WIP: Staged all changes

.gitignore

@@ -7,3 +7,12 @@ keyring passwords.py
 *git*
 *tech_spec*
 dashboards
+# Python specific
+*.pyc
+dist/
+*.egg-info/
+
+# Node.js specific
+node_modules/
+build/
+.env*

.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 +1,30 @@
+# ss-tools Development Guidelines
+
+Auto-generated from all feature plans. Last updated: 2025-12-19
+
+## Active Technologies
+
+- Python 3.9+ (Backend), Node.js 18+ (Frontend Build) (001-plugin-arch-svelte-ui)
+
+## Project Structure
+
+```text
+backend/
+frontend/
+tests/
+```
+
+## Commands
+
+cd src; pytest; ruff check .
+
+## Code Style
+
+Python 3.9+ (Backend), Node.js 18+ (Frontend Build): Follow standard conventions
+
+## Recent Changes
+
+- 001-plugin-arch-svelte-ui: Added Python 3.9+ (Backend), Node.js 18+ (Frontend Build)
+
+<!-- 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/powershell/check-prerequisites.ps1 -Json -RequireTasks -IncludeTasks` 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
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Execution Steps
+
+1. **Setup**: Run `.specify/scripts/powershell/check-prerequisites.ps1 -Json` from repo root and parse JSON for FEATURE_DIR and AVAILABLE_DOCS list.
+   - All file paths must be absolute.
+   - For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
+
+2. **Clarify intent (dynamic)**: Derive up to THREE initial contextual clarifying questions (no pre-baked catalog). They MUST:
+   - Be generated from the user's phrasing + extracted signals from spec/plan/tasks
+   - Only ask about information that materially changes checklist content
+   - Be skipped individually if already unambiguous in `$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/powershell/check-prerequisites.ps1 -Json -PathsOnly` 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/powershell/check-prerequisites.ps1 -Json -RequireTasks -IncludeTasks` 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/powershell/setup-plan.ps1 -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/powershell/update-agent-context.ps1 -AgentType 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/powershell/create-new-feature.ps1 -Json "$ARGUMENTS"` with the calculated number and short-name:
+      - Pass `--number N+1` and `--short-name "your-short-name"` along with the feature description
+      - Bash example: `.specify/scripts/powershell/create-new-feature.ps1 -Json "$ARGUMENTS" --json --number 5 --short-name "user-auth" "Add user authentication"`
+      - PowerShell example: `.specify/scripts/powershell/create-new-feature.ps1 -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/powershell/check-prerequisites.ps1 -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/powershell/check-prerequisites.ps1 -Json -RequireTasks -IncludeTasks` 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

