Define what to build. Transform a problem into testable requirements with acceptance criteria.
Validate and complete session logs before commit. Auto-populates session end evidence (commit SHA, lint results, memory updates) and runs validation. Use when finishing a session, before committing, or when session validation fails. Do NOT use to create a new…
Create protocol-compliant JSON session logs with verification-based enforcement. Autonomous operation with auto-incremented session numbers and objective derivation from git state. Use when starting any new session. Use when you say "start a session", "create…
Session management and protocol compliance skills. Use Test-InvestigationEligibility to check if staged files qualify for investigation-only QA skip per ADR-034 before committing with 'SKIPPED investigation-only' verdict. Use for mid-session protocol…
Load-bearing design decisions for this repo as a contract you check before changing anything. Covers the asymmetric generation seam, source-of-truth per tree, hook runtime failure policy, memory tiers, plugin surfaces, invariants, and known-weak points. Use…
Operate the ai-agents generation and release machinery, covering the seven build_all.py generators, generate_agents.py, sync_plugin_lib.py, the drift gates, the version-free plugin manifests, and the npm publish path. Use when you say `regenerate the…
Analyze skill content for optimal placement (Skill vs Passive Context vs Hybrid), compress markdown to pipe-delimited format (60-80% token reduction), and validate compliance against the decision framework. Passive context wins for what the model cannot know…
Execute GitHub operations (PRs, issues, milestones, labels, comments, merges) using Python scripts with structured output and error handling. Use when working with pull requests, issues, review comments, CI checks, or milestones instead of raw gh. Use when…