tune
SolidProcess the issue-to-pr friction log into concrete skill/script improvements. Reads .claude/issue-to-pr/friction.log, proposes batched edits with evidence, and applies them on your approval. Run it when the log has built up.
Install
Quality Score: 81/100
Skill Content
Details
- Author
- DmitriyYukhanov
- Repository
- DmitriyYukhanov/claude-plugins
- Created
- 6 months ago
- Last Updated
- 4 days ago
- Language
- Shell
- License
- MIT
Integrates with
Bundled in these plugins
Similar Skills
Semantically similar based on skill content — not just same category
skill-tuning-loop
Empirically test whether a lacquer skill needs an edit by mining real session transcripts for friction, proposing a bounded fix, and validating it against held-out cases before it ships. Use when a skill in core/skills/ or profiles/*/skills/ keeps getting corrected in practice, when triaging a scheduled tuning-pass PR, or when skill-authoring-standard's manual rubric isn't enough to tell whether a proposed edit actually helps. Distinct from skill-authoring-standard (a static prose rubric checked by a human) — this is an empirical, evidence-gated loop checked by rollouts.
tune
Harness retro — turn recurring agent mistakes into one-line fixes. Mines recent session transcripts (plus the bugfix log and past runs) for repeated corrections, permission friction, and rules that get violated anyway, then proposes ranked changes one at a time: a CLAUDE.md rule, an allowlist entry, a script replacing repeated prose, a new-skill candidate, or a deletion that no longer earns its context cost. Nothing applies without approval; accepted/rejected findings persist in out/tune/learnings.md. Use when the user says "/tune", "improve my setup", "why does claude keep doing X", or after a frustrating session. done's one-line retro catches one lesson at ship time; tune is the periodic audit of the whole harness.
claudemd-review
Use right after being corrected on something a CLAUDE.md file should already have told you, when explicitly asked to review CLAUDE.md, or periodically after a session with a lot of back-and-forth — reviews THIS conversation for friction and proposes a bounded CLAUDE.md edit. A lightweight, single-session complement to skill-tuning-loop (which mines many sessions and validates a proposal against held-out cases before surfacing it — reach for that instead when the ask is "make this systematic," not "check right now"). Own version of the dx plugin's `/dx:review-claudemd`.