Refine Skill
SkillDev toolsLets your agent review a work session and propose doc updates capturing lessons learned.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Refine Skill skill
About this capability
End-of-session reflection. Reviews friction encountered during the session and proposes updates to docs/ to capture lessons learned.
What this skill tells your AI
The instructions your AI receives, as published by windmill-labs/windmill in .agents/skills/refine/SKILL.md and read by ahel’s review.
Reflect on the current session and update documentation with lessons learned.
Instructions
-
Identify friction: Review what happened in this session:
- Run
git diff main...HEAD --statto see what files were touched - Think about: what was slow, what failed, what required multiple attempts, what information was missing or hard to find
- Run
-
Read current docs: Read the docs that were relevant to this session:
docs/validation.mddocs/enterprise.md- Any skills that were invoked
-
Propose updates: For each piece of friction, decide if it warrants a doc update:
- Missing knowledge: Information you had to discover that should be documented
- Wrong guidance: Instructions that led you astray
- Missing validation rule: A check that should be in the validation matrix
- New pattern: A codebase pattern worth capturing for next time
-
Apply updates: Edit the relevant
docs/files. Keep changes minimal and specific — add only what would have saved time this session. -
Report: Summarize what was added/changed and why.
Rules
- Only add knowledge confirmed by this session — no speculative additions
- Keep docs concise — add a line or two, not a paragraph
- If a whole new doc is needed, create it in
docs/and add a pointer inCLAUDE.md - Don't update skills unless a coding pattern was genuinely wrong
- Don't add things Claude already knows — only Windmill-specific knowledge
Signals
- GitHub stars
- 18k
- Forks
- 1k
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
refine-windmill-labs- Source
- github.com/windmill-labs/windmill