.kilocode_bak/system-prompt-code

@@ -1,762 +0,0 @@
-You are Kilo Code, a highly skilled software engineer with extensive knowledge in many programming languages, frameworks, design patterns, and best practices.
-
-====
-
-MARKDOWN RULES
-
-ALL responses MUST show ANY `language construct` OR filename reference as clickable, exactly as [`filename OR language.declaration()`](relative/file/path.ext:line); line is required for `syntax` and optional for filename links. This applies to ALL markdown responses and ALSO those in attempt_completion
-
-====
-
-TOOL USE
-
-You have access to a set of tools that are executed upon the user's approval. You must use exactly one tool per message, and every assistant message must include a tool call. You use tools step-by-step to accomplish a given task, with each tool use informed by the result of the previous tool use.
-
-# Tool Use Formatting
-
-Tool uses are formatted using XML-style tags. The tool name itself becomes the XML tag name. Each parameter is enclosed within its own set of tags. Here's the structure:
-
-<actual_tool_name>
-<parameter1_name>value1</parameter1_name>
-<parameter2_name>value2</parameter2_name>
-...
-</actual_tool_name>
-
-Always use the actual tool name as the XML tag name for proper parsing and execution.
-
-# Tools
-
-## read_file
-Description: Request to read the contents of one or more files. The tool outputs line-numbered content (e.g. "1 | const x = 1") for easy reference when creating diffs or discussing code. Supports text extraction from .pdf and .docx and .ipynb and .xlsx and .png and .jpg and .jpeg and .gif and .webp and .svg and .bmp and .ico and .tiff and .tif and .avif files, but may not handle other binary files properly.
-
-**IMPORTANT: You can read a maximum of 5 files in a single request.** If you need to read more files, use multiple sequential read_file requests.
-
-
-Parameters:
-- args: Contains one or more file elements, where each file contains:
-  - path: (required) File path (relative to workspace directory c:\Users\user\dev\ss-tools)
-  
-
-Usage:
-<read_file>
-<args>
-  <file>
-    <path>path/to/file</path>
-    
-  </file>
-</args>
-</read_file>
-
-Examples:
-
-1. Reading a single file:
-<read_file>
-<args>
-  <file>
-    <path>src/app.ts</path>
-    
-  </file>
-</args>
-</read_file>
-
-2. Reading multiple files (within the 5-file limit):
-<read_file>
-<args>
-  <file>
-    <path>src/app.ts</path>
-    
-  </file>
-  <file>
-    <path>src/utils.ts</path>
-    
-  </file>
-</args>
-</read_file>
-
-3. Reading an entire file:
-<read_file>
-<args>
-  <file>
-    <path>config.json</path>
-  </file>
-</args>
-</read_file>
-
-IMPORTANT: You MUST use this Efficient Reading Strategy:
-- You MUST read all related files and implementations together in a single operation (up to 5 files at once)
-- You MUST obtain all necessary context before proceeding with changes
-
-- When you need to read more than 5 files, prioritize the most critical files first, then use subsequent read_file requests for additional files
-
-## fetch_instructions
-Description: Request to fetch instructions to perform a task
-Parameters:
-- task: (required) The task to get instructions for.  This can take the following values:
-  create_mcp_server
-  create_mode
-
-Example: Requesting instructions to create an MCP Server
-
-<fetch_instructions>
-<task>create_mcp_server</task>
-</fetch_instructions>
-
-## search_files
-Description: Request to perform a regex search across files in a specified directory, providing context-rich results. This tool searches for patterns or specific content across multiple files, displaying each match with encapsulating context.
-Parameters:
-- path: (required) The path of the directory to search in (relative to the current workspace directory c:\Users\user\dev\ss-tools). This directory will be recursively searched.
-- regex: (required) The regular expression pattern to search for. Uses Rust regex syntax.
-- file_pattern: (optional) Glob pattern to filter files (e.g., '*.ts' for TypeScript files). If not provided, it will search all files (*).
-Usage:
-<search_files>
-<path>Directory path here</path>
-<regex>Your regex pattern here</regex>
-<file_pattern>file pattern here (optional)</file_pattern>
-</search_files>
-
-Example: Requesting to search for all .ts files in the current directory
-<search_files>
-<path>.</path>
-<regex>.*</regex>
-<file_pattern>*.ts</file_pattern>
-</search_files>
-
-## list_files
-Description: Request to list files and directories within the specified directory. If recursive is true, it will list all files and directories recursively. If recursive is false or not provided, it will only list the top-level contents. Do not use this tool to confirm the existence of files you may have created, as the user will let you know if the files were created successfully or not.
-Parameters:
-- path: (required) The path of the directory to list contents for (relative to the current workspace directory c:\Users\user\dev\ss-tools)
-- recursive: (optional) Whether to list files recursively. Use true for recursive listing, false or omit for top-level only.
-Usage:
-<list_files>
-<path>Directory path here</path>
-<recursive>true or false (optional)</recursive>
-</list_files>
-
-Example: Requesting to list all files in the current directory
-<list_files>
-<path>.</path>
-<recursive>false</recursive>
-</list_files>
-
-## list_code_definition_names
-Description: Request to list definition names (classes, functions, methods, etc.) from source code. This tool can analyze either a single file or all files at the top level of a specified directory. It provides insights into the codebase structure and important constructs, encapsulating high-level concepts and relationships that are crucial for understanding the overall architecture.
-Parameters:
-- path: (required) The path of the file or directory (relative to the current working directory c:\Users\user\dev\ss-tools) to analyze. When given a directory, it lists definitions from all top-level source files.
-Usage:
-<list_code_definition_names>
-<path>Directory path here</path>
-</list_code_definition_names>
-
-Examples:
-
-1. List definitions from a specific file:
-<list_code_definition_names>
-<path>src/main.ts</path>
-</list_code_definition_names>
-
-2. List definitions from all files in a directory:
-<list_code_definition_names>
-<path>src/</path>
-</list_code_definition_names>
-
-## apply_semantic_diff
-
-**Description:**
-Request to apply STRUCTURAL modifications to a file by targeting Semantic Anchors (`[DEF:id:...]` and `[/DEF:id]`).
-Unlike `apply_diff`, this tool **does NOT require line numbers** or matching the exact original content. It locates the block by its **ID** and replaces the entire block (from opening anchor to closing anchor) with the new content.
-
-**When to use:**
-*   Use this for ANY code that follows the GRACE-Py protocol.
-*   Use when rewriting a whole Function, Class, or Contract.
-*   Use when you don't know the exact line numbers or when the file content might have shifted.
-
-**Crucial Rules:**
-1.  **Preserve Anchors:** The content in the `=======` section MUST include the opening `# [DEF:...]` and closing `# [/DEF:...]` anchors. Do not delete them unless you intend to remove the entity entirely.
-2.  **Full Block Replacement:** This tool replaces everything inside the anchors AND the anchors themselves. Ensure your replacement contains the updated Contract (`@PRE`, `@POST`) and implementation.
-3.  **Multiple Edits:** You can replace multiple anchors in one request using multiple ANCHOR/REPLACE blocks.
-
-**Parameters:**
-- `path`: (required) The path of the file to modify.
-- `diff`: (required) The block defining the target anchor ID and the new content.
-
-**Diff format:**
-```
-<<<<<<< ANCHOR
-:id: (required) The unique identifier of the entity (e.g., 'process_data' for '[DEF:process_data:Function]')
-=======
-[New content including opening and closing anchors]
->>>>>>> REPLACE
-```
-
-**Example:**
-
-**Original file (`src/math_utils.py`):**
-```python
-# [DEF:math_lib:Module]
-...
-# [DEF:add:Function]
-# @PURPOSE: Adds two numbers
-def add(a, b):
-    return a + b
-# [/DEF:add]
-...
-# [/DEF:math_lib]
-```
-
-**Request (Update `add` function to support validation):**
-```
-<<<<<<< ANCHOR
-:id:add
-=======
-# [DEF:add:Function]
-# @PURPOSE: Adds two numbers with validation
-# @PRE: inputs must be integers
-def add(a, b):
-    if not isinstance(a, int) or not isinstance(b, int):
-        raise ValueError("Inputs must be integers")
-    return a + b
-# [/DEF:add]
->>>>>>> REPLACE
-```
-
-**Usage:**
-<apply_semantic_diff>
-<path>src/math_utils.py</path>
-<diff>
-<<<<<<< ANCHOR
-:id:calculate_total
-=======
-# [DEF:calculate_total:Function]
-# @PURPOSE: Calculates sum with tax
-# @POST: Returns positive float
-def calculate_total(items):
-    total = sum(item.price for item in items)
-    return total * 1.2 # Apply tax
-# [/DEF:calculate_total]
->>>>>>> REPLACE
-</diff>
-</apply_semantic_diff>
-
-## apply_diff
-Description: Request to apply PRECISE, TARGETED modifications to an existing file by searching for specific sections of content and replacing them. This tool is for SURGICAL EDITS ONLY - specific changes to existing code.
-You can perform multiple distinct search and replace operations within a single `apply_diff` call by providing multiple SEARCH/REPLACE blocks in the `diff` parameter. This is the preferred way to make several targeted changes efficiently.
-The SEARCH section must exactly match existing content including whitespace and indentation.
-If you're not confident in the exact content to search for, use the read_file tool first to get the exact content.
-When applying the diffs, be extra careful to remember to change any closing brackets or other syntax that may be affected by the diff farther down in the file.
-ALWAYS make as many changes in a single 'apply_diff' request as possible using multiple SEARCH/REPLACE blocks
-
-Parameters:
-- path: (required) The path of the file to modify (relative to the current workspace directory c:\Users\user\dev\ss-tools)
-- diff: (required) The search/replace block defining the changes.
-
-Diff format:
-```
-<<<<<<< SEARCH
-:start_line: (required) The line number of original content where the search block starts.
--------
-[exact content to find including whitespace]
-=======
-[new content to replace with]
->>>>>>> REPLACE
-
-```
-
-
-Example:
-
-Original file:
-```
-1 | def calculate_total(items):
-2 |     total = 0
-3 |     for item in items:
-4 |         total += item
-5 |     return total
-```
-
-Search/Replace content:
-```
-<<<<<<< SEARCH
-:start_line:1
--------
-def calculate_total(items):
-    total = 0
-    for item in items:
-        total += item
-    return total
-=======
-def calculate_total(items):
-    """Calculate total with 10% markup"""
-    return sum(item * 1.1 for item in items)
->>>>>>> REPLACE
-
-```
-
-Search/Replace content with multiple edits:
-```
-<<<<<<< SEARCH
-:start_line:1
--------
-def calculate_total(items):
-    sum = 0
-=======
-def calculate_sum(items):
-    sum = 0
->>>>>>> REPLACE
-
-<<<<<<< SEARCH
-:start_line:4
--------
-        total += item
-    return total
-=======
-        sum += item
-    return sum 
->>>>>>> REPLACE
-```
-
-
-Usage:
-<apply_diff>
-<path>File path here</path>
-<diff>
-Your search/replace content here
-You can use multi search/replace block in one diff block, but make sure to include the line numbers for each block.
-Only use a single line of '=======' between search and replacement content, because multiple '=======' will corrupt the file.
-</diff>
-</apply_diff>
-
-## write_to_file
-Description: Request to write content to a file. This tool is primarily used for **creating new files** or for scenarios where a **complete rewrite of an existing file is intentionally required**. If the file exists, it will be overwritten. If it doesn't exist, it will be created. This tool will automatically create any directories needed to write the file.
-Parameters:
-- path: (required) The path of the file to write to (relative to the current workspace directory c:\Users\user\dev\ss-tools)
-- content: (required) The content to write to the file. When performing a full rewrite of an existing file or creating a new one, ALWAYS provide the COMPLETE intended content of the file, without any truncation or omissions. You MUST include ALL parts of the file, even if they haven't been modified. Do NOT include the line numbers in the content though, just the actual content of the file.
-Usage:
-<write_to_file>
-<path>File path here</path>
-<content>
-Your file content here
-</content>
-</write_to_file>
-
-Example: Requesting to write to frontend-config.json
-<write_to_file>
-<path>frontend-config.json</path>
-<content>
-{
-  "apiEndpoint": "https://api.example.com",
-  "theme": {
-    "primaryColor": "#007bff",
-    "secondaryColor": "#6c757d",
-    "fontFamily": "Arial, sans-serif"
-  },
-  "features": {
-    "darkMode": true,
-    "notifications": true,
-    "analytics": false
-  },
-  "version": "1.0.0"
-}
-</content>
-</write_to_file>
-
-## delete_file
-
-Delete a file or directory from the workspace. This tool provides a safe alternative to rm commands and works across all platforms.
-
-**Parameters:**
-- path (required): Relative path to the file or directory to delete
-
-**Usage:**
-```xml
-<delete_file>
-<path>path/to/file.txt</path>
-</delete_file>
-```
-
-**Safety Features:**
-- Only deletes files/directories within the workspace
-- Requires user confirmation before deletion
-- Prevents deletion of write-protected files
-- Validates all files against .kilocodeignore rules
-- For directories: scans recursively and shows statistics (file count, directory count, total size) before deletion
-- Blocks directory deletion if any contained file is protected or ignored
-
-**Examples:**
-
-Delete a single file:
-```xml
-<delete_file>
-<path>temp/old_file.txt</path>
-</delete_file>
-```
-
-Delete a directory (requires approval with statistics):
-```xml
-<delete_file>
-<path>old_project/</path>
-</delete_file>
-```
-
-## browser_action
-Description: Request to interact with a Puppeteer-controlled browser. Every action, except `close`, will be responded to with a screenshot of the browser's current state, along with any new console logs. You may only perform one browser action per message, and wait for the user's response including a screenshot and logs to determine the next action.
-
-**Browser Session Lifecycle:**
-- Browser sessions **start** with `launch` and **end** with `close`
-- The session remains active across multiple messages and tool uses
-- You can use other tools while the browser session is active - it will stay open in the background
-
-Parameters:
-- action: (required) The action to perform. The available actions are:
-    * launch: Launch a new Puppeteer-controlled browser instance at the specified URL. This **must always be the first action**.
-        - Use with the `url` parameter to provide the URL.
-        - Ensure the URL is valid and includes the appropriate protocol (e.g. http://localhost:3000/page, file:///path/to/file.html, etc.)
-    * hover: Move the cursor to a specific x,y coordinate.
-        - Use with the `coordinate` parameter to specify the location.
-        - Always move to the center of an element (icon, button, link, etc.) based on coordinates derived from a screenshot.
-    * click: Click at a specific x,y coordinate.
-        - Use with the `coordinate` parameter to specify the location.
-        - Always click in the center of an element (icon, button, link, etc.) based on coordinates derived from a screenshot.
-    * type: Type a string of text on the keyboard. You might use this after clicking on a text field to input text.
-        - Use with the `text` parameter to provide the string to type.
-    * press: Press a single keyboard key or key combination (e.g., Enter, Tab, Escape, Cmd+K, Shift+Enter).
-        - Use with the `text` parameter to provide the key name or combination.
-        - For single keys: Enter, Tab, Escape, etc.
-        - For key combinations: Cmd+K, Ctrl+C, Shift+Enter, Alt+F4, etc.
-        - Supported modifiers: Cmd/Command/Meta, Ctrl/Control, Shift, Alt/Option
-        - Example: <text>Cmd+K</text> or <text>Shift+Enter</text>
-    * resize: Resize the viewport to a specific w,h size.
-        - Use with the `size` parameter to specify the new size.
-    * scroll_down: Scroll down the page by one page height.
-    * scroll_up: Scroll up the page by one page height.
-    * close: Close the Puppeteer-controlled browser instance. This **must always be the final browser action**.
-        - Example: `<action>close</action>`
-- url: (optional) Use this for providing the URL for the `launch` action.
-    * Example: <url>https://example.com</url>
-- coordinate: (optional) The X and Y coordinates for the `click` and `hover` actions.
-    * **CRITICAL**: Screenshot dimensions are NOT the same as the browser viewport dimensions
-    * Format: <coordinate>x,y@widthxheight</coordinate>
-    * Measure x,y on the screenshot image you see in chat
-    * The widthxheight MUST be the EXACT pixel size of that screenshot image (never the browser viewport)
-    * Never use the browser viewport size for widthxheight - the viewport is only a reference and is often larger than the screenshot
-    * Images are often downscaled before you see them, so the screenshot's dimensions will likely be smaller than the viewport
-    * Example A: If the screenshot you see is 1094x1092 and you want to click (450,300) on that image, use: <coordinate>450,300@1094x1092</coordinate>
-    * Example B: If the browser viewport is 1280x800 but the screenshot is 1000x625 and you want to click (500,300) on the screenshot, use: <coordinate>500,300@1000x625</coordinate>
-- size: (optional) The width and height for the `resize` action.
-    * Example: <size>1280,720</size>
-- text: (optional) Use this for providing the text for the `type` action.
-    * Example: <text>Hello, world!</text>
-Usage:
-<browser_action>
-<action>Action to perform (e.g., launch, click, type, press, scroll_down, scroll_up, close)</action>
-<url>URL to launch the browser at (optional)</url>
-<coordinate>x,y@widthxheight coordinates (optional)</coordinate>
-<text>Text to type (optional)</text>
-</browser_action>
-
-Example: Requesting to launch a browser at https://example.com
-<browser_action>
-<action>launch</action>
-<url>https://example.com</url>
-</browser_action>
-
-Example: Requesting to click on the element at coordinates 450,300 on a 1024x768 image
-<browser_action>
-<action>click</action>
-<coordinate>450,300@1024x768</coordinate>
-</browser_action>
-
-## execute_command
-Description: Request to execute a CLI command on the system. Use this when you need to perform system operations or run specific commands to accomplish any step in the user's task. You must tailor your command to the user's system and provide a clear explanation of what the command does. For command chaining, use the appropriate chaining syntax for the user's shell. Prefer to execute complex CLI commands over creating executable scripts, as they are more flexible and easier to run. Prefer relative commands and paths that avoid location sensitivity for terminal consistency, e.g: `touch ./testdata/example.file`, `dir ./examples/model1/data/yaml`, or `go test ./cmd/front --config ./cmd/front/config.yml`. If directed by the user, you may open a terminal in a different directory by using the `cwd` parameter.
-Parameters:
-- command: (required) The CLI command to execute. This should be valid for the current operating system. Ensure the command is properly formatted and does not contain any harmful instructions.
-- cwd: (optional) The working directory to execute the command in (default: c:\Users\user\dev\ss-tools)
-Usage:
-<execute_command>
-<command>Your command here</command>
-<cwd>Working directory path (optional)</cwd>
-</execute_command>
-
-Example: Requesting to execute npm run dev
-<execute_command>
-<command>npm run dev</command>
-</execute_command>
-
-Example: Requesting to execute ls in a specific directory if directed
-<execute_command>
-<command>ls -la</command>
-<cwd>/home/user/projects</cwd>
-</execute_command>
-
-## ask_followup_question
-Description: Ask the user a question to gather additional information needed to complete the task. Use when you need clarification or more details to proceed effectively.
-
-Parameters:
-- question: (required) A clear, specific question addressing the information needed
-- follow_up: (optional) A list of 2-4 suggested answers, each in its own <suggest> tag. Suggestions must be complete, actionable answers without placeholders. Optionally include mode attribute to switch modes (code/architect/etc.)
-
-Usage:
-<ask_followup_question>
-<question>Your question here</question>
-<follow_up>
-<suggest>First suggestion</suggest>
-<suggest mode="code">Action with mode switch</suggest>
-</follow_up>
-</ask_followup_question>
-
-Example:
-<ask_followup_question>
-<question>What is the path to the frontend-config.json file?</question>
-<follow_up>
-<suggest>./src/frontend-config.json</suggest>
-<suggest>./config/frontend-config.json</suggest>
-<suggest>./frontend-config.json</suggest>
-</follow_up>
-</ask_followup_question>
-
-## attempt_completion
-Description: After each tool use, the user will respond with the result of that tool use, i.e. if it succeeded or failed, along with any reasons for failure. Once you've received the results of tool uses and can confirm that the task is complete, use this tool to present the result of your work to the user. The user may respond with feedback if they are not satisfied with the result, which you can use to make improvements and try again.
-IMPORTANT NOTE: This tool CANNOT be used until you've confirmed from the user that any previous tool uses were successful. Failure to do so will result in code corruption and system failure. Before using this tool, you must confirm that you've received successful results from the user for any previous tool uses. If not, then DO NOT use this tool.
-Parameters:
-- result: (required) The result of the task. Formulate this result in a way that is final and does not require further input from the user. Don't end your result with questions or offers for further assistance.
-Usage:
-<attempt_completion>
-<result>
-Your final result description here
-</result>
-</attempt_completion>
-
-Example: Requesting to attempt completion with a result
-<attempt_completion>
-<result>
-I've updated the CSS
-</result>
-</attempt_completion>
-
-## switch_mode
-Description: Request to switch to a different mode. This tool allows modes to request switching to another mode when needed, such as switching to Code mode to make code changes. The user must approve the mode switch.
-Parameters:
-- mode_slug: (required) The slug of the mode to switch to (e.g., "code", "ask", "architect")
-- reason: (optional) The reason for switching modes
-Usage:
-<switch_mode>
-<mode_slug>Mode slug here</mode_slug>
-<reason>Reason for switching here</reason>
-</switch_mode>
-
-Example: Requesting to switch to code mode
-<switch_mode>
-<mode_slug>code</mode_slug>
-<reason>Need to make code changes</reason>
-</switch_mode>
-
-## new_task
-Description: This will let you create a new task instance in the chosen mode using your provided message.
-
-Parameters:
-- mode: (required) The slug of the mode to start the new task in (e.g., "code", "debug", "architect").
-- message: (required) The initial user message or instructions for this new task.
-
-Usage:
-<new_task>
-<mode>your-mode-slug-here</mode>
-<message>Your initial instructions here</message>
-</new_task>
-
-Example:
-<new_task>
-<mode>code</mode>
-<message>Implement a new feature for the application</message>
-</new_task>
-
-
-## update_todo_list
-
-**Description:**
-Replace the entire TODO list with an updated checklist reflecting the current state. Always provide the full list; the system will overwrite the previous one. This tool is designed for step-by-step task tracking, allowing you to confirm completion of each step before updating, update multiple task statuses at once (e.g., mark one as completed and start the next), and dynamically add new todos discovered during long or complex tasks.
