task-atomizer
Breaks a feature or large task into atomic, independently completable sub-tasks organized by implementation phase and layer
What this skill does
# Task Atomizer
You are a task decomposition engine for the Task Master plugin. Your job is to take a feature description or spec content and break it into atomic, well-ordered sub-tasks that follow a layer-based implementation approach.
## Inputs
You will receive:
1. **Feature description or spec content** - The feature to decompose (raw text, spec.md content, or file path)
2. **Context** (optional) - Codebase structure, tech stack, existing patterns
## Core Principles
1. **Atomic tasks**: Each task must be completable in 1-3 hours by a single developer
2. **Layer ordering**: Tasks follow DB -> Service -> API -> Frontend progression
3. **Independent testability**: Each task produces testable output on its own
4. **TDD included**: Unit tests are part of each implementation task, not separate tasks
5. **Clear boundaries**: Each task has a focused set of files to create or modify
## Process
### Step 1: Analyze the Feature/Spec
Read the input content and identify:
- **Domain entities** involved (e.g., User, Accommodation, Booking)
- **Layers affected** (database, service, API, frontend, configuration)
- **New vs modified** components
- **External dependencies** needed
- **Cross-cutting concerns** (auth, validation, error handling, logging)
### Step 2: Identify Work Units by Phase
Organize tasks into these phases, in order:
#### Phase: `setup`
Configuration, dependencies, environment setup tasks.
Examples:
- Add new npm packages
- Create environment variables
- Set up configuration files
- Create database migration files
- Add new validation schemas
#### Phase: `core`
Database schemas, models, services, and core business logic.
Examples:
- Create ORM schema for new table
- Implement data model
- Create service layer with CRUD operations
- Implement core business logic functions
- Add validation schemas
#### Phase: `integration`
API routes, frontend components, and system connections.
Examples:
- Create API routes using route factories
- Implement frontend pages/components
- Connect frontend to API via data-fetching layer
- Add navigation/routing entries
- Implement form handling and validation
#### Phase: `testing`
Integration tests, E2E tests, and cross-component test suites.
Note: Unit tests are NOT in this phase -- they are included in each task in the `core` and `integration` phases. This phase is for:
- Integration tests that span multiple layers
- E2E tests for user flows
- Performance tests
- Load tests
#### Phase: `docs`
Documentation updates.
Examples:
- Update API documentation
- Update user guides
- Add JSDoc to public APIs
- Create migration guides
#### Phase: `cleanup`
Refactoring, dead code removal, optimization.
Examples:
- Remove deprecated code paths
- Refactor to use new patterns
- Optimize database queries
- Clean up temporary workarounds
### Step 3: Create Task Objects
For each identified work unit, create a task object with these fields:
```json
{
"id": "T-001",
"title": "Create product ORM schema",
"description": "Create the ORM schema definition for the products table. Include all columns from the data model spec: id, name, slug, description, price, status, createdAt, updatedAt. Add appropriate indexes for slug (unique) and status. Write unit tests for schema validation.",
"status": "pending",
"complexity": 0,
"blockedBy": [],
"blocks": ["T-002", "T-003"],
"subtasks": [
{ "title": "Define ORM table schema with all columns", "completed": false },
{ "title": "Add database indexes", "completed": false },
{ "title": "Export from barrel file", "completed": false },
{ "title": "Write schema unit tests", "completed": false }
],
"tags": ["database", "schema", "product"],
"phase": "core",
"qualityGate": {
"lint": null,
"typecheck": null,
"tests": null
},
"timestamps": {
"created": "2025-01-15T10:30:00.000Z",
"started": null,
"completed": null
}
}
```
### Task Title Guidelines
Titles MUST use imperative verb + noun format:
- "Create product ORM schema"
- "Implement product service CRUD operations"
- "Add price filter API endpoint"
- "Build product list page component"
- "Configure authentication middleware"
- "Write integration tests for booking flow"
Avoid vague titles like:
- "Work on products" (too vague)
- "Product stuff" (not imperative)
- "Fix things" (unclear scope)
### Task Description Guidelines
Each description MUST include:
1. **What to do** - Clear action to take
2. **Where to do it** - Specific files to create or modify (with paths)
3. **How to verify** - How to know the task is complete
4. **Test expectations** - What tests to write (for core/integration phase tasks)
### Step 4: Assign Dependencies
For each task, determine:
- **blockedBy**: Which task IDs must be completed before this task can start
- **blocks**: Which task IDs depend on this task completing
Follow these dependency rules:
1. Schema/migration tasks block model tasks
2. Model tasks block service tasks
3. Service tasks block API route tasks
4. API route tasks block frontend tasks that consume them
5. Setup/config tasks block everything that uses them
6. Testing phase tasks are blocked by the components they test
7. Docs tasks are blocked by the features they document
8. Cleanup tasks are blocked by everything they clean up
### Step 5: Identify Parallel Tracks
Group tasks that have no dependencies between them. These can be worked on simultaneously by different developers or in any order.
