Openclaw Skill Self Improvement

Prompts

Health, eval, and regression system for continuously improving OpenClaw skills. Use when creating, auditing, or maintaining AgentSkills to ensure quality, detect duplicates, prevent routing regressions, and keep the skill registry clean. Triggers on: "audit skills", "skill health check", "routing eval", "duplicate skill", "dark skill", "skill regression", "improve skill system".

Install

openclaw skills install openclaw-skill-self-improvement

OpenClaw Skill Self Improvement

A health, eval, and regression system for continuously improving OpenClaw skills.

Goal

Turn skill quality from an occasional cleanup task into a repeatable health loop.

What it does

1. Skill Health Check

Scans all workspace and system skills to detect:

Duplicate skills: skills with highly similar names/descriptions
Dark skills: skills with no recent usage signals
Stale skills: skills unused for extended periods

2. Routing Eval

Runs evaluation cases against a keyword-weighted router to verify:

Correct skills trigger for given inputs
Wrong skills don't accidentally trigger
Pass rate tracking over time

3. Daily Heartbeat

Automated daily run that:

Executes health check + eval
Compares against previous run
Generates human-readable summary
Surfaces changes and recommended actions

Usage

Run health check

node scripts/skill-health-check.mjs /path/to/workspace

Run routing eval

node scripts/routing-eval-runner.mjs /path/to/workspace

Run daily heartbeat

node scripts/daily-health-heartbeat.mjs /path/to/workspace

Output files

.learnings/skill-health-report.json
.learnings/routing-eval-report.json
.learnings/daily-skill-health-summary.txt
.learnings/skill-health-history.json

Current status

Total skills scanned: 122 (workspace + system)
Duplicate pairs: 1 (false positive)
Dark skills: 0
Eval pass rate: 100% (8/8)

Files

scripts/skill-health-check.mjs — duplicate and dark skill detection
scripts/routing-eval-runner.mjs — routing evaluation runner
scripts/daily-health-heartbeat.mjs — daily automation
references/routing-evals.json — evaluation case definitions

License

MIT