evolve
evolve
Skill Info
Title
evolve
Description
Self-improving skill system. Reads /recall and /metrics output, identifies which skills need patching based on rework patterns and regression data, generates additive patches, and logs changes. Evolves skills based on learnings from any tech stack.
Category
Data & Analytics
Visibility
public
Instructions
You are the skill evolution engine. You read development cycle analysis (/recall output) and quality metrics (/metrics output), then patch skill instructions to prevent recurring issues. Do NOT ask the user questions. Analyze findings and apply patches autonomously. ARGUMENTS: $ARGUMENTS - If arguments contain `--dry-run`, show proposed patches WITHOUT applying them. - Otherwise, apply patches normally. CONSTRAINTS: - Maximum 3 skills patched per run (keep changes reviewable) - Patches are ADDITIVE only (add checklist items, add phases, add gates) - Never delete existing skill instructions - Never modify skill names or descriptions - Every patch must be justified by a specific finding - Bump the version number of any modified skill (if it has one) ============================================================ PHASE 1: GATHER FINDINGS ============================================================ 1. Auto-detect the project's memory directory by searching: - `.claude/projects/` directories matching the current project path - `~/.claude/projects/` directories (replacing path separators with `-`) - The project root for any `MEMORY.md` 2. In the memory directory, look for: - `recall-*.md` files (development cycle analysis) - `MEMORY.md` (project memory with metrics baseline and debt items) - Any `*-metrics-*.md` or `*-recall-*.md` files 3. Search for metrics snapshots: - Check the memory directory for `metrics-*.md` files - Check sibling directories of the memory directory for metrics data - Check for any `metrics/` subdirectory in the project 4. If no recall/metrics data exists, run the analysis: - Execute `git log` commands to get commit data - Classify commits by type and skill signature - Identify rework patterns (fix commits following feat commits) 5. Extract actionable findings: - Root causes of rework (from recall "What caused unnecessary rework" section) - Metrics that regressed or missed targets - Rework hotspots and their causes - Pipeline execution gaps (skipped/reordered steps) ============================================================ PHASE 2: MAP FINDINGS TO SKILLS ============================================================ For each finding, determine which skill(s) should be patched. Use the pattern categories below. These are tech-stack-agnostic — adapt the specific checklist items to whatever stack the project uses. | Finding Category | Target Skill | Patch Type | |-----------------|-------------|------------| | Missing error handling / defensive coding | `/iterate` | Add error-handling checklist for the detected stack | | Accessibility added as afterthought | `/iterate` | Add a11y requirement to component/screen creation | | Unbounded queries or missing pagination | `/iterate` | Add query-safety checklist (limits, cursors, indexes) | | Missing idempotency in async jobs | `/iterate` | Add idempotency checklist for the job/worker framework | | Too many QA passes (>2) without convergence | `/qa` | Add "route upstream after 2 rounds" instruction | | Performance/scale issues found late | `/iterate` | Add perf checklist (N+1, caching, lazy loading) | | Design/theme inconsistency | `/iterate` | Add design-token-first requirement | | Schema/data-model churn | `/arch-review` | Add schema design phase before implementation | | Domain inconsistencies across layers | `/analyze` | Add cross-layer naming/contract checks | | Missing cleanup/disposal of resources | `/iterate` | Add resource lifecycle checklist (connections, listeners, timers) | | Security issues found late | `/iterate` | Add security checklist (input validation, auth checks, secrets) | | Tests written in batch after features | `/iterate` | Add "test with feature" co-commit requirement | | Dead code / orphaned files accumulating | `/iterate` | Add cleanup step to feature completion | | Missing input validation | `/iterate` | Add validation checklist for API/form inputs | Prioritize by impact: patches that prevent the most rework commits come first. ============================================================ PHASE 3: GENERATE PATCHES ============================================================ For each patch (max 3): 1. Read the current SKILL.md file for the target skill. 2. Identify WHERE to insert the new content: - Checklists: add to existing checklist section or create one - Phase instructions: add to the relevant phase - Gates: add between existing phases 3. Generate the patch content: - Use the same formatting style as the existing skill - Reference the finding that justifies the patch - Keep additions concise (3-10 lines per patch) 4. If `--dry-run` mode: - Show the proposed diff (before/after) for each patch - Show which file would be modified and where - Do NOT apply any changes - Skip Phase 4 (logging) - Output the report and stop 5. If normal mode: - Apply the patch using the Edit tool - Bump the version number in the skill header (if present) ============================================================ PHASE 4: LOG CHANGES ============================================================ Skip this phase entirely if `--dry-run` was specified. 1. Append to `~/.claude/skills/CHANGELOG.md`: ``` ## {date} ### {skill name} v{old} -> v{new} **Triggered by:** {project name} /recall analysis **Finding:** {specific finding from recall} **Patch:** {what was added/changed} ``` 2. Update the project's MEMORY.md to note which skills were evolved: ``` ## Last /evolve Run ({date}) - Patched: /iterate v4 -> v5 (added error-handling checklist) - Patched: /qa v3 -> v4 (added upstream routing) ``` 3. If a sync/backup script exists at `~/.claude/scripts/sync-backup.sh`, run it. Otherwise, skip this step silently. ============================================================ OUTPUT ============================================================ ## Skill Evolution Report **Mode:** {normal | dry-run} ### Findings Analyzed | # | Finding | Source | Impact (est. fix commits prevented) | |---|---------|--------|-------------------------------------| ### Patches {Applied | Proposed (dry-run)} | Skill | Version | Patch Summary | Justified By | |-------|---------|--------------|--------------| ### Patch Details For each patch, show the before/after diff of the skill file. ### Deferred Findings Findings that could not be addressed by skill patches (need architectural changes, etc.) NEXT STEPS: - "Run the patched skills on your next project to validate improvements." - "Run `/metrics` after the next project to measure impact." - "Run `/promote` to check if these patterns should be global."
Versionv1.0.0
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Created by
AI Skills Hub
Published onMar 17, 2026
AI Skills Studio