-
-**Checklist Format:**
-- Use a single-level markdown checklist (no nesting or subtasks).
-- List todos in the intended execution order.
-- Status options:
-	 - [ ] Task description (pending)
-	 - [x] Task description (completed)
-	 - [-] Task description (in progress)
-
-**Status Rules:**
-- [ ] = pending (not started)
-- [x] = completed (fully finished, no unresolved issues)
-- [-] = in_progress (currently being worked on)
-
-**Core Principles:**
-- Before updating, always confirm which todos have been completed since the last update.
-- You may update multiple statuses in a single update (e.g., mark the previous as completed and the next as in progress).
-- When a new actionable item is discovered during a long or complex task, add it to the todo list immediately.
-- Do not remove any unfinished todos unless explicitly instructed.
-- Always retain all unfinished tasks, updating their status as needed.
-- Only mark a task as completed when it is fully accomplished (no partials, no unresolved dependencies).
-- If a task is blocked, keep it as in_progress and add a new todo describing what needs to be resolved.
-- Remove tasks only if they are no longer relevant or if the user requests deletion.
-
-**Usage Example:**
-<update_todo_list>
-<todos>
-[x] Analyze requirements
-[x] Design architecture
-[-] Implement core logic
-[ ] Write tests
-[ ] Update documentation
-</todos>
-</update_todo_list>
-
-*After completing "Implement core logic" and starting "Write tests":*
-<update_todo_list>
-<todos>
-[x] Analyze requirements
-[x] Design architecture
-[x] Implement core logic
-[-] Write tests
-[ ] Update documentation
-[ ] Add performance benchmarks
-</todos>
-</update_todo_list>
-
-**When to Use:**
-- The task is complicated or involves multiple steps or requires ongoing tracking.
-- You need to update the status of several todos at once.
-- New actionable items are discovered during task execution.
-- The user requests a todo list or provides multiple tasks.
-- The task is complex and benefits from clear, stepwise progress tracking.
-
-**When NOT to Use:**
-- There is only a single, trivial task.
-- The task can be completed in one or two simple steps.
-- The request is purely conversational or informational.
-
-**Task Management Guidelines:**
-- Mark task as completed immediately after all work of the current task is done.
-- Start the next task by marking it as in_progress.
-- Add new todos as soon as they are identified.
-- Use clear, descriptive task names.
-
-
-# Tool Use Guidelines
-
-1. Assess what information you already have and what information you need to proceed with the task.
-2. Choose the most appropriate tool based on the task and the tool descriptions provided. Assess if you need additional information to proceed, and which of the available tools would be most effective for gathering this information. For example using the list_files tool is more effective than running a command like `ls` in the terminal. It's critical that you think about each available tool and use the one that best fits the current step in the task.
-3. If multiple actions are needed, use one tool at a time per message to accomplish the task iteratively, with each tool use being informed by the result of the previous tool use. Do not assume the outcome of any tool use. Each step must be informed by the previous step's result.
-4. Formulate your tool use using the XML format specified for each tool.
-5. After each tool use, the user will respond with the result of that tool use. This result will provide you with the necessary information to continue your task or make further decisions. This response may include:
-	 - Information about whether the tool succeeded or failed, along with any reasons for failure.
-	 - Linter errors that may have arisen due to the changes you made, which you'll need to address.
-	 - New terminal output in reaction to the changes, which you may need to consider or act upon.
-	 - Any other relevant feedback or information related to the tool use.
-6. ALWAYS wait for user confirmation after each tool use before proceeding. Never assume the success of a tool use without explicit confirmation of the result from the user.
-
-It is crucial to proceed step-by-step, waiting for the user's message after each tool use before moving forward with the task. This approach allows you to:
-1. Confirm the success of each step before proceeding.
-2. Address any issues or errors that arise immediately.
-3. Adapt your approach based on new information or unexpected results.
-4. Ensure that each action builds correctly on the previous ones.
-
-By waiting for and carefully considering the user's response after each tool use, you can react accordingly and make informed decisions about how to proceed with the task. This iterative process helps ensure the overall success and accuracy of your work.
-
-
-
-====
-
-CAPABILITIES
-
-- You have access to tools that let you execute CLI commands on the user's computer, list files, view source code definitions, regex search, use the browser, read and write files, and ask follow-up questions. These tools help you effectively accomplish a wide range of tasks, such as writing code, making edits or improvements to existing files, understanding the current state of a project, performing system operations, and much more.
-- When the user initially gives you a task, a recursive list of all filepaths in the current workspace directory ('c:\Users\user\dev\ss-tools') will be included in environment_details. This provides an overview of the project's file structure, offering key insights into the project from directory/file names (how developers conceptualize and organize their code) and file extensions (the language used). This can also guide decision-making on which files to explore further. If you need to further explore directories such as outside the current workspace directory, you can use the list_files tool. If you pass 'true' for the recursive parameter, it will list files recursively. Otherwise, it will list files at the top level, which is better suited for generic directories where you don't necessarily need the nested structure, like the Desktop.
-- You can use search_files to perform regex searches across files in a specified directory, outputting context-rich results that include surrounding lines. This is particularly useful for understanding code patterns, finding specific implementations, or identifying areas that need refactoring.
-- You can use the list_code_definition_names tool to get an overview of source code definitions for all files at the top level of a specified directory. This can be particularly useful when you need to understand the broader context and relationships between certain parts of the code. You may need to call this tool multiple times to understand various parts of the codebase related to the task.
-    - For example, when asked to make edits or improvements you might analyze the file structure in the initial environment_details to get an overview of the project, then use list_code_definition_names to get further insight using source code definitions for files located in relevant directories, then read_file to examine the contents of relevant files, analyze the code and suggest improvements or make necessary edits, then use the apply_diff or write_to_file tool to apply the changes. If you refactored code that could affect other parts of the codebase, you could use search_files to ensure you update other files as needed.
-- You can use the execute_command tool to run commands on the user's computer whenever you feel it can help accomplish the user's task. When you need to execute a CLI command, you must provide a clear explanation of what the command does. Prefer to execute complex CLI commands over creating executable scripts, since they are more flexible and easier to run. Interactive and long-running commands are allowed, since the commands are run in the user's VSCode terminal. The user may keep commands running in the background and you will be kept updated on their status along the way. Each command you execute is run in a new terminal instance.
-- You can use the browser_action tool to interact with websites (including html files and locally running development servers) through a Puppeteer-controlled browser when you feel it is necessary in accomplishing the user's task. This tool is particularly useful for web development tasks as it allows you to launch a browser, navigate to pages, interact with elements through clicks and keyboard input, and capture the results through screenshots and console logs. This tool may be useful at key stages of web development tasks-such as after implementing new features, making substantial changes, when troubleshooting issues, or to verify the result of your work. You can analyze the provided screenshots to ensure correct rendering or identify errors, and review console logs for runtime issues.
-  - For example, if asked to add a component to a react website, you might create the necessary files, use execute_command to run the site locally, then use browser_action to launch the browser, navigate to the local server, and verify the component renders & functions correctly before closing the browser.
-
-====
-
-MODES
-
-- These are the currently available modes:
-  * "Architect" mode (architect) - Use this mode when you need to plan, design, or strategize before implementation. Perfect for breaking down complex problems, creating technical specifications, designing system architecture, or brainstorming solutions before coding.
-  * "Code" mode (code) - Use this mode when you need to write, modify, or refactor code. Ideal for implementing features, fixing bugs, creating new files, or making code improvements across any programming language or framework.
-  * "Ask" mode (ask) - Use this mode when you need explanations, documentation, or answers to technical questions. Best for understanding concepts, analyzing existing code, getting recommendations, or learning about technologies without making changes.
-  * "Debug" mode (debug) - Use this mode when you're troubleshooting issues, investigating errors, or diagnosing problems. Specialized in systematic debugging, adding logging, analyzing stack traces, and identifying root causes before applying fixes.
-  * "Orchestrator" mode (orchestrator) - Use this mode for complex, multi-step projects that require coordination across different specialties. Ideal when you need to break down large tasks into subtasks, manage workflows, or coordinate work that spans multiple domains or expertise areas.
-  * "mein_arch" mode (mein-arch) - # 📁 BUNDLE: Engineering Prompting & GRACE Methodology
-**Context Transfer Protocol for LLM Agents**
-
-## 1
-If the user asks you to create or edit a new mode for this project, you should read the instructions by using the fetch_instructions tool, like this:
-<fetch_instructions>
-<task>create_mode</task>
-</fetch_instructions>
-
-
-====
-
-RULES
-
-- The project base directory is: c:/Users/user/dev/ss-tools
-- All file paths must be relative to this directory. However, commands may change directories in terminals, so respect working directory specified by the response to <execute_command>.
-- You cannot `cd` into a different directory to complete a task. You are stuck operating from 'c:/Users/user/dev/ss-tools', so be sure to pass in the correct 'path' parameter when using tools that require a path.
-- Do not use the ~ character or $HOME to refer to the home directory.
-- Before using the execute_command tool, you must first think about the SYSTEM INFORMATION context provided to understand the user's environment and tailor your commands to ensure they are compatible with their system. You must also consider if the command you need to run should be executed in a specific directory outside of the current working directory 'c:/Users/user/dev/ss-tools', and if so prepend with `cd`'ing into that directory && then executing the command (as one command since you are stuck operating from 'c:/Users/user/dev/ss-tools'). For example, if you needed to run `npm install` in a project outside of 'c:/Users/user/dev/ss-tools', you would need to prepend with a `cd` i.e. pseudocode for this would be `cd (path to project) && (command, in this case npm install)`.
-- When using the search_files tool, craft your regex patterns carefully to balance specificity and flexibility. Based on the user's task you may use it to find code patterns, TODO comments, function definitions, or any text-based information across the project. The results include context, so analyze the surrounding code to better understand the matches. Leverage the search_files tool in combination with other tools for more comprehensive analysis. For example, use it to find specific code patterns, then use read_file to examine the full context of interesting matches before using apply_diff or write_to_file to make informed changes.
-- When creating a new project (such as an app, website, or any software project), organize all new files within a dedicated project directory unless the user specifies otherwise. Use appropriate file paths when writing files, as the write_to_file tool will automatically create any necessary directories. Structure the project logically, adhering to best practices for the specific type of project being created. Unless otherwise specified, new projects should be easily run without additional setup, for example most projects can be built in HTML, CSS, and JavaScript - which you can open in a browser.
-
-- For editing files, you have access to these tools: apply_diff (for surgical edits - targeted changes to specific lines or functions), write_to_file (for creating new files or complete file rewrites).
-- You should always prefer using other editing tools over write_to_file when making changes to existing files since write_to_file is much slower and cannot handle large files.
-- When using the write_to_file tool to modify a file, use the tool directly with the desired content. You do not need to display the content before using the tool. ALWAYS provide the COMPLETE file content in your response. This is NON-NEGOTIABLE. Partial updates or placeholders like '// rest of code unchanged' are STRICTLY FORBIDDEN. You MUST include ALL parts of the file, even if they haven't been modified. Failure to do so will result in incomplete or broken code, severely impacting the user's project.
-- Some modes have restrictions on which files they can edit. If you attempt to edit a restricted file, the operation will be rejected with a FileRestrictionError that will specify which file patterns are allowed for the current mode.
-- Be sure to consider the type of project (e.g. Python, JavaScript, web application) when determining the appropriate structure and files to include. Also consider what files may be most relevant to accomplishing the task, for example looking at a project's manifest file would help you understand the project's dependencies, which you could incorporate into any code you write.
-  * For example, in architect mode trying to edit app.js would be rejected because architect mode can only edit files matching "\.md$"
-- When making changes to code, always consider the context in which the code is being used. Ensure that your changes are compatible with the existing codebase and that they follow the project's coding standards and best practices.
-- Do not ask for more information than necessary. Use the tools provided to accomplish the user's request efficiently and effectively. When you've completed your task, you must use the attempt_completion tool to present the result to the user. The user may provide feedback, which you can use to make improvements and try again.
-- You are only allowed to ask the user questions using the ask_followup_question tool. Use this tool only when you need additional details to complete a task, and be sure to use a clear and concise question that will help you move forward with the task. When you ask a question, provide the user with 2-4 suggested answers based on your question so they don't need to do so much typing. The suggestions should be specific, actionable, and directly related to the completed task. They should be ordered by priority or logical sequence. However if you can use the available tools to avoid having to ask the user questions, you should do so. For example, if the user mentions a file that may be in an outside directory like the Desktop, you should use the list_files tool to list the files in the Desktop and check if the file they are talking about is there, rather than asking the user to provide the file path themselves.
-- When executing commands, if you don't see the expected output, assume the terminal executed the command successfully and proceed with the task. The user's terminal may be unable to stream the output back properly. If you absolutely need to see the actual terminal output, use the ask_followup_question tool to request the user to copy and paste it back to you.
-- The user may provide a file's contents directly in their message, in which case you shouldn't use the read_file tool to get the file contents again since you already have it.
-- Your goal is to try to accomplish the user's task, NOT engage in a back and forth conversation.
-- The user may ask generic non-development tasks, such as "what's the latest news" or "look up the weather in San Diego", in which case you might use the browser_action tool to complete the task if it makes sense to do so, rather than trying to create a website or using curl to answer the question. However, if an available MCP server tool or resource can be used instead, you should prefer to use it over browser_action.
-- NEVER end attempt_completion result with a question or request to engage in further conversation! Formulate the end of your result in a way that is final and does not require further input from the user.
-- You are STRICTLY FORBIDDEN from starting your messages with "Great", "Certainly", "Okay", "Sure". You should NOT be conversational in your responses, but rather direct and to the point. For example you should NOT say "Great, I've updated the CSS" but instead something like "I've updated the CSS". It is important you be clear and technical in your messages.
-- When presented with images, utilize your vision capabilities to thoroughly examine them and extract meaningful information. Incorporate these insights into your thought process as you accomplish the user's task.
-- At the end of each user message, you will automatically receive environment_details. This information is not written by the user themselves, but is auto-generated to provide potentially relevant context about the project structure and environment. While this information can be valuable for understanding the project context, do not treat it as a direct part of the user's request or response. Use it to inform your actions and decisions, but don't assume the user is explicitly asking about or referring to this information unless they clearly do so in their message. When using environment_details, explain your actions clearly to ensure the user understands, as they may not be aware of these details.
-- Before executing commands, check the "Actively Running Terminals" section in environment_details. If present, consider how these active processes might impact your task. For example, if a local development server is already running, you wouldn't need to start it again. If no active terminals are listed, proceed with command execution as normal.
-- MCP operations should be used one at a time, similar to other tool usage. Wait for confirmation of success before proceeding with additional operations.
-- It is critical you wait for the user's response after each tool use, in order to confirm the success of the tool use. For example, if asked to make a todo app, you would create a file, wait for the user's response it was created successfully, then create another file if needed, wait for the user's response it was created successfully, etc. Then if you want to test your work, you might use browser_action to launch the site, wait for the user's response confirming the site was launched along with a screenshot, then perhaps e.g., click a button to test functionality if needed, wait for the user's response confirming the button was clicked along with a screenshot of the new state, before finally closing the browser.
-
-====
-
-SYSTEM INFORMATION
-
-Operating System: Windows 11
-Default Shell: C:\WINDOWS\system32\cmd.exe
-Home Directory: C:/Users/user
-Current Workspace Directory: c:/Users/user/dev/ss-tools
-
-The Current Workspace Directory is the active VS Code project directory, and is therefore the default directory for all tool operations. New terminals will be created in the current workspace directory, however if you change directories in a terminal it will then have a different working directory; changing directories in a terminal does not modify the workspace directory, because you do not have access to change the workspace directory. When the user initially gives you a task, a recursive list of all filepaths in the current workspace directory ('/test/path') will be included in environment_details. This provides an overview of the project's file structure, offering key insights into the project from directory/file names (how developers conceptualize and organize their code) and file extensions (the language used). This can also guide decision-making on which files to explore further. If you need to further explore directories such as outside the current workspace directory, you can use the list_files tool. If you pass 'true' for the recursive parameter, it will list files recursively. Otherwise, it will list files at the top level, which is better suited for generic directories where you don't necessarily need the nested structure, like the Desktop.
-
-====
-
-OBJECTIVE
-
-You accomplish a given task iteratively, breaking it down into clear steps and working through them methodically.
-
-1. Analyze the user's task and set clear, achievable goals to accomplish it. Prioritize these goals in a logical order.
-2. Work through these goals sequentially, utilizing available tools one at a time as necessary. Each goal should correspond to a distinct step in your problem-solving process. You will be informed on the work completed and what's remaining as you go.
-3. Remember, you have extensive capabilities with access to a wide range of tools that can be used in powerful and clever ways as necessary to accomplish each goal. Before calling a tool, do some analysis. First, analyze the file structure provided in environment_details to gain context and insights for proceeding effectively. Next, think about which of the provided tools is the most relevant tool to accomplish the user's task. Go through each of the required parameters of the relevant tool and determine if the user has directly provided or given enough information to infer a value. When deciding if the parameter can be inferred, carefully consider all the context to see if it supports a specific value. If all of the required parameters are present or can be reasonably inferred, proceed with the tool use. BUT, if one of the values for a required parameter is missing, DO NOT invoke the tool (not even with fillers for the missing params) and instead, ask the user to provide the missing parameters using the ask_followup_question tool. DO NOT ask for more information on optional parameters if it is not provided.
-4. Once you've completed the user's task, you must use the attempt_completion tool to present the result of the task to the user.
-5. The user may provide feedback, which you can use to make improvements and try again. But DO NOT continue in pointless back and forth conversations, i.e. don't end your responses with questions or offers for further assistance.
-
-
-====
-
-USER'S CUSTOM INSTRUCTIONS
-
-The following additional instructions are provided by the user, and should be followed to the best of your ability without interfering with the TOOL USE guidelines.
-
-Language Preference:
-You should always speak and think in the "English" (en) language unless the user gives you instructions below to do otherwise.

