAM,QAAQA,KAAI;AAClB,cAAI,IAAK,CAAAC,KAAI,KAAK;AAAA,QACnB,CAAC;AAAA,MACF,CAAC;AAAA,IACF,UAAE;AACD,0BAAoB,iBAAiB;AACrC,wBAAkB,eAAe;AAAA,IAClC;AAEA,UAAM;AAEN,WAAO;AAAA,EACR,CAAC;AAED,MAAI,KAAK;AACR,WAAO;AAAA,MACN;AAAA,MACA,QAAQ,CAAC,OAAO,IAAI,GAAGD,KAAI,CAAC,CAAC;AAAA,MAC7B,WAAW,MAAM;AAAA,IAClB;AAAA,EACD;AAEA,SAAO;AAAA,IACN,WAAW,MAAM;AAAA,EAClB;AACD;AAmCO,SAAS,UAAU,OAAO;AAChC,MAAI;AAAA;AAAA,IAA0B;AAAA;AAE9B,QAAM,YAAY,iBAAiB,CAAC,WAAW;AAC9C,QAAI,MAAM;AAEV,UAAM,cAAc,MAAM,UAAU,CAAC,MAAM;AAC1C,cAAQ;AACR,UAAI,IAAK,QAAO;AAAA,IACjB,CAAC;AAED,UAAM;AAEN,WAAO;AAAA,EACR,CAAC;AAED,WAAS,UAAU;AAClB,QAAI,gBAAgB,GAAG;AACtB,gBAAU;AACV,aAAO;AAAA,IACR;AAEA,WAAO,IAAI,KAAK;AAAA,EACjB;AAEA,MAAI,SAAS,OAAO;AACnB,WAAO;AAAA,MACN,IAAI,UAAU;AACb,eAAO,QAAQ;AAAA,MAChB;AAAA,MACA,IAAI,QAAQ,GAAG;AACd,cAAM,IAAI,CAAC;AAAA,MACZ;AAAA,IACD;AAAA,EACD;AAEA,SAAO;AAAA,IACN,IAAI,UAAU;AACb,aAAO,QAAQ;AAAA,IAChB;AAAA,EACD;AACD;",
+  "names": ["get", "set"]
+}

frontend/.vscode/extensions.json

@@ -0,0 +1,3 @@
+{
+  "recommendations": ["svelte.svelte-vscode"]
+}

frontend/README.md

@@ -0,0 +1,39 @@
+# Superset Tools Frontend (SvelteKit)
+
+This is the frontend for the Superset Tools application, built with SvelteKit in SPA mode.
+
+## Development
+
+1.  **Install dependencies**:
+    ```bash
+    npm install
+    ```
+
+2.  **Run development server**:
+    ```bash
+    npm run dev
+    ```
+    The frontend will be available at `http://localhost:5173`. It is configured to proxy API requests to `http://localhost:8000`.
+
+## Production Build
+
+1.  **Build the static SPA**:
+    ```bash
+    npm run build
+    ```
+    This generates a static SPA in the `build/` directory.
+
+2.  **Serve with Backend**:
+    The Python backend is configured to serve the files from `frontend/build/`. Ensure the backend is running:
+    ```bash
+    cd ../backend
+    python src/app.py
+    ```
+
+## Architecture
+
+- **Routing**: File-based routing in `src/routes/`.
+- **Layouts**: Shared UI in `src/routes/+layout.svelte`.
+- **Data Loading**: `load` functions in `+page.ts` for efficient data fetching.
+- **API Client**: Centralized API logic in `src/lib/api.js`.
+- **Styling**: Tailwind CSS.

