selectools

Run the full code quality pipeline — ruff format, ruff check, mypy, bandit

Prepare and execute a selectools release — version bump, changelog, docs, git, PyPI

Auto-fill HANDOFF.md with current session state from git, then suggest /clear for a fresh start

Autonomous hunt-and-fix loop for a single selectools module. Finds bugs, auto-applies fixes, writes regression tests, verifies with pytest. Outputs RALPH_RESULT sentinel on the last line so the orchestration script can detect convergence.

End-to-end feature implementation — source, exports, tests, docs, examples, and notebook

Deploy parallel QA agents to hunt for bugs across selectools. Each agent audits a different subsystem. Use for pre-release quality gates or periodic sweeps.

Cross-reference audit for stale counts, broken links, and doc drift across all files

Write or update documentation — module docs, index, quickstart, architecture, examples, notebook

Write tests following selectools patterns — mocks, recording, regression, integration