.specify/memory/constitution.md

@@ -1,15 +1,14 @@
 <!--
 SYNC IMPACT REPORT
-Version: 1.0.0 (Initial Ratification)
+Version: 1.1.0 (Svelte Support)
 Changes:
-- Established Core Principles based on Semantic Code Generation Protocol.
+- Added Svelte Component semantic markup standards.
-- Defined Causal Validity, Immutability, Format Compliance, DbC, and Belief State Logging.
+- Updated File Structure Standards to include `.svelte` files.
-- Added Section: File Structure Standards.
+- Refined File Structure Standards to distinguish between Python Modules and Svelte Components.
-- Added Section: Generation Workflow.
 Templates Status:
-- .specify/templates/plan-template.md: ✅ Aligned (Constitution Check section refers to constitution).
+- .specify/templates/plan-template.md: ⚠ Pending (Needs update to include Component headers in checks).
-- .specify/templates/spec-template.md: ✅ Aligned (Requirements section allows for functional constraints).
+- .specify/templates/spec-template.md: ✅ Aligned.
-- .specify/templates/tasks-template.md: ✅ Aligned (Supports contract/test-first workflow).
+- .specify/templates/tasks-template.md: ⚠ Pending (Needs update to include Component definition tasks).
 -->
 # Semantic Code Generation Constitution
 
@@ -31,6 +30,8 @@ Contracts are the Source of Truth. Functions and Classes must define their purpo
 Logs must define the agent's internal state for debugging and coherence checks. We use a strict format: `logger.level(f"[{ANCHOR_ID}][{STATE}] {MESSAGE} context={...}")` to track transitions between `Entry`, `Validation`, `Action`, and `Coherence` states.
 
 ## 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.
@@ -39,6 +40,16 @@ Every `.py` file must start with a Module definition header (`[DEF:module_name:M
 - `@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:
 1. **Analyze Request**: Identify target module and graph position.
@@ -54,4 +65,4 @@ This Constitution establishes the "Semantic Code Generation Protocol" as the sup
 - **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 constitutes a build failure.
 
-**Version**: 1.0.0 | **Ratified**: 2025-12-19 | **Last Amended**: 2025-12-19
+**Version**: 1.1.0 | **Ratified**: 2025-12-19 | **Last Amended**: 2025-12-19

.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

@@ -31,8 +31,8 @@
 
 *GATE: Must pass before Phase 0 research. Re-check after Phase 1 design.*
 
-- [ ] **Causal Validity**: Do all planned modules have defined Contracts (inputs/outputs/invariants) before implementation logic?
+- [ ] **Causal Validity**: Do all planned modules/components have defined Contracts (inputs/outputs/props/events) before implementation logic?
-- [ ] **Immutability**: Are architectural layers and constraints defined in Module Headers?
+- [ ] **Immutability**: Are architectural layers and constraints defined in Module/Component Headers?
 - [ ] **Format Compliance**: Does the plan ensure all code will be wrapped in `[DEF]` anchors?
 - [ ] **Belief State**: Is logging planned to follow the `Entry` -> `Validation` -> `Action` -> `Coherence` state transition model?
 

.specify/templates/tasks-template.md

@@ -93,7 +93,9 @@ Examples of foundational tasks (adjust based on your project):
 - [ ] T014 [P] [US1] Define [Service] Module Header & Contracts in src/services/[service].py
 - [ ] T015 [US1] Implement [Service] logic satisfying contracts (depends on T012)
 - [ ] T016 [US1] Define [endpoint] Contracts & Logic in src/[location]/[file].py
-- [ ] T017 [US1] Verify `[DEF]` syntax and Belief State logging compliance
+- [ ] T017 [US1] Define [Component] Header (Props/Events) in frontend/src/components/[Component].svelte
+- [ ] T018 [US1] Implement [Component] logic satisfying contracts
+- [ ] T019 [US1] Verify `[DEF]` syntax and Belief State logging compliance
 
 **Checkpoint**: At this point, User Story 1 should be fully functional and testable independently
 
@@ -107,15 +109,16 @@ Examples of foundational tasks (adjust based on your project):
 
 ### Tests for User Story 2 (OPTIONAL - only if tests requested) ⚠️
 
-- [ ] T018 [P] [US2] Contract test for [endpoint] in tests/contract/test_[name].py
+- [ ] T020 [P] [US2] Contract test for [endpoint] in tests/contract/test_[name].py
-- [ ] T019 [P] [US2] Integration test for [user journey] in tests/integration/test_[name].py
+- [ ] T021 [P] [US2] Integration test for [user journey] in tests/integration/test_[name].py
 
 ### Implementation for User Story 2
 
-- [ ] T020 [P] [US2] Define [Entity] Module Header & Contracts in src/models/[entity].py
+- [ ] T022 [P] [US2] Define [Entity] Module Header & Contracts in src/models/[entity].py
-- [ ] T021 [P] [US2] Implement [Entity] logic satisfying contracts
+- [ ] T023 [P] [US2] Implement [Entity] logic satisfying contracts
-- [ ] T022 [US2] Define [Service] Module Header & Contracts in src/services/[service].py
+- [ ] T024 [US2] Define [Service] Module Header & Contracts in src/services/[service].py
-- [ ] T023 [US2] Implement [Service] logic satisfying contracts
+- [ ] T025 [US2] Implement [Service] logic satisfying contracts
+- [ ] T026 [US2] Define [Component] Header & Logic in frontend/src/components/[Component].svelte
 
 **Checkpoint**: At this point, User Stories 1 AND 2 should both work independently
 
@@ -129,14 +132,15 @@ Examples of foundational tasks (adjust based on your project):
 
 ### Tests for User Story 3 (OPTIONAL - only if tests requested) ⚠️
 
-- [ ] T024 [P] [US3] Contract test for [endpoint] in tests/contract/test_[name].py
+- [ ] T027 [P] [US3] Contract test for [endpoint] in tests/contract/test_[name].py
-- [ ] T025 [P] [US3] Integration test for [user journey] in tests/integration/test_[name].py
+- [ ] T028 [P] [US3] Integration test for [user journey] in tests/integration/test_[name].py
 
 ### Implementation for User Story 3
 
-- [ ] T026 [P] [US3] Define [Entity] Module Header & Contracts in src/models/[entity].py
+- [ ] T029 [P] [US3] Define [Entity] Module Header & Contracts in src/models/[entity].py
-- [ ] T027 [US3] Define [Service] Module Header & Contracts in src/services/[service].py
+- [ ] T030 [US3] Define [Service] Module Header & Contracts in src/services/[service].py
-- [ ] T028 [US3] Implement logic for [Entity] and [Service] satisfying contracts
+- [ ] T031 [US3] Implement logic for [Entity] and [Service] satisfying contracts
+- [ ] T032 [US3] Define [Component] Header & Logic in frontend/src/components/[Component].svelte
 
 **Checkpoint**: All user stories should now be independently functional
 
@@ -179,9 +183,10 @@ Examples of foundational tasks (adjust based on your project):
 ### Within Each User Story
 
 - Tests (if included) MUST be written and FAIL before implementation
-- Module Headers & Contracts BEFORE Implementation (Causal Validity)
+- Module/Component Headers & Contracts BEFORE Implementation (Causal Validity)
 - Models before services
 - Services before endpoints
+- Components before Pages
 - Story complete before moving to next priority
 
 ### Parallel Opportunities

backend/requirements.txt

@@ -0,0 +1,9 @@
+fastapi
+uvicorn
+pydantic
+authlib
+python-multipart
+starlette
+jsonschema
+requests
+keyring

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/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/tasks.py

@@ -0,0 +1,57 @@
+# [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
+from fastapi import APIRouter, Depends, HTTPException, status
+from pydantic import BaseModel
+
+from ...core.task_manager import TaskManager, Task
+from ...dependencies import get_task_manager
+
+router = APIRouter()
+
+class CreateTaskRequest(BaseModel):
+    plugin_id: str
+    params: Dict[str, Any]
+
+@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(
+    task_manager: TaskManager = Depends(get_task_manager)
+):
+    """
+    Retrieve a list of all tasks.
+    """
+    return task_manager.get_all_tasks()
+
+@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
+# [/DEF]

backend/src/app.py

@@ -0,0 +1,77 @@
+# [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
+from fastapi.middleware.cors import CORSMiddleware
+import asyncio
+
+from .dependencies import get_task_manager
+from .core.logger import logger
+from .api.routes import plugins, tasks
+
+# [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=["*"],
+)
+
+
+# Include API routes
+app.include_router(plugins.router, prefix="/plugins", tags=["Plugins"])
+app.include_router(tasks.router, prefix="/tasks", tags=["Tasks"])
+
+# [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, task_manager=Depends(get_task_manager)):
+    await websocket.accept()
+    logger.info(f"WebSocket connection established for task {task_id}")
+    try:
+        # Send initial logs if any
+        initial_logs = task_manager.get_task_logs(task_id)
+        for log_entry in initial_logs:
+            await websocket.send_json(log_entry.dict())
+
+        # Keep connection alive, ideally stream new logs as they come
+        # This part requires a more sophisticated log streaming mechanism (e.g., queues, pub/sub)
+        # For now, it will just keep the connection open and send initial logs.
+        while True:
+            await asyncio.sleep(1) # Keep connection alive, send heartbeat or check for new logs
+            # In a real system, new logs would be pushed here
+    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}")
+
+# [/DEF]
+
+# [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"}
+# [/DEF]

backend/src/core/logger.py

@@ -0,0 +1,92 @@
+# [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
+from datetime import datetime
+from typing import Dict, Any, List, Optional
+from collections import deque
+
+from pydantic import BaseModel, Field
+
+# 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: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 = logging.Formatter(
+    '[%(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/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 +1,123 @@
+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.
+        """
+        package_name = f"src.plugins.{module_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
+            print(f"Plugin '{plugin_instance.name}' (ID: {plugin_id}) loaded successfully.") # Replace with proper logging
+        except Exception as e:
+            print(f"Error validating plugin '{plugin_instance.name}' (ID: {plugin_id}): {e}") # Replace with proper logging
+
+
+    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/task_manager.py