frontend/index.html

@@ -0,0 +1,13 @@
+<!doctype html>
+<html lang="en">
+  <head>
+    <meta charset="UTF-8" />
+    <link rel="icon" type="image/svg+xml" href="/vite.svg" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+    <title>frontend</title>
+  </head>
+  <body>
+    <div id="app"></div>
+    <script type="module" src="/src/main.js"></script>
+  </body>
+</html>

frontend/jsconfig.json

@@ -0,0 +1,33 @@
+{
+  "compilerOptions": {
+    "moduleResolution": "bundler",
+    "target": "ESNext",
+    "module": "ESNext",
+    /**
+     * svelte-preprocess cannot figure out whether you have
+     * a value or a type, so tell TypeScript to enforce using
+     * `import type` instead of `import` for Types.
+     */
+    "verbatimModuleSyntax": true,
+    "isolatedModules": true,
+    "resolveJsonModule": true,
+    /**
+     * To have warnings / errors of the Svelte compiler at the
+     * correct position, enable source maps by default.
+     */
+    "sourceMap": true,
+    "esModuleInterop": true,
+    "types": ["vite/client"],
+    "skipLibCheck": true,
+    /**
+     * Typecheck JS in `.svelte` and `.js` files by default.
+     * Disable this if you'd like to use dynamic types.
+     */
+    "checkJs": true
+  },
+  /**
+   * Use global.d.ts instead of compilerOptions.types
+   * to avoid limiting type declarations.
+   */
+  "include": ["src/**/*.d.ts", "src/**/*.js", "src/**/*.svelte"]
+}

frontend/package.json

@@ -0,0 +1,21 @@
+{
+  "name": "frontend",
+  "private": true,
+  "version": "0.0.0",
+  "type": "module",
+  "scripts": {
+    "dev": "vite",
+    "build": "vite build",
+    "preview": "vite preview"
+  },
+  "devDependencies": {
+    "@sveltejs/adapter-static": "^3.0.10",
+    "@sveltejs/kit": "^2.49.2",
+    "@sveltejs/vite-plugin-svelte": "^6.2.1",
+    "autoprefixer": "^10.4.0",
+    "postcss": "^8.4.0",
+    "svelte": "^5.43.8",
+    "tailwindcss": "^3.0.0",
+    "vite": "^7.2.4"
+  }
+}

frontend/postcss.config.js

@@ -0,0 +1,6 @@
+export default {
+  plugins: {
+    tailwindcss: {},
+    autoprefixer: {},
+  },
+};

frontend/public/vite.svg

@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" class="iconify iconify--logos" width="31.88" height="32" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 257"><defs><linearGradient id="IconifyId1813088fe1fbc01fb466" x1="-.828%" x2="57.636%" y1="7.652%" y2="78.411%"><stop offset="0%" stop-color="#41D1FF"></stop><stop offset="100%" stop-color="#BD34FE"></stop></linearGradient><linearGradient id="IconifyId1813088fe1fbc01fb467" x1="43.376%" x2="50.316%" y1="2.242%" y2="89.03%"><stop offset="0%" stop-color="#FFEA83"></stop><stop offset="8.333%" stop-color="#FFDD35"></stop><stop offset="100%" stop-color="#FFA800"></stop></linearGradient></defs><path fill="url(#IconifyId1813088fe1fbc01fb466)" d="M255.153 37.938L134.897 252.976c-2.483 4.44-8.862 4.466-11.382.048L.875 37.958c-2.746-4.814 1.371-10.646 6.827-9.67l120.385 21.517a6.537 6.537 0 0 0 2.322-.004l117.867-21.483c5.438-.991 9.574 4.796 6.877 9.62Z"></path><path fill="url(#IconifyId1813088fe1fbc01fb467)" d="M185.432.063L96.44 17.501a3.268 3.268 0 0 0-2.634 3.014l-5.474 92.456a3.268 3.268 0 0 0 3.997 3.378l24.777-5.718c2.318-.535 4.413 1.507 3.936 3.838l-7.361 36.047c-.495 2.426 1.782 4.5 4.151 3.78l15.304-4.649c2.372-.72 4.652 1.36 4.15 3.788l-11.698 56.621c-.732 3.542 3.979 5.473 5.943 2.437l1.313-2.028l72.516-144.72c1.215-2.423-.88-5.186-3.54-4.672l-25.505 4.922c-2.396.462-4.435-1.77-3.759-4.114l16.646-57.705c.677-2.35-1.37-4.583-3.769-4.113Z"></path></svg>

