Language-agnostic AI knowledge registry for Technical Project Management, PRDs, PRD review, Software Architecture planning, Task breakdown, Estimation, Risk assessment, Status reporting, Backlog prioritization, Sprint planning, Retrospectives, and Agile ticket generation. Uses Markdown + Front-matter architecture.
95
97%
Does it follow best practices?
Impact
95%
1.03xAverage score across 10 eval scenarios
Passed
No known issues
/tasks/tasks-[feature-name].mdCRITICAL RULE: Explicitly detect and list the project's conventions before generating tasks:
# Source dir candidates
ls -d src/ lib/ app/ 2>/dev/null | head -1
# Test dir candidates
ls -d tests/ test/ spec/ __tests__/ 2>/dev/null | head -1# Check for common doc tools
grep -q 'typedoc\|jsdoc' package.json 2>/dev/null && echo typedoc
grep -q 'sphinx\|mkdocs' pyproject.toml requirements.txt 2>/dev/null && echo sphinx/mkdocs
ls Doxyfile rustdoc 2>/dev/nullCRITICAL: Verify the detected test command works before proceeding. Use the TEST_COMMANDS.md lookup table.
Run the detected command. If it fails, ask the user to confirm: "Detected test command: [command]. Is this correct?" Only proceed if tests execute successfully.
Break down the feature/PRD into implementation tasks:
Identify User-Visible Behaviors
Apply First-Slice Heuristics — Choose the smallest slice that proves behavior:
| Project Type | First Slice |
|---|---|
| Web App / API Service | Request/integration test |
| Service / Domain logic | Service or unit test |
| Background Job | Job/worker test |
| External Integration | Client/fetcher layer test |
| Library / SDK | Public API test |
Create Parent Task Groups — Group related behaviors with TDD quadruplets.
Create /tasks/tasks-[feature-name].md using the TASK_TEMPLATES.md template.
Review Generated Tasks
Verify Test Integration
docs
evals
scenario-1
scenario-2
scenario-3
scenario-4
scenario-5
scenario-6
scenario-7
scenario-8
scenario-9
scenario-10
skills
backlog
prioritize-backlog
ceremony
create-retrospective
plan-sprint
prd
create-prd
review-prd
task-management
estimate-tasks
generate-tasks
plan-tickets