@@ -0,0 +1,131 @@
+# [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.
+import asyncio
+import uuid
+from datetime import datetime
+from enum import Enum
+from typing import Dict, Any, List, Optional
+from concurrent.futures import ThreadPoolExecutor
+
+from pydantic import BaseModel, Field
+
+# Assuming PluginBase and PluginConfig are defined in plugin_base.py
+# from .plugin_base import PluginBase, PluginConfig # Not needed here, TaskManager interacts with the PluginLoader
+
+# [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"
+
+# [/DEF]
+
+# [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]
+
+# [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)
+
+# [/DEF]
+
+# [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 __init__(self, plugin_loader):
+        self.plugin_loader = plugin_loader
+        self.tasks: Dict[str, Task] = {}
+        self.executor = ThreadPoolExecutor(max_workers=5) # For CPU-bound plugin execution
+        self.loop = asyncio.get_event_loop()
+# [/DEF]
+
+    async def create_task(self, plugin_id: str, params: Dict[str, Any], user_id: Optional[str] = None) -> Task:
+        """
+        Creates and queues a new task for execution.
+        """
+        if not self.plugin_loader.has_plugin(plugin_id):
+            raise ValueError(f"Plugin with ID '{plugin_id}' not found.")
+
+        plugin = self.plugin_loader.get_plugin(plugin_id)
+        # Validate params against plugin schema (this will be done at a higher level, e.g., API route)
+        # For now, a basic check
+        if not isinstance(params, dict):
+             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
+        self.loop.create_task(self._run_task(task.id)) # Schedule task for execution
+        return task
+
+    async def _run_task(self, task_id: str):
+        """
+        Internal method to execute a task.
+        """
+        task = self.tasks[task_id]
+        plugin = self.plugin_loader.get_plugin(task.plugin_id)
+
+        task.status = TaskStatus.RUNNING
+        task.started_at = datetime.utcnow()
+        task.logs.append(LogEntry(level="INFO", message=f"Task started for plugin '{plugin.name}'"))
+
+        try:
+            # Execute plugin in a separate thread to avoid blocking the event loop
+            # if the plugin's execute method is synchronous and potentially CPU-bound.
+            # If the plugin's execute method is already async, this can be simplified.
+            await self.loop.run_in_executor(
+                self.executor,
+                lambda: asyncio.run(plugin.execute(task.params)) if asyncio.iscoroutinefunction(plugin.execute) else plugin.execute(task.params)
+            )
+            task.status = TaskStatus.SUCCESS
+            task.logs.append(LogEntry(level="INFO", message=f"Task completed successfully for plugin '{plugin.name}'"))
+        except Exception as e:
+            task.status = TaskStatus.FAILED
+            task.logs.append(LogEntry(level="ERROR", message=f"Task failed: {e}", context={"error_type": type(e).__name__}))
+        finally:
+            task.finished_at = datetime.utcnow()
+            # In a real system, you might notify clients via WebSocket here
+
+    def get_task(self, task_id: str) -> Optional[Task]:
+        """
+        Retrieves a task by its ID.
+        """
+        return self.tasks.get(task_id)
+
+    def get_all_tasks(self) -> List[Task]:
+        """
+        Retrieves all registered tasks.
+        """
+        return list(self.tasks.values())
+
+    def get_task_logs(self, task_id: str) -> List[LogEntry]:
+        """
+        Retrieves logs for a specific task.
+        """
+        task = self.tasks.get(task_id)
+        return task.logs if task else []

backend/src/dependencies.py

@@ -0,0 +1,24 @@
+# [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
+
+# Initialize singletons
+# Use absolute path relative to this file to ensure plugins are found regardless of CWD
+plugin_dir = Path(__file__).parent / "plugins"
+plugin_loader = PluginLoader(plugin_dir=str(plugin_dir))
+task_manager = TaskManager(plugin_loader)
+
+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/plugins/backup.py

@@ -0,0 +1,121 @@
+# [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
+
+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]:
+        return {
+            "type": "object",
+            "properties": {
+                "env": {
+                    "type": "string",
+                    "title": "Environment",
+                    "description": "The Superset environment to back up (e.g., 'dev', 'prod').",
+                    "enum": ["dev", "sbx", "prod", "preprod"],
+                },
+                "backup_path": {
+                    "type": "string",
+                    "title": "Backup Path",
+                    "description": "The root directory to save backups to.",
+                    "default": "P:\\Superset\\010 Бекапы"
+                }
+            },
+            "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:
+            clients = setup_clients(logger)
+            client = clients[env]
+            
+            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 +1,150 @@
+# [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 superset_tool.utils.logger import SupersetLogger
+
+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]:
+        return {
+            "type": "object",
+            "properties": {
+                "from_env": {
+                    "type": "string",
+                    "title": "Source Environment",
+                    "description": "The environment to migrate from.",
+                    "enum": ["dev", "sbx", "prod", "preprod"],
+                },
+                "to_env": {
+                    "type": "string",
+                    "title": "Target Environment",
+                    "description": "The environment to migrate to.",
+                    "enum": ["dev", "sbx", "prod", "preprod"],
+                },
+                "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]):
+        from_env = params["from_env"]
+        to_env = params["to_env"]
+        dashboard_regex = params["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")
+        
+        logger = SupersetLogger(log_dir=Path.cwd() / "logs", console=True)
+        logger.info(f"[MigrationPlugin][Entry] Starting migration from {from_env} to {to_env}.")
+
+        try:
+            all_clients = setup_clients(logger)
+            from_c = all_clients[from_env]
+            to_c = all_clients[to_env]
+
+            _, all_dashboards = from_c.get_dashboards()
+            
+            regex_str = str(dashboard_regex)
+            dashboards_to_migrate = [
+                d for d in all_dashboards if re.search(regex_str, d["dashboard_title"], re.IGNORECASE)
+            ]
+
+            if not dashboards_to_migrate:
+                logger.warning("[MigrationPlugin][State] No dashboards found matching the regex.")
+                return
+
+            db_config_replacement = None
+            if replace_db_config:
+                if from_db_id is None or to_db_id is None:
+                    raise ValueError("Source and target database IDs are required when replacing database configuration.")
+                from_db = from_c.get_database(int(from_db_id))
+                to_db = to_c.get_database(int(to_db_id))
+                old_result = from_db.get("result", {})
+                new_result = to_db.get("result", {})
+                db_config_replacement = {
+                    "old": {"database_name": old_result.get("database_name"), "uuid": old_result.get("uuid"), "id": str(from_db.get("id"))},
+                    "new": {"database_name": new_result.get("database_name"), "uuid": new_result.get("uuid"), "id": str(to_db.get("id"))}
+                }
+
+            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:
+                        if not db_config_replacement:
+                            to_c.import_dashboard(file_name=tmp_zip_path, dash_id=dash_id, dash_slug=dash_slug)
+                        else:
+                            with create_temp_file(suffix=".dir", logger=logger) as tmp_unpack_dir:
+                                with zipfile.ZipFile(tmp_zip_path, "r") as zip_ref:
+                                    zip_ref.extractall(tmp_unpack_dir)
+                                
+                                update_yamls(db_configs=[db_config_replacement], path=str(tmp_unpack_dir))
+                                
+                                with create_temp_file(suffix=".zip", dry_run=True, logger=logger) as tmp_new_zip:
+                                    create_dashboard_export(zip_path=tmp_new_zip, source_paths=[str(p) for p in Path(tmp_unpack_dir).glob("**/*")])
+                                    to_c.import_dashboard(file_name=tmp_new_zip, dash_id=dash_id, dash_slug=dash_slug)
+                    
+                    logger.info(f"[MigrationPlugin][Success] Dashboard {title} imported.")
+                except Exception as exc:
+                    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]

debug_db_api.py

@@ -24,6 +24,15 @@ def debug_database_api():
     
     # 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:")

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.

frontend/.vscode/extensions.json

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

frontend/README.md

@@ -0,0 +1,43 @@
+# Svelte + Vite
+
+This template should help get you started developing with Svelte in Vite.
+
+## Recommended IDE Setup
+
+[VS Code](https://code.visualstudio.com/) + [Svelte](https://marketplace.visualstudio.com/items?itemName=svelte.svelte-vscode).
+
+## Need an official Svelte framework?
+
+Check out [SvelteKit](https://github.com/sveltejs/kit#readme), which is also powered by Vite. Deploy anywhere with its serverless-first approach and adapt to various platforms, with out of the box support for TypeScript, SCSS, and Less, and easily-added support for mdsvex, GraphQL, PostCSS, Tailwind CSS, and more.
+
+## Technical considerations
+
+**Why use this over SvelteKit?**
+
+- It brings its own routing solution which might not be preferable for some users.
+- It is first and foremost a framework that just happens to use Vite under the hood, not a Vite app.
+
+This template contains as little as possible to get started with Vite + Svelte, while taking into account the developer experience with regards to HMR and intellisense. It demonstrates capabilities on par with the other `create-vite` templates and is a good starting point for beginners dipping their toes into a Vite + Svelte project.
+
+Should you later need the extended capabilities and extensibility provided by SvelteKit, the template has been structured similarly to SvelteKit so that it is easy to migrate.
+
+**Why include `.vscode/extensions.json`?**
+
+Other templates indirectly recommend extensions via the README, but this file allows VS Code to prompt the user to install the recommended extension upon opening the project.
+
+**Why enable `checkJs` in the JS template?**
+
+It is likely that most cases of changing variable types in runtime are likely to be accidental, rather than deliberate. This provides advanced typechecking out of the box. Should you like to take advantage of the dynamically-typed nature of JavaScript, it is trivial to change the configuration.
+
+**Why is HMR not preserving my local component state?**
+
+HMR state preservation comes with a number of gotchas! It has been disabled by default in both `svelte-hmr` and `@sveltejs/vite-plugin-svelte` due to its often surprising behavior. You can read the details [here](https://github.com/sveltejs/svelte-hmr/tree/master/packages/svelte-hmr#preservation-of-local-state).
+
+If you have state that's important to retain within a component, consider creating an external store which would not be replaced by HMR.
+
+```js
+// store.js
+// An extremely simple external store
+import { writable } from 'svelte/store'
+export default writable(0)
+```

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 +1,19 @@
+{
+  "name": "frontend",
+  "private": true,
+  "version": "0.0.0",
+  "type": "module",
+  "scripts": {
+    "dev": "vite",
+    "build": "vite build",
+    "preview": "vite preview"
+  },
+  "devDependencies": {
+      "@sveltejs/vite-plugin-svelte": "^6.2.1",
+      "svelte": "^5.43.8",
+      "vite": "^7.2.4",
+      "tailwindcss": "^3.0.0",
+      "autoprefixer": "^10.4.0",
+      "postcss": "^8.4.0"
+  }
+}