frontend/src/App.svelte

@@ -0,0 +1,113 @@
+<!-- [DEF:App:Component] -->
+<!--
+@SEMANTICS: main, entrypoint, layout, navigation
+@PURPOSE: The root component of the frontend application. Manages navigation and layout.
+@LAYER: UI
+@RELATION: DEPENDS_ON -> frontend/src/pages/Dashboard.svelte
+@RELATION: DEPENDS_ON -> frontend/src/pages/Settings.svelte
+@RELATION: DEPENDS_ON -> frontend/src/lib/stores.js
+
+@INVARIANT: Navigation state must be persisted in the currentPage store.
+-->
+<script>
+  // [SECTION: IMPORTS]
+  import { get } from 'svelte/store';
+  import Dashboard from './pages/Dashboard.svelte';
+  import Settings from './pages/Settings.svelte';
+  import { selectedPlugin, selectedTask, currentPage } from './lib/stores.js';
+  import TaskRunner from './components/TaskRunner.svelte';
+  import DynamicForm from './components/DynamicForm.svelte';
+  import { api } from './lib/api.js';
+  import Toast from './components/Toast.svelte';
+  // [/SECTION]
+
+  // [DEF:handleFormSubmit:Function]
+  /**
+   * @purpose Handles form submission for task creation.
+   * @param {CustomEvent} event - The submit event from DynamicForm.
+   */
+  async function handleFormSubmit(event) {
+    console.log("[App.handleFormSubmit][Action] Handling form submission for task creation.");
+    const params = event.detail;
+    try {
+      const plugin = get(selectedPlugin);
+      const task = await api.createTask(plugin.id, params);
+      selectedTask.set(task);
+      selectedPlugin.set(null);
+      console.log(`[App.handleFormSubmit][Coherence:OK] Task created id=${task.id}`);
+    } catch (error) {
+      console.error(`[App.handleFormSubmit][Coherence:Failed] Task creation failed error=${error}`);
+    }
+  }
+  // [/DEF:handleFormSubmit]
+
+  // [DEF:navigate:Function]
+  /**
+   * @purpose Changes the current page and resets state.
+   * @param {string} page - Target page name.
+   */
+  function navigate(page) {
+    console.log(`[App.navigate][Action] Navigating to ${page}.`);
+    // Reset selection first
+    if (page !== get(currentPage)) {
+      selectedPlugin.set(null);
+      selectedTask.set(null);
+    }
+    // Then set page
+    currentPage.set(page);
+  }
+  // [/DEF:navigate]
+</script>
+
+<!-- [SECTION: TEMPLATE] -->
+<Toast />
+
+<main class="bg-gray-50 min-h-screen">
+  <header class="bg-white shadow-md p-4 flex justify-between items-center">
+    <button
+      type="button"
+      class="text-3xl font-bold text-gray-800 focus:outline-none"
+      on:click={() => navigate('dashboard')}
+    >
+      Superset Tools
+    </button>
+    <nav class="space-x-4">
+      <button
+        type="button"
+        on:click={() => navigate('dashboard')}
+        class="text-gray-600 hover:text-blue-600 font-medium {$currentPage === 'dashboard' ? 'text-blue-600 border-b-2 border-blue-600' : ''}"
+      >
+        Dashboard
+      </button>
+      <button
+        type="button"
+        on:click={() => navigate('settings')}
+        class="text-gray-600 hover:text-blue-600 font-medium {$currentPage === 'settings' ? 'text-blue-600 border-b-2 border-blue-600' : ''}"
+      >
+        Settings
+      </button>
+    </nav>
+  </header>
+
+  <div class="p-4">
+    {#if $currentPage === 'settings'}
+      <Settings />
+    {:else if $selectedTask}
+      <TaskRunner />
+      <button on:click={() => selectedTask.set(null)} class="mt-4 bg-blue-500 text-white p-2 rounded">
+        Back to Task List
+      </button>
+    {:else if $selectedPlugin}
+      <h2 class="text-2xl font-bold mb-4">{$selectedPlugin.name}</h2>
+      <DynamicForm schema={$selectedPlugin.schema} on:submit={handleFormSubmit} />
+      <button on:click={() => selectedPlugin.set(null)} class="mt-4 bg-gray-500 text-white p-2 rounded">
+        Back to Dashboard
+      </button>
+    {:else}
+      <Dashboard />
+    {/if}
+  </div>
+</main>
+<!-- [/SECTION] -->
+
+<!-- [/DEF:App] -->

