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Get Started Free →Execute implementation tasks from design documents using markdown checkboxes. Use when (1) implementing features from feature-design-assistant output, (2) resuming interrupted work, (3) batch executing tasks. Triggers on 'start implementation', 'run tasks', 'resume'.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | -11% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -31% | 0% |
| case-06 | ✗→✓ | ▲ Improved | -5% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 13% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -6% | 0% |
Execute implementation tasks directly from design documents. Tasks are managed as markdown checkboxes - no separate session files needed.
bash# Get next task python3 scripts/task_manager.py next --file <design.md> # Mark task completed python3 scripts/task_manager.py done --file <design.md> --task "Task Title" # Mark task failed python3 scripts/task_manager.py fail --file <design.md> --task "Task Title" --reason "..." # Show status python3 scripts/task_manager.py status --file <design.md>
Tasks are written as markdown checkboxes in the design document:
markdown## Implementation Tasks - [ ] **Create User model** `priority:1` `phase:model` - files: src/models/user.py, tests/models/test_user.py - [ ] User model has email and password_hash fields - [ ] Email validation implemented - [ ] Password hashing uses bcrypt - [ ] **Implement JWT utils** `priority:2` `phase:model` - files: src/utils/jwt.py - [ ] generate_token() creates valid JWT - [ ] verify_token() validates JWT - [ ] **Create auth API** `priority:3` `phase:api` `deps:Create User model,Implement JWT utils` - files: src/api/auth.py - [ ] POST /register endpoint - [ ] POST /login endpoint
See references/task-format.md for full format specification.
LOOP until no tasks remain:
1. GET next task (task_manager.py next)
2. READ task details (files, criteria)
3. IMPLEMENT the task
4. VERIFY acceptance criteria
5. UPDATE status (task_manager.py done/fail)
6. CONTINUECompleted task:
markdown- [x] **Create User model** `priority:1` `phase:model` ✅ - files: src/models/user.py - [x] User model has email field - [x] Password hashing implemented
Failed task:
markdown- [x] **Create User model** `priority:1` `phase:model` ❌ - files: src/models/user.py - [ ] User model has email field - reason: Missing database configuration
To resume interrupted work, simply run again with the same design file:
/feature-pipeline docs/designs/xxx.mdThe task manager will find the first uncompleted task and continue from there.
This skill is typically triggered after /feature-analyzer completes:
User: /feature-analyzer implement user auth
Claude: [designs feature, generates task list]
Design saved to docs/designs/2026-01-02-user-auth.md
Ready to start implementation?
User: Yes / 开始实现
Claude: [executes tasks via task-execution-engine]Other measured skills in the registry, with their headline benchmark lift.