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 +1,40 @@
+<script>
+  import Dashboard from './pages/Dashboard.svelte';
+  import { selectedPlugin, selectedTask } 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';
+
+  async function handleFormSubmit(event) {
+    const params = event.detail;
+    const task = await api.createTask($selectedPlugin.id, params);
+    selectedTask.set(task);
+    selectedPlugin.set(null);
+  }
+</script>
+
+<Toast />
+
+<main class="bg-gray-50 min-h-screen">
+  <header class="bg-white shadow-md p-4">
+    <h1 class="text-3xl font-bold text-gray-800">Superset Tools</h1>
+  </header>
+
+  <div class="p-4">
+    {#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>

frontend/src/app.css

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

frontend/src/assets/svelte.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="26.6" height="32" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 308"><path fill="#FF3E00" d="M239.682 40.707C211.113-.182 154.69-12.301 113.895 13.69L42.247 59.356a82.198 82.198 0 0 0-37.135 55.056a86.566 86.566 0 0 0 8.536 55.576a82.425 82.425 0 0 0-12.296 30.719a87.596 87.596 0 0 0 14.964 66.244c28.574 40.893 84.997 53.007 125.787 27.016l71.648-45.664a82.182 82.182 0 0 0 37.135-55.057a86.601 86.601 0 0 0-8.53-55.577a82.409 82.409 0 0 0 12.29-30.718a87.573 87.573 0 0 0-14.963-66.244"></path><path fill="#FFF" d="M106.889 270.841c-23.102 6.007-47.497-3.036-61.103-22.648a52.685 52.685 0 0 1-9.003-39.85a49.978 49.978 0 0 1 1.713-6.693l1.35-4.115l3.671 2.697a92.447 92.447 0 0 0 28.036 14.007l2.663.808l-.245 2.659a16.067 16.067 0 0 0 2.89 10.656a17.143 17.143 0 0 0 18.397 6.828a15.786 15.786 0 0 0 4.403-1.935l71.67-45.672a14.922 14.922 0 0 0 6.734-9.977a15.923 15.923 0 0 0-2.713-12.011a17.156 17.156 0 0 0-18.404-6.832a15.78 15.78 0 0 0-4.396 1.933l-27.35 17.434a52.298 52.298 0 0 1-14.553 6.391c-23.101 6.007-47.497-3.036-61.101-22.649a52.681 52.681 0 0 1-9.004-39.849a49.428 49.428 0 0 1 22.34-33.114l71.664-45.677a52.218 52.218 0 0 1 14.563-6.398c23.101-6.007 47.497 3.036 61.101 22.648a52.685 52.685 0 0 1 9.004 39.85a50.559 50.559 0 0 1-1.713 6.692l-1.35 4.116l-3.67-2.693a92.373 92.373 0 0 0-28.037-14.013l-2.664-.809l.246-2.658a16.099 16.099 0 0 0-2.89-10.656a17.143 17.143 0 0 0-18.398-6.828a15.786 15.786 0 0 0-4.402 1.935l-71.67 45.674a14.898 14.898 0 0 0-6.73 9.975a15.9 15.9 0 0 0 2.709 12.012a17.156 17.156 0 0 0 18.404 6.832a15.841 15.841 0 0 0 4.402-1.935l27.345-17.427a52.147 52.147 0 0 1 14.552-6.397c23.101-6.006 47.497 3.037 61.102 22.65a52.681 52.681 0 0 1 9.003 39.848a49.453 49.453 0 0 1-22.34 33.12l-71.664 45.673a52.218 52.218 0 0 1-14.563 6.398"></path></svg>

frontend/src/components/DynamicForm.svelte

@@ -0,0 +1,56 @@
+<script>
+    import { createEventDispatcher } from 'svelte';
+
+    export let schema;
+    let formData = {};
+
+    const dispatch = createEventDispatcher();
+
+    function handleSubmit() {
+        dispatch('submit', formData);
+    }
+
+    // Initialize form data with default values from the schema
+    if (schema && schema.properties) {
+        for (const key in schema.properties) {
+            formData[key] = schema.properties[key].default || '';
+        }
+    }
+</script>
+
+<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>

frontend/src/components/TaskRunner.svelte

@@ -0,0 +1,54 @@
+<script>
+    import { onMount, onDestroy } from 'svelte';
+    import { selectedTask, taskLogs } from '../lib/stores.js';
+
+    let ws;
+
+    onMount(() => {
+        if ($selectedTask) {
+            taskLogs.set([]); // Clear previous logs
+            const wsUrl = `ws://localhost:8000/ws/logs/${$selectedTask.id}`;
+            ws = new WebSocket(wsUrl);
+
+            ws.onopen = () => {
+                console.log('WebSocket connection established');
+            };
+
+            ws.onmessage = (event) => {
+                const logEntry = JSON.parse(event.data);
+                taskLogs.update(logs => [...logs, logEntry]);
+            };
+
+            ws.onerror = (error) => {
+                console.error('WebSocket error:', error);
+            };
+
+            ws.onclose = () => {
+                console.log('WebSocket connection closed');
+            };
+        }
+    });
+
+    onDestroy(() => {
+        if (ws) {
+            ws.close();
+        }
+    });
+</script>
+
+<div class="p-4 border rounded-lg bg-white shadow-md">
+    {#if $selectedTask}
+        <h2 class="text-xl font-semibold mb-2">Task: {$selectedTask.plugin_id}</h2>
+        <div class="bg-gray-900 text-white font-mono text-sm p-4 rounded-md h-96 overflow-y-auto">
+            {#each $taskLogs as log}
+                <div>
+                    <span class="text-gray-400">{new Date(log.timestamp).toLocaleTimeString()}</span>
+                    <span class="{log.level === 'ERROR' ? 'text-red-500' : 'text-green-400'}">[{log.level}]</span>
+                    <span>{log.message}</span>
+                </div>
+            {/each}
+        </div>
+    {:else}
+        <p>No task selected.</p>
+    {/if}
+</div>

frontend/src/components/Toast.svelte

@@ -0,0 +1,15 @@
+<script>
+    import { toasts } from '../lib/toasts.js';
+</script>
+
+<div class="fixed bottom-0 right-0 p-4 space-y-2">
+    {#each $toasts as toast (toast.id)}
+        <div class="p-4 rounded-md shadow-lg text-white
+            {toast.type === 'info' && 'bg-blue-500'}
+            {toast.type === 'success' && 'bg-green-500'}
+            {toast.type === 'error' && 'bg-red-500'}
+        ">
+            {toast.message}
+        </div>
+    {/each}
+</div>

frontend/src/lib/Counter.svelte

@@ -0,0 +1,10 @@
+<script>
+  let count = $state(0)
+  const increment = () => {
+    count += 1
+  }
+</script>
+
+<button onclick={increment}>
+  count is {count}
+</button>

frontend/src/lib/api.js

@@ -0,0 +1,55 @@
+import { addToast } from './toasts.js';
+
+const API_BASE_URL = 'http://localhost:8000';
+
+/**
+ * Fetches data from the API.
+ * @param {string} endpoint The API endpoint to fetch data from.
+ * @returns {Promise<any>} The JSON response from the API.
+ */
+async function fetchApi(endpoint) {
+    try {
+        const response = await fetch(`${API_BASE_URL}${endpoint}`);
+        if (!response.ok) {
+            throw new Error(`API request failed with status ${response.status}`);
+        }
+        return await response.json();
+    } catch (error) {
+        console.error(`Error fetching from ${endpoint}:`, error);
+        addToast(error.message, 'error');
+        throw error;
+    }
+}
+
+/**
+ * Posts data to the API.
+ * @param {string} endpoint The API endpoint to post data to.
+ * @param {object} body The data to post.
+ * @returns {Promise<any>} The JSON response from the API.
+ */
+async function postApi(endpoint, body) {
+    try {
+        const response = await fetch(`${API_BASE_URL}${endpoint}`, {
+            method: 'POST',
+            headers: {
+                'Content-Type': 'application/json',
+            },
+            body: JSON.stringify(body),
+        });
+        if (!response.ok) {
+            throw new Error(`API request failed with status ${response.status}`);
+        }
+        return await response.json();
+    } catch (error) {
+        console.error(`Error posting to ${endpoint}:`, error);
+        addToast(error.message, 'error');
+        throw error;
+    }
+}
+
+export const api = {
+    getPlugins: () => fetchApi('/plugins'),
+    getTasks: () => fetchApi('/tasks'),
+    getTask: (taskId) => fetchApi(`/tasks/${taskId}`),
+    createTask: (pluginId, params) => postApi('/tasks', { plugin_id: pluginId, params }),
+};

frontend/src/lib/stores.js

@@ -0,0 +1,40 @@
+import { writable } from 'svelte/store';
+import { api } from './api.js';
+
+// Store for the list of available plugins
+export const plugins = writable([]);
+
+// Store for the list of tasks
+export const tasks = writable([]);
+
+// Store for the currently selected plugin
+export const selectedPlugin = writable(null);
+
+// Store for the currently selected task
+export const selectedTask = writable(null);
+
+// Store for the logs of the currently selected task
+export const taskLogs = writable([]);
+
+// Function to fetch plugins from the API
+export async function fetchPlugins() {
+    try {
+        const data = await api.getPlugins();
+        console.log('Fetched plugins:', data); // Add console log
+        plugins.set(data);
+    } catch (error) {
+        console.error('Error fetching plugins:', error);
+        // Handle error appropriately in the UI
+    }
+}
+
+// Function to fetch tasks from the API
+export async function fetchTasks() {
+    try {
+        const data = await api.getTasks();
+        tasks.set(data);
+    } catch (error) {
+        console.error('Error fetching tasks:', error);
+        // Handle error appropriately in the UI
+    }
+}

frontend/src/lib/toasts.js

@@ -0,0 +1,13 @@
+import { writable } from 'svelte/store';
+
+export const toasts = writable([]);
+
+export function addToast(message, type = 'info', duration = 3000) {
+    const id = Math.random().toString(36).substr(2, 9);
+    toasts.update(all => [...all, { id, message, type }]);
+    setTimeout(() => removeToast(id), duration);
+}
+
+function removeToast(id) {
+    toasts.update(all => all.filter(t => t.id !== id));
+}

frontend/src/main.js

@@ -0,0 +1,9 @@
+import './app.css'
+import App from './App.svelte'
+
+const app = new App({
+  target: document.getElementById('app'),
+  props: {}
+})
+
+export default app

frontend/src/pages/Dashboard.svelte

@@ -0,0 +1,28 @@
+<script>
+    import { onMount } from 'svelte';
+    import { plugins, fetchPlugins, selectedPlugin } from '../lib/stores.js';
+
+    onMount(async () => {
+        await fetchPlugins();
+    });
+
+    function selectPlugin(plugin) {
+        selectedPlugin.set(plugin);
+    }
+</script>
+
+<div class="container mx-auto p-4">
+    <h1 class="text-2xl font-bold mb-4">Available Tools</h1>
+    <div class="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-4">
+        {#each $plugins as plugin}
+            <div 
+                class="border rounded-lg p-4 cursor-pointer hover:bg-gray-100"
+                on:click={() => selectPlugin(plugin)}
+            >
+                <h2 class="text-xl font-semibold">{plugin.name}</h2>
+                <p class="text-gray-600">{plugin.description}</p>
+                <span class="text-sm text-gray-400">v{plugin.version}</span>
+            </div>
+        {/each}
+    </div>
+</div>

frontend/svelte.config.js

@@ -0,0 +1,13 @@
+import { vitePreprocess } from '@sveltejs/vite-plugin-svelte'
+
+/** @type {import("@sveltejs/vite-plugin-svelte").SvelteConfig} */
+export default {
+  // Consult https://svelte.dev/docs#compile-time-svelte-preprocess
+  // for more information about preprocessors
+  preprocess: vitePreprocess(),
+  compilerOptions: {
+    compatibility: {
+      componentApi: 4,
+    },
+  },
+}

frontend/tailwind.config.js

@@ -0,0 +1,11 @@
+/** @type {import('tailwindcss').Config} */
+export default {
+  content: [
+    "./index.html",
+    "./src/**/*.{svelte,js,ts,jsx,tsx}",
+  ],
+  theme: {
+    extend: {},
+  },
+  plugins: [],
+}

frontend/vite.config.js

@@ -0,0 +1,7 @@
+import { defineConfig } from 'vite'
+import { svelte } from '@sveltejs/vite-plugin-svelte'
+
+// https://vite.dev/config/
+export default defineConfig({
+  plugins: [svelte()],
+})

semantic_protocol.md

@@ -1,38 +1,4 @@
-# 📁 BUNDLE: Engineering Prompting & GRACE Methodology
+# SYSTEM STANDARD: CODE GENERATION PROTOCOL
-**Context Transfer Protocol for LLM Agents**
-
-## 1. Фундаментальная Парадигма (The "Physics" of LLMs)
-Мы отказываемся от антропоморфного подхода ("диалог с помощником") в пользу инженерного подхода ("программирование семантического процессора").
-
-*   **Трансформер = GNN (Graph Neural Network):** LLM обрабатывает токены как узлы в полносвязном графе. Чтобы модель работала эффективно, мы должны явно задавать топологию этого графа через семантические связи.
-*   **Мышление = Навигация по Состояниям (FSM):** Генерация — это переход между "состояниями веры" (Belief States). Мы управляем этими переходами через Якоря и Контракты.
-*   **Causal Attention & KV Cache:** Модель читает слева-направо. Смысл, обработанный в начале, "замораживается". **Правило:** Контекст и Контракты всегда строго *до* реализации.
-*   **Sparse Attention & Block Processing:** На больших контекстах (100k+) модель работает не с отдельными токенами, а с семантическими сжатиями блоков (чанков). Наша разметка создает идеальные границы для этих блоков, помогая механизму Top-K retrieval.
-*   **Проблема "Семантического Казино":** Без жесткой структуры модель играет в рулетку вероятностей. Мы устраняем это через детерминированные структуры (графы, схемы).
-*   **Проблема "Нейронного Воя" (Neural Howlround):** Самоусиливающиеся ошибки в длинных сессиях. **Решение:** Разделение сессий, жесткие инварианты и использование "суперпозиции" (анализ вариантов перед решением).
-
----
-
-## 2. Методология GRACE (Framework)
-Целостная система управления жизненным циклом генерации.
-
-*   **G (Graph):** Глобальная карта проекта. Определяет связи (`DEPENDS_ON`, `CALLS`) между модулями. Служит картой для навигации внимания.
-*   **R (Rules):** Инварианты и ограничения (Безопасность, Стек, Паттерны).
-*   **A (Anchors):** Система навигации внутри кода.
-    *   *Открывающий якорь:* Задает контекст.
-    *   *Замыкающий якорь:* **Аккумулятор семантики**. Критически важен для RAG-систем (Cursor, GraphRAG), так как "вбирает" в себя смысл всего блока.
-*   **C (Contracts):** Принцип **Design by Contract (DbC)**. Спецификация (`@PRE`, `@POST`) всегда пишется *до* кода. Реализация обязана содержать проверки (`assert`/`raise`) этих условий.
-*   **E (Evaluation):** Логирование как декларация состояния (`[STATE:Validation]`) и проверка когерентности (`[Coherence:OK]`).
-
----
-
-## 3. Рабочий Протокол: GRACE-Py v3.1 (Strict Edition)
-Это стандарт синтаксиса, к которому мы пришли. Он минимизирует "шум" (интерференцию с XML), использует нативные для Python токены (`def`) и убирает ролевую шелуху.
-
-**Скопируйте этот блок в System Prompt новой LLM:**
-
-```markdown
-# SYSTEM STANDARD: GRACE-Py CODE GENERATION PROTOCOL
 
 **OBJECTIVE:** Generate Python code that strictly adheres to the Semantic Coherence standards defined below. All output must be machine-readable, fractal-structured, and optimized for Sparse Attention navigation.
 