frontend/src/app.css

@@ -0,0 +1,3 @@
+@tailwind base;
+@tailwind components;
+@tailwind utilities;

frontend/src/app.html

@@ -0,0 +1,12 @@
+<!DOCTYPE html>
+<html lang="en">
+	<head>
+		<meta charset="utf-8" />
+		<link rel="icon" href="%sveltekit.assets%/favicon.png" />
+		<meta name="viewport" content="width=device-width, initial-scale=1" />
+		%sveltekit.head%
+	</head>
+	<body data-sveltekit-preload-data="hover">
+		<div style="display: contents">%sveltekit.body%</div>
+	</body>
+</html>

frontend/src/assets/svelte.svg

@@ -0,0 +1 @@
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frontend/src/components/DashboardGrid.svelte

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+<!-- [DEF:DashboardGrid:Component] -->
+<!--
+@SEMANTICS: dashboard, grid, selection, pagination
+@PURPOSE:   Displays a grid of dashboards with selection and pagination.
+@LAYER:     Component
+@RELATION:  USED_BY -> frontend/src/routes/migration/+page.svelte
+
+@INVARIANT: Selected IDs must be a subset of available dashboards.
+-->
+
+<script lang="ts">
+  // [SECTION: IMPORTS]
+  import { createEventDispatcher } from 'svelte';
+  import type { DashboardMetadata } from '../types/dashboard';
+  // [/SECTION]
+
+  // [SECTION: PROPS]
+  export let dashboards: DashboardMetadata[] = [];
+  export let selectedIds: number[] = [];
+  // [/SECTION]
+
+  // [SECTION: STATE]
+  let filterText = "";
+  let currentPage = 0;
+  let pageSize = 20;
+  let sortColumn: keyof DashboardMetadata = "title";
+  let sortDirection: "asc" | "desc" = "asc";
+  // [/SECTION]
+
+  // [SECTION: DERIVED]
+  $: filteredDashboards = dashboards.filter(d =>
+    d.title.toLowerCase().includes(filterText.toLowerCase())
+  );
+
+  $: sortedDashboards = [...filteredDashboards].sort((a, b) => {
+    let aVal = a[sortColumn];
+    let bVal = b[sortColumn];
+    if (sortColumn === "id") {
+      aVal = Number(aVal);
+      bVal = Number(bVal);
+    }
+    if (aVal < bVal) return sortDirection === "asc" ? -1 : 1;
+    if (aVal > bVal) return sortDirection === "asc" ? 1 : -1;
+    return 0;
+  });
+
+  $: paginatedDashboards = sortedDashboards.slice(
+    currentPage * pageSize,
+    (currentPage + 1) * pageSize
+  );
+
+  $: totalPages = Math.ceil(sortedDashboards.length / pageSize);
+
+  $: allSelected = paginatedDashboards.length > 0 && paginatedDashboards.every(d => selectedIds.includes(d.id));
+  $: someSelected = paginatedDashboards.some(d => selectedIds.includes(d.id));
+  // [/SECTION]
+
+  // [SECTION: EVENTS]
+  const dispatch = createEventDispatcher<{ selectionChanged: number[] }>();
+  // [/SECTION]
+
+  // [DEF:handleSort:Function]
+  // @PURPOSE: Toggles sort direction or changes sort column.
+  function handleSort(column: keyof DashboardMetadata) {
+    if (sortColumn === column) {
+      sortDirection = sortDirection === "asc" ? "desc" : "asc";
+    } else {
+      sortColumn = column;
+      sortDirection = "asc";
+    }
+  }
+  // [/DEF:handleSort]
+
+  // [DEF:handleSelectionChange:Function]
+  // @PURPOSE: Handles individual checkbox changes.
+  function handleSelectionChange(id: number, checked: boolean) {
+    let newSelected = [...selectedIds];
+    if (checked) {
+      if (!newSelected.includes(id)) newSelected.push(id);
+    } else {
+      newSelected = newSelected.filter(sid => sid !== id);
+    }
+    selectedIds = newSelected;
+    dispatch('selectionChanged', newSelected);
+  }
+  // [/DEF:handleSelectionChange]
+
+  // [DEF:handleSelectAll:Function]
+  // @PURPOSE: Handles select all checkbox.
+  function handleSelectAll(checked: boolean) {
+    let newSelected = [...selectedIds];
+    if (checked) {
+      paginatedDashboards.forEach(d => {
+        if (!newSelected.includes(d.id)) newSelected.push(d.id);
+      });
+    } else {
+      paginatedDashboards.forEach(d => {
+        newSelected = newSelected.filter(sid => sid !== d.id);