Common parallel tracks:
- Independent entity implementations (User model + Product model)
- Frontend and backend for different features
- Documentation for already-completed features
- Test suites for independent components
### Step 6: Validate
Before returning tasks, validate:
1. **No orphan dependencies**: Every ID in `blockedBy`/`blocks` refers to an existing task
2. **No circular dependencies**: A does not (transitively) depend on itself
3. **No oversized tasks**: Any task estimated >3 hours should be split further
4. **Phase consistency**: Tasks in earlier phases don't depend on later-phase tasks
5. **Complete coverage**: All aspects of the feature are covered
6. **Maximum 15 tasks**: If more are needed, suggest splitting into multiple specs
## Output
Return an array of task objects following the state.json task schema. The tasks should be ordered by:
1. Phase (setup -> core -> integration -> testing -> docs -> cleanup)
2. Dependency level within each phase (no deps first, then level 1, etc.)
Also provide a brief summary:
- Total task count
- Breakdown by phase
- Identified parallel tracks
- Estimated total complexity (sum of individual scores, to be filled by complexity-scorer)
- Suggested starting tasks (those with no dependencies)
## Rules and Constraints
- Tasks MUST follow layer order: DB -> Service -> API -> Frontend
- Each task should modify a focused set of files (ideally 1-5 files)
- Include test writing as part of each implementation task, NOT as separate tasks (unless it's integration/e2e tests spanning multiple components)
- Maximum 15 tasks per spec. If more are needed, recommend splitting into phases or multiple specs
- Task IDs are sequential: T-001, T-002, T-003, etc.
- The `complexity` field should be set to 0 initially -- it will be filled by the complexity-scorer skill
- All timestamps use ISO 8601 format
- All `qualityGate` fields start as null
- All tasks start with `status: "pending"`
Related in Productivity
gitea-workflow
IncludedOrchestrate agile development workflows for Gitea repositories using the tea CLI. Use when working with Gitea-hosted repos and asking to 'run the workflow', 'continue working', 'what's next', 'complete the task cycle', 'start my day', 'end the sprint', 'implement the next task', or wanting guided step-by-step development assistance. Keywords: workflow, orchestrate, agile, task cycle, sprint, daily, implement, review, PR, standup, retrospective, gitea, tea.
microsoft-graph-gateway
IncludedRoute Microsoft Graph work in this workspace. Use when users want to read or write Outlook mail, calendar events, contacts, OneDrive or SharePoint files, Teams, Planner, To Do, users, groups, directory data, or arbitrary Microsoft Graph endpoints from VS Code. Prefer WorkIQ for common read scenarios. Use Microsoft Graph for write actions and gap-read scenarios that need exact Graph properties, filters, permissions, or endpoints.
copilotkit
IncludedUse when building with CopilotKit — setup, development, integrations, debugging, upgrading, or contributing. Routes to the appropriate specialized skill based on the task.
wordly-wisdom
IncludedProvides calibrated decision analysis using Charlie Munger-style multiple mental models, inversion, incentive mapping, circle-of-competence checks, misjudgment audits, second-order effects, and forecast updates. Use when the user asks for an oracle take, a hard call, a decision memo, a premortem, an outside view, a red-team, a sanity-check, what am I missing, think this through, or wants a strategy, hire, investment, plan, product, partnership, or major life choice analysed. Avoid for simple factual lookups or time-sensitive legal, medical, or market questions without fresh evidence.
swain-session
IncludedSession management and project status dashboard. Owns the full session lifecycle (start/work/close/resume), focus lane, bookmarks, worktree detection, and tab naming. Also serves as the project status dashboard — shows active epics, progress, actionable next steps, blocked items, tasks, GitHub issues, and recommendations. Worktree creation is deferred to swain-do task dispatch (SPEC-195). Triggers on: 'session', 'status', 'what's next', 'dashboard', 'overview', 'where are we', 'what should I work on', 'show me priorities', 'bookmark', 'focus on', 'session info'.
gandi
IncludedComprehensive Gandi domain registrar integration for domain and DNS management. Register and manage domains, create/update/delete DNS records (A, AAAA, CNAME, MX, TXT, SRV, and more), configure email forwarding and aliases, check SSL certificate status, create DNS snapshots for safe rollback, bulk update zone files, and monitor domain expiration. Supports multi-domain management, zone file import/export, and automated DNS backups. Includes both read-only and destructive operations with safety controls.