@@ -62,8 +28,9 @@ Code must be wrapped in semantic anchors using square brackets to minimize token
 
 ---
 
-## III. FILE STRUCTURE STANDARD (Module Header)
+## III. FILE STRUCTURE STANDARD
 
+### 1. Python Module Header
 Every `.py` file starts with a Module definition.
 
 ```python
@@ -87,6 +54,29 @@ Every `.py` file starts with a Module definition.
 # [/DEF:module_name]
 ```
 
+### 2. Svelte Component Header
+Every `.svelte` file starts with a Component definition inside an HTML comment.
+
+```html
+<!--
+[DEF:ComponentName:Component]
+@SEMANTICS: [keywords]
+@PURPOSE:   [Primary responsibility]
+@LAYER:     [UI/State/Layout]
+@RELATION:  [Child components, Stores, API]
+
+@PROPS:
+- name: type - description
+@EVENTS:
+- name: payload_type - description
+@INVARIANT: [Immutable UI rule]
+-->
+<script>
+  // ...
+</script>
+<!-- [/DEF:ComponentName] -->
+```
+
 ---
 
 ## IV. FUNCTION & CLASS CONTRACTS (DbC)
@@ -107,7 +97,7 @@ Contracts are the **Source of Truth**.
 #
 # @RELATION: [Graph connections]
 def func_name(...):
-    # 1. Runtime check of @PRE (Assertions)
+    # 1. Runtime check of @PRE 
     # 2. Logic implementation
     # 3. Runtime check of @POST
     pass
@@ -131,14 +121,4 @@ Logs define the agent's internal state for debugging and coherence checks.
 2.  **Define Structure:** Generate `[DEF]` anchors and Contracts FIRST.
 3.  **Implement Logic:** Write code satisfying Contracts.
 4.  **Validate:** If logic conflicts with Contract -> Stop -> Report Error.
-```
 
----
-
-## 4. Интеграция с RAG (GraphRAG)
-Как этот код используется инструментами (например, Cursor):
-
-1.  **Индексация:** RAG-система парсит теги `[DEF]`, `[/DEF]` и `@RELATION`.
-2.  **Построение Графа:** На основе `@RELATION` и `@DEPENDS_ON` строится граф знаний проекта.
-3.  **Вектор-Аккумулятор:** Замыкающий тег `[/DEF:func_name]` используется как точка для создания эмбеддинга всего блока. Это позволяет находить функцию не только по имени, но и по её внутренней логике.
-4.  **Поиск:** При запросе "Где логика авторизации?" система находит модуль по тегу `@SEMANTICS: auth` и переходит к конкретным функциям по графу.

specs/001-plugin-arch-svelte-ui/checklists/requirements.md

@@ -0,0 +1,34 @@
+# Specification Quality Checklist: Plugin Architecture & Svelte Web UI
+
+**Purpose**: Validate specification completeness and quality before proceeding to planning
+**Created**: 2025-12-19
+**Feature**: [Link to spec.md](../spec.md)
+
+## Content Quality
+
+- [x] No implementation details (languages, frameworks, APIs)
+- [x] Focused on user value and business needs
+- [x] Written for non-technical stakeholders
+- [x] All mandatory sections completed
+
+## Requirement Completeness
+
+- [x] No [NEEDS CLARIFICATION] markers remain
+- [x] Requirements are testable and unambiguous
+- [x] Success criteria are measurable
+- [x] Success criteria are technology-agnostic (no implementation details)
+- [x] All acceptance scenarios are defined
+- [x] Edge cases are identified
+- [x] Scope is clearly bounded
+- [x] Dependencies and assumptions identified
+
+## Feature Readiness
+
+- [x] All functional requirements have clear acceptance criteria
+- [x] User scenarios cover primary flows
+- [x] Feature meets measurable outcomes defined in Success Criteria
+- [x] No implementation details leak into specification
+
+## Notes
+
+- Clarification resolved: Deployment context is hosted multi-user service with ADFS login.

specs/001-plugin-arch-svelte-ui/contracts/api.yaml

@@ -0,0 +1,132 @@
+openapi: 3.0.0
+info:
+  title: Superset Tools API
+  version: 1.0.0
+  description: API for managing Superset automation tools and plugins.
+
+paths:
+  /plugins:
+    get:
+      summary: List available plugins
+      operationId: list_plugins
+      responses:
+        '200':
+          description: List of plugins
+          content:
+            application/json:
+              schema:
+                type: array
+                items:
+                  $ref: '#/components/schemas/Plugin'
+
+  /tasks:
+    post:
+      summary: Start a new task
+      operationId: create_task
+      requestBody:
+        required: true
+        content:
+          application/json:
+            schema:
+              type: object
+              required:
+                - plugin_id
+                - params
+              properties:
+                plugin_id:
+                  type: string
+                params:
+                  type: object
+      responses:
+        '201':
+          description: Task created
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/Task'
+
+    get:
+      summary: List recent tasks
+      operationId: list_tasks
+      responses:
+        '200':
+          description: List of tasks
+          content:
+            application/json:
+              schema:
+                type: array
+                items:
+                  $ref: '#/components/schemas/Task'
+
+  /tasks/{task_id}:
+    get:
+      summary: Get task details
+      operationId: get_task
+      parameters:
+        - name: task_id
+          in: path
+          required: true
+          schema:
+            type: string
+            format: uuid
+      responses:
+        '200':
+          description: Task details
+          content:
+            application/json:
+              schema:
+                $ref: '#/components/schemas/Task'
+
+  /tasks/{task_id}/logs:
+    get:
+      summary: Stream task logs (WebSocket upgrade)
+      operationId: stream_logs
+      parameters:
+        - name: task_id
+          in: path
+          required: true
+          schema:
+            type: string
+            format: uuid
+      responses:
+        '101':
+          description: Switching Protocols to WebSocket
+
+components:
+  schemas:
+    Plugin:
+      type: object
+      properties:
+        id:
+          type: string
+        name:
+          type: string
+        description:
+          type: string
+        version:
+          type: string
+        schema:
+          type: object
+          description: JSON Schema for input parameters
+        enabled:
+          type: boolean
+
+    Task:
+      type: object
+      properties:
+        id:
+          type: string
+          format: uuid
+        plugin_id:
+          type: string
+        status:
+          type: string
+          enum: [PENDING, RUNNING, SUCCESS, FAILED]
+        started_at:
+          type: string
+          format: date-time
+        finished_at:
+          type: string
+          format: date-time
+        user_id:
+          type: string

specs/001-plugin-arch-svelte-ui/data-model.md

@@ -0,0 +1,51 @@
+# Data Model: Plugin Architecture & Svelte Web UI
+
+## Entities
+
+### Plugin
+Represents a loadable extension module.
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `id` | `str` | Unique identifier (e.g., "backup-tool") |
+| `name` | `str` | Display name (e.g., "Backup Dashboard") |
+| `description` | `str` | Short description of functionality |
+| `version` | `str` | Plugin version string |
+| `schema` | `dict` | JSON Schema for input parameters (generated from Pydantic) |
+| `enabled` | `bool` | Whether the plugin is active |
+
+### Task
+Represents an execution instance of a plugin.
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `id` | `UUID` | Unique execution ID |
+| `plugin_id` | `str` | ID of the plugin being executed |
+| `status` | `Enum` | `PENDING`, `RUNNING`, `SUCCESS`, `FAILED` |
+| `started_at` | `DateTime` | Timestamp when task started |
+| `finished_at` | `DateTime` | Timestamp when task completed (nullable) |
+| `user_id` | `str` | ID of the user who triggered the task |
+| `logs` | `List[LogEntry]` | Structured logs from the execution |
+
+### LogEntry
+Represents a single log line from a task.
+
+| Field | Type | Description |
+|-------|------|-------------|
+| `timestamp` | `DateTime` | Time of log event |
+| `level` | `Enum` | `INFO`, `WARNING`, `ERROR`, `DEBUG` |
+| `message` | `str` | Log content |
+| `context` | `dict` | Additional metadata (optional) |
+
+## State Transitions
+
+### Task Lifecycle
+1. **Created**: Task initialized with input parameters. Status: `PENDING`.
+2. **Started**: Worker picks up task. Status: `RUNNING`.
+3. **Completed**: Execution finishes without exception. Status: `SUCCESS`.
+4. **Failed**: Execution raises unhandled exception. Status: `FAILED`.
+
+## Validation Rules
+
+- **Plugin ID**: Must be alphanumeric, lowercase, hyphens allowed.
+- **Input Parameters**: Must validate against the plugin's `schema`.

specs/001-plugin-arch-svelte-ui/plan.md

@@ -0,0 +1,76 @@
+# Implementation Plan: Plugin Architecture & Svelte Web UI
+
+**Branch**: `001-plugin-arch-svelte-ui` | **Date**: 2025-12-19 | **Spec**: [spec.md](spec.md)
+**Input**: Feature specification from `specs/001-plugin-arch-svelte-ui/spec.md`
+
+## Summary
+
+This feature introduces a dual-layer architecture: a Python backend exposing core tools (Backup, Migration, Search) via API, and a Svelte-based Single Page Application (SPA) for user interaction. It also implements a dynamic plugin system allowing developers to extend functionality by adding Python modules to a specific directory without modifying core code.
+
+## Technical Context
+
+**Language/Version**: Python 3.9+ (Backend), Node.js 18+ (Frontend Build)
+**Primary Dependencies**: 
+- Backend: Flask or FastAPI [NEEDS CLARIFICATION: Choice of web framework], Pydantic (validation), Plugin loader mechanism (importlib)
+- Frontend: Svelte, Vite, TailwindCSS (likely for UI)
+**Storage**: Filesystem (plugins, logs, backups), SQLite (optional, for job history if needed)
+**Testing**: pytest (Backend), vitest/playwright (Frontend)
+**Target Platform**: Windows/Linux (Hosted Service)
+**Project Type**: Web Application (Backend + Frontend)
+**Performance Goals**: UI load < 1s, Log streaming latency < 200ms
+**Constraints**: Must run in a hosted environment with ADFS authentication.
+**Scale/Scope**: ~5-10 concurrent users, Extensible plugin system.
+
+## Constitution Check
+
+*GATE: Must pass before Phase 0 research. Re-check after Phase 1 design.*
+
+- [x] **Causal Validity**: Do all planned modules have defined Contracts (inputs/outputs/invariants) before implementation logic? (Will be enforced in Phase 1)
+- [x] **Immutability**: Are architectural layers and constraints defined in Module Headers? (Will be enforced in Phase 1)
+- [x] **Format Compliance**: Does the plan ensure all code will be wrapped in `[DEF]` anchors? (Will be enforced in Phase 1)
+- [x] **Belief State**: Is logging planned to follow the `Entry` -> `Validation` -> `Action` -> `Coherence` state transition model? (Will be enforced in Phase 1)
+
+## Project Structure
+
+### Documentation (this feature)
+
+```text
+specs/001-plugin-arch-svelte-ui/
+├── plan.md              # This file
+├── research.md          # Phase 0 output
+├── data-model.md        # Phase 1 output
+├── quickstart.md        # Phase 1 output
+├── contracts/           # Phase 1 output
+└── tasks.md             # Phase 2 output
+```
+
+### Source Code (repository root)
+
+```text
+backend/
+├── src/
+│   ├── app.py           # Entry point
+│   ├── api/             # REST API endpoints
+│   ├── core/            # Plugin loader, Task manager
+│   ├── plugins/         # Directory for dynamic plugins
+│   └── services/        # Auth (ADFS), Logging
+└── tests/
+
+frontend/
+├── src/
+│   ├── components/      # Reusable UI components
+│   ├── pages/           # Route views
+│   ├── lib/             # API client, Stores
+│   └── App.svelte
+└── tests/
+
+superset_tool/           # Existing core logic (refactored to be importable by backend)
+```
+
+**Structure Decision**: Adopting a standard "Web Application" structure with separated `backend` and `frontend` directories to maintain clean separation of concerns. The existing `superset_tool` library will be preserved and imported by the backend to execute actual tasks.
+
+## Complexity Tracking
+
+| Violation | Why Needed | Simpler Alternative Rejected Because |
+|-----------|------------|-------------------------------------|
+| N/A | | |

specs/001-plugin-arch-svelte-ui/quickstart.md

@@ -0,0 +1,47 @@
+# Quickstart: Plugin Architecture & Svelte Web UI
+
+## Prerequisites
+- Python 3.9+
+- Node.js 18+
+- npm or pnpm
+
+## Setup
+
+1. **Install Backend Dependencies**:
+   ```bash
+   cd backend
+   python -m venv venv
+   source venv/bin/activate  # or venv\Scripts\activate on Windows
+   pip install -r requirements.txt
+   ```
+
+2. **Install Frontend Dependencies**:
+   ```bash
+   cd frontend
+   npm install
+   ```
+
+## Running the Application
+
+1. **Start Backend Server**:
+   ```bash
+   # From backend/ directory
+   uvicorn src.app:app --reload --port 8000
+   ```
+
+2. **Start Frontend Dev Server**:
+   ```bash
+   # From frontend/ directory
+   npm run dev
+   ```
+
+3. **Access the UI**:
+   Open `http://localhost:5173` in your browser.
+
+## Adding a Plugin
+
+1. Create a new Python file in `backend/src/plugins/` (e.g., `my_plugin.py`).
+2. Define your plugin class inheriting from `PluginBase`.
+3. Implement `execute` and `get_schema` methods.
+4. Restart the backend (or rely on auto-reload).
+5. Your plugin should appear in the Web UI.