+      });
+    }
+    selectedIds = newSelected;
+    dispatch('selectionChanged', newSelected);
+  }
+  // [/DEF:handleSelectAll]
+
+  // [DEF:goToPage:Function]
+  // @PURPOSE: Changes current page.
+  function goToPage(page: number) {
+    if (page >= 0 && page < totalPages) {
+      currentPage = page;
+    }
+  }
+  // [/DEF:goToPage]
+
+</script>
+
+<!-- [SECTION: TEMPLATE] -->
+<div class="dashboard-grid">
+  <!-- Filter Input -->
+  <div class="mb-4">
+    <input
+      type="text"
+      bind:value={filterText}
+      placeholder="Search dashboards..."
+      class="w-full px-3 py-2 border border-gray-300 rounded-md focus:outline-none focus:ring-2 focus:ring-blue-500"
+    />
+  </div>
+
+  <!-- Grid/Table -->
+  <div class="overflow-x-auto">
+    <table class="min-w-full bg-white border border-gray-300">
+      <thead class="bg-gray-50">
+        <tr>
+          <th class="px-4 py-2 border-b">
+            <input
+              type="checkbox"
+              checked={allSelected}
+              indeterminate={someSelected && !allSelected}
+              on:change={(e) => handleSelectAll((e.target as HTMLInputElement).checked)}
+            />
+          </th>
+          <th class="px-4 py-2 border-b cursor-pointer" on:click={() => handleSort('title')}>
+            Title {sortColumn === 'title' ? (sortDirection === 'asc' ? '↑' : '↓') : ''}
+          </th>
+          <th class="px-4 py-2 border-b cursor-pointer" on:click={() => handleSort('last_modified')}>
+            Last Modified {sortColumn === 'last_modified' ? (sortDirection === 'asc' ? '↑' : '↓') : ''}
+          </th>
+          <th class="px-4 py-2 border-b cursor-pointer" on:click={() => handleSort('status')}>
+            Status {sortColumn === 'status' ? (sortDirection === 'asc' ? '↑' : '↓') : ''}
+          </th>
+        </tr>
+      </thead>
+      <tbody>
+        {#each paginatedDashboards as dashboard (dashboard.id)}
+          <tr class="hover:bg-gray-50">
+            <td class="px-4 py-2 border-b">
+              <input
+                type="checkbox"
+                checked={selectedIds.includes(dashboard.id)}
+                on:change={(e) => handleSelectionChange(dashboard.id, (e.target as HTMLInputElement).checked)}
+              />
+            </td>
+            <td class="px-4 py-2 border-b">{dashboard.title}</td>
+            <td class="px-4 py-2 border-b">{new Date(dashboard.last_modified).toLocaleDateString()}</td>
+            <td class="px-4 py-2 border-b">
+              <span class="px-2 py-1 text-xs font-medium rounded-full {dashboard.status === 'published' ? 'bg-green-100 text-green-800' : 'bg-gray-100 text-gray-800'}">
+                {dashboard.status}
+              </span>
+            </td>
+          </tr>
+        {/each}
+      </tbody>
+    </table>
+  </div>
+
+  <!-- Pagination Controls -->
+  <div class="flex items-center justify-between mt-4">
+    <div class="text-sm text-gray-700">
+      Showing {currentPage * pageSize + 1} to {Math.min((currentPage + 1) * pageSize, sortedDashboards.length)} of {sortedDashboards.length} dashboards
+    </div>
+    <div class="flex space-x-2">
+      <button
+        class="px-3 py-1 text-sm border border-gray-300 rounded-md hover:bg-gray-50 disabled:opacity-50 disabled:cursor-not-allowed"
+        disabled={currentPage === 0}
+        on:click={() => goToPage(currentPage - 1)}
+      >
+        Previous
+      </button>
+      <button
+        class="px-3 py-1 text-sm border border-gray-300 rounded-md hover:bg-gray-50 disabled:opacity-50 disabled:cursor-not-allowed"
+        disabled={currentPage >= totalPages - 1}
+        on:click={() => goToPage(currentPage + 1)}
+      >
+        Next
+      </button>
+    </div>
+  </div>
+</div>
+<!-- [/SECTION] -->
+
+<style>
+  /* Component styles */
+</style>
+
+<!-- [/DEF:DashboardGrid] -->

