description: create, refine, review, or retire reusable skills at expert level
Read CLAUDE.md, then read LLM_WIKI_MEMORY.md if present, SKILL_CREATION_AT_EXPERT_LEVEL.md if present, .llm-wiki/config.json, wiki/index.md, wiki/skills/index.md, and recent wiki/log.md.
Create or update a reusable skill from the current task, trajectory, or evidence:
- if the local skill MCP server is available, call
skill_lookupbefore exploring - for long tasks or expensive exploration, call
skill_reflectorskill_pipeline_runfirst so the important context is captured as a reducer packet plus artifact refs - call
skill_validatebefore direct save when the candidate is non-trivial, likely duplicated, or needs explicit review - use
skill_propose,skill_feedback, orskill_retirefor lifecycle operations - search for existing related skills first
- write or update the skill page under
wiki/skills/active/ - append reasoned review notes under
wiki/skills/feedback/when the task is feedback-driven - retire the skill into
wiki/skills/retired/when evidence shows it is unsafe or the score should fall below the retirement threshold - update
wiki/skills/index.md - append a
skillentry towiki/log.md
Skill requirements:
- optimize for learn-once, reuse-forever shortcuts
- include trigger, preconditions, fast path, failure modes, and evidence
- run a privacy gate before saving
- validate duplicates before saving, and merge deltas when overlap is strong
- for long tasks, capture a strong middle-manager reducer packet with an explicit
route_decision - prefer a 1-3 call reusable recipe over verbose narrative
- mark HTTP upgrade candidates explicitly, but do not claim them without evidence
Routing:
- use
pk-qmdfor repo-local evidence retrieval and prior skill lookup - use
pk-qmdfirst when the right prompt, note, file, or skill page is not known yet - use
GitVizzwhen repo topology or API context sharpens the reusable recipe - use
brvonly for durable user or workflow preferences that materially affect the skill - if
pk-qmdandbrvconflict, trust current source evidence
Return:
- stack/config used
- files read
- files changed
- what changed
- unresolved questions
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