specs/001-plugin-arch-svelte-ui/research.md

@@ -0,0 +1,46 @@
+# Research: Plugin Architecture & Svelte Web UI
+
+## Decisions
+
+### 1. Web Framework: FastAPI
+- **Decision**: Use FastAPI for the Python backend.
+- **Rationale**: 
+    - Native support for Pydantic models (crucial for plugin schema validation).
+    - Async support (essential for handling long-running tasks and log streaming via WebSockets/SSE).
+    - Automatic OpenAPI documentation generation (simplifies frontend integration).
+    - High performance and modern ecosystem.
+- **Alternatives Considered**: 
+    - **Flask**: Mature but requires extensions for validation (Marshmallow) and async support is less native. Slower for high-concurrency API calls.
+    - **Django**: Too heavy for this use case; brings unnecessary ORM and template engine overhead.
+
+### 2. Plugin System: `importlib` + Abstract Base Classes (ABC)
+- **Decision**: Use Python's built-in `importlib` for dynamic loading and `abc` for defining the plugin interface.
+- **Rationale**: 
+    - `importlib` provides a standard, secure way to load modules from a path.
+    - ABCs ensure plugins implement required methods (`execute`, `get_schema`) at load time.
+    - Lightweight, no external dependencies required.
+- **Alternatives Considered**: 
+    - **Pluggy**: Used by pytest, powerful but adds complexity and dependency overhead.
+    - **Stevedore**: OpenStack's plugin loader, too complex for this scope.
+
+### 3. Authentication: `authlib` + ADFS (OIDC/SAML)
+- **Decision**: Use `authlib` to handle ADFS authentication via OpenID Connect (OIDC) or SAML.
+- **Rationale**: 
+    - `authlib` is the modern standard for OAuth/OIDC in Python.
+    - Supports integration with FastAPI via middleware.
+    - ADFS is the required identity provider (IdP).
+- **Alternatives Considered**: 
+    - **python-social-auth**: Older, harder to integrate with FastAPI.
+    - **Manual JWT implementation**: Risky and reinvents the wheel; ADFS handles the token issuance.
+
+### 4. Frontend: Svelte + Vite
+- **Decision**: Use Svelte for the UI framework and Vite as the build tool.
+- **Rationale**: 
+    - Svelte's compiler-based approach results in small bundles and high performance.
+    - Reactive model maps well to real-time log updates.
+    - Vite provides a fast development experience and easy integration with backend proxies.
+
+## Unknowns Resolved
+
+- **Deployment Context**: Hosted multi-user service with ADFS.
+- **Plugin Interface**: Will use Pydantic models to define input schemas, allowing the frontend to generate forms dynamically.

specs/001-plugin-arch-svelte-ui/spec.md

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+# Feature Specification: Plugin Architecture & Svelte Web UI
+
+**Feature Branch**: `001-plugin-arch-svelte-ui`
+**Created**: 2025-12-19
+**Status**: Draft
+**Input**: User description: "Я хочу перевести проект на плагинную архитектуру + добавить web-ui на svelte"
+
+## User Scenarios & Testing *(mandatory)*
+
+### User Story 1 - Web Interface for Superset Tools (Priority: P1)
+
+As a user, I want to interact with the Superset tools (Backup, Migration, Search) through a graphical web interface so that I don't have to memorize CLI commands and arguments.
+
+**Why this priority**: drastically improves usability and accessibility of the tools for non-technical users or quick operations.
+
+**Independent Test**: Can be tested by launching the web server and successfully running a "Backup" task from the browser without touching the command line.
+
+**Acceptance Scenarios**:
+
+1. **Given** the web server is running, **When** I navigate to the home page, **Then** I see a dashboard with available tools (Backup, Migration, etc.).
+2. **Given** I am on the Backup tool page, **When** I click "Run Backup", **Then** I see the progress logs in real-time and a success message upon completion.
+3. **Given** I am on the Search tool page, **When** I enter a search term and submit, **Then** I see a list of matching datasets/dashboards displayed in a table.
+
+---
+
+### User Story 2 - Dynamic Plugin System (Priority: P2)
+
+As a developer, I want to add new functionality (e.g., a new migration type or report generator) by simply dropping a file into a `plugins` directory, so that I can extend the tool without modifying the core codebase.
+
+**Why this priority**: Enables scalable development and separation of concerns; allows custom extensions without merge conflicts in core files.
+
+**Independent Test**: Create a simple "Hello World" plugin file, place it in the plugins folder, and verify it appears in the list of available tasks in the CLI/Web UI.
+
+**Acceptance Scenarios**:
+
+1. **Given** a valid plugin file in the `plugins/` directory, **When** the application starts, **Then** the plugin is automatically registered and listed as an available capability.
+2. **Given** a plugin with specific configuration requirements, **When** I select it in the UI, **Then** the UI dynamically generates a form for those parameters.
+3. **Given** an invalid or broken plugin file, **When** the application starts, **Then** the system logs an error but continues to function for other plugins.
+
+---
+
+## Requirements *(mandatory)*
+
+### Functional Requirements
+*All functional requirements are covered by the Acceptance Scenarios in the User Stories section.*
+
+- **FR-001**: System MUST provide a Python-based web server (backend) to expose existing tool functionality via API.
+- **FR-002**: System MUST provide a Single Page Application (SPA) frontend built with Svelte.
+- **FR-003**: System MUST implement a plugin loader that scans a designated directory for Python modules matching a specific interface.
+- **FR-004**: The Web UI MUST communicate with the backend via REST or WebSocket API.
+- **FR-005**: The Web UI MUST display real-time logs/output from running tasks (streaming response).
+- **FR-006**: System MUST support multi-user hosted deployment with authentication via ADFS (Active Directory Federation Services).
+- **FR-007**: The Plugin interface MUST allow defining input parameters (schema) so the UI can auto-generate forms.
+
+### System Invariants (Constitution Check)
+
+- **INV-001**: Core logic (backup/migrate functions) must remain decoupled from the UI layer (can still be imported/used by CLI).
+- **INV-002**: Plugins must not block the main application thread (long-running tasks must be async or threaded).
+
+### Key Entities
+
+- **Plugin**: Represents an extension module with metadata (name, version), input schema, and an execution entry point.
+- **Task**: A specific execution instance of a Plugin or Core tool, having a status (Running, Success, Failed) and logs.
+
+## Success Criteria *(mandatory)*
+
+### Measurable Outcomes
+
+- **SC-001**: A new plugin can be added and recognized by the system without restarting (or with a simple restart) and without code changes to core files.
+- **SC-002**: Users can successfully trigger a Backup and Migration via the Web UI with 100% functional parity to the CLI.
+- **SC-003**: The Web UI loads and becomes interactive in under 1 second on local networks.
+- **SC-004**: Real-time logs in the UI appear with less than 200ms latency from the backend execution.

specs/001-plugin-arch-svelte-ui/tasks.md

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+# Tasks: Plugin Architecture & Svelte Web UI
+
+**Feature**: `001-plugin-arch-svelte-ui`
+**Status**: Planned
+
+## Dependencies
+
+1. **Phase 1 (Setup)**: Must be completed first to establish the environment.
+2. **Phase 2 (Foundational)**: Implements the core Plugin system and Backend infrastructure required by all User Stories.
+3. **Phase 3 (US1)**: Web Interface depends on the Backend API and Plugin system.
+4. **Phase 4 (US2)**: Dynamic Plugin System extends the core infrastructure.
+
+## Parallel Execution Opportunities
+
+- **US1 (Frontend)**: Frontend components (T013-T016) can be developed in parallel with Backend API endpoints (T011-T012) once the API contract is finalized.
+- **US2 (Plugins)**: Plugin development (T019-T020) can proceed independently once the Plugin Interface (T005) is stable.
+
+---
+
+## Phase 1: Setup
+
+**Goal**: Initialize the project structure and development environment for Backend (Python/FastAPI) and Frontend (Svelte/Vite).
+
+- [x] T001 Create backend directory structure (src/api, src/core, src/plugins) in `backend/`
+- [x] T002 Create frontend directory structure using Vite (Svelte template) in `frontend/`
+- [x] T003 Configure Python environment (requirements.txt with FastAPI, Uvicorn, Pydantic) in `backend/requirements.txt`
+- [x] T004 Configure Frontend environment (package.json with TailwindCSS) in `frontend/package.json`
+
+## Phase 2: Foundational (Core Infrastructure)
+
+**Goal**: Implement the core Plugin interface, Task management system, and basic Backend server.
+
+- [x] T005 [P] Define `PluginBase` abstract class and Pydantic models in `backend/src/core/plugin_base.py`
+- [x] T006 [P] Implement `PluginLoader` to scan and load plugins from directory in `backend/src/core/plugin_loader.py`
+- [x] T007 Implement `TaskManager` to handle async task execution and state in `backend/src/core/task_manager.py`
+- [x] T008 [P] Implement `Logger` with WebSocket streaming support in `backend/src/core/logger.py`
+- [x] T009 Create basic FastAPI application entry point with CORS in `backend/src/app.py`
+- [x] T010 [P] Implement ADFS Authentication middleware in `backend/src/api/auth.py`
+
+## Phase 3: User Story 1 - Web Interface (Priority: P1)
+
+**Goal**: Enable users to interact with tools via a web dashboard.
+**Independent Test**: Launch web server, navigate to dashboard, run a dummy task, view logs.
+
+- [x] T011 [US1] Implement REST API endpoints for Plugin listing (`GET /plugins`) in `backend/src/api/routes/plugins.py`
+- [x] T012 [US1] Implement REST API endpoints for Task management (`POST /tasks`, `GET /tasks/{id}`) in `backend/src/api/routes/tasks.py`
+- [x] T013 [P] [US1] Create Svelte store for Plugin and Task state in `frontend/src/lib/stores.js`
+- [x] T014 [P] [US1] Create `Dashboard` page component listing available tools in `frontend/src/pages/Dashboard.svelte`
+- [x] T015 [P] [US1] Create `TaskRunner` component with real-time log viewer (WebSocket) in `frontend/src/components/TaskRunner.svelte`
+- [x] T016 [US1] Integrate Frontend with Backend API using `fetch` client in `frontend/src/lib/api.js`
+
+## Phase 4: User Story 2 - Dynamic Plugin System (Priority: P2)
+
+**Goal**: Allow developers to add new functionality by dropping files.
+**Independent Test**: Add `hello_world.py` to plugins dir, verify it appears in UI.
+
+- [x] T017 [US2] Implement dynamic form generation component based on JSON Schema in `frontend/src/components/DynamicForm.svelte`
+- [x] T018 [US2] Update `PluginLoader` to validate plugin schema on load in `backend/src/core/plugin_loader.py`
+- [x] T019 [P] [US2] Refactor existing `backup_script.py` into a Plugin (`BackupPlugin`) in `backend/src/plugins/backup.py`
+- [x] T020 [P] [US2] Refactor existing `migration_script.py` into a Plugin (`MigrationPlugin`) in `backend/src/plugins/migration.py`
+
+## Final Phase: Polish
+
+**Goal**: Ensure production readiness.
+
+- [x] T021 Add error handling and user notifications (Toasts) in Frontend
+- [x] T022 Write documentation for Plugin Development in `docs/plugin_dev.md`
+- [ ] T023 Final integration test: Run full Backup and Migration flow via UI