frontend/src/components/DynamicForm.svelte

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+<!-- [DEF:DynamicForm:Component] -->
+<!--
+@SEMANTICS: form, schema, dynamic, json-schema
+@PURPOSE: Generates a form dynamically based on a JSON schema.
+@LAYER: UI
+@RELATION: DEPENDS_ON -> svelte:createEventDispatcher
+
+@PROPS:
+- schema: Object - JSON schema for the form.
+@EVENTS:
+- submit: Object - Dispatched when the form is submitted, containing the form data.
+-->
+<script>
+    // [SECTION: IMPORTS]
+    import { createEventDispatcher } from 'svelte';
+    // [/SECTION]
+
+    export let schema;
+    let formData = {};
+
+    const dispatch = createEventDispatcher();
+
+    // [DEF:handleSubmit:Function]
+    /**
+     * @purpose Dispatches the submit event with the form data.
+     */
+    function handleSubmit() {
+        console.log("[DynamicForm][Action] Submitting form data.", { formData });
+        dispatch('submit', formData);
+    }
+    // [/DEF:handleSubmit]
+
+    // [DEF:initializeForm:Function]
+    /**
+     * @purpose Initialize form data with default values from the schema.
+     */
+    function initializeForm() {
+        if (schema && schema.properties) {
+            for (const key in schema.properties) {
+                formData[key] = schema.properties[key].default || '';
+            }
+        }
+    }
+    // [/DEF:initializeForm]
+
+    initializeForm();
+</script>
+
+<!-- [SECTION: TEMPLATE] -->
+<form on:submit|preventDefault={handleSubmit} class="space-y-4">
+    {#if schema && schema.properties}
+        {#each Object.entries(schema.properties) as [key, prop]}
+            <div class="flex flex-col">
+                <label for={key} class="mb-1 font-semibold text-gray-700">{prop.title || key}</label>
+                {#if prop.type === 'string'}
+                    <input
+                        type="text"
+                        id={key}
+                        bind:value={formData[key]}
+                        placeholder={prop.description || ''}
+                        class="p-2 border rounded-md"
+                    />
+                {:else if prop.type === 'number' || prop.type === 'integer'}
+                    <input
+                        type="number"
+                        id={key}
+                        bind:value={formData[key]}
+                        placeholder={prop.description || ''}
+                        class="p-2 border rounded-md"
+                    />
+                {:else if prop.type === 'boolean'}
+                    <input
+                        type="checkbox"
+                        id={key}
+                        bind:checked={formData[key]}
+                        class="h-5 w-5"
+                    />
+                {/if}
+            </div>
+        {/each}
+        <button type="submit" class="w-full bg-green-500 text-white p-2 rounded-md hover:bg-green-600">
+            Run Task
+        </button>
+    {/if}
+</form>
+<!-- [/SECTION] -->
+
+<!-- [/DEF:DynamicForm] -->