skill-curator
- Repo stars 487
- Author updated Live
- Author repo vibecosystem
- Domain
- Engineering
- Compatible agents
-
- Claude Code
- Cursor
- Cline
- Codex
- Windsurf
- Gemini CLI
- +20
- Trust score
- 88 / 100 · community maintained
- Author / version / license
- @vibeeval · no license declared
- Token usage
- Lean
- Setup complexity
- Plug-and-play
- External API key
- Not required
- Operating systems
- Unspecified (assume cross-platform)
- Runtime requirements
- No special requirements
- Permissions
-
- Read-only
- Write / modify
- Network behavior
- Local-only
- Install commands
- 26 variants
Profile is derived at build time from SKILL.md and install vectors. Subject to drift from author intent.
Heads up: 未限定 allowed-tools,默认拥有全部工具权限。
---
name: skill-curator
description: Autonomous skill lifecycle manager. Reviews skill-compounder drafts, promotes high-confidence pa…
category: engineering
runtime: no special runtime
---
# skill-curator output preview
## PART A: Task fit
- Use case: Autonomous skill lifecycle manager. Reviews skill-compounder drafts, promotes high-confidence patterns, merges duplicates, archives low-quality drafts. Zero manual review required - runs on every session start..
- Inputs: target material, constraints, expected output, and acceptance criteria.
- Evidence boundary: follow “The Pipeline / Promotion Criteria / Archive Criteria” and do not present inference as author intent.
## PART B: Execution result
- **01** The card summarizes the use case; runtime output centers on “Autonomous skill lifecycle manager. Reviews skill-compounder drafts, promotes high-confidence patterns, merges duplicates, archives low-quality drafts. Zero manual review required - runs on every session start.”.
- **02** When the source has headings, the agent prioritizes “The Pipeline / Promotion Criteria / Archive Criteria” so the result follows the author’s structure.
- **03** Typical output includes task judgment, concrete steps, required commands or file edits, validation, and follow-up options.
- **04** Risk context follows the fingerprint: read files, write/modify files; mostly runs locally; usually needs no extra API key.
## Running Rules
- read files, write/modify files; mostly runs locally; usually needs no extra API key.
- Validate with a small sample before expanding scope.
- Return the result, validation criteria, and next iteration options. The source does not require a stable slash command. After installation, invoke the skill by name and describe the task.
Name target files or source material, expected output, forbidden changes, and whether network or shell access is allowed. Permission fingerprint: read files, write/modify files.
Start with a small task and check whether the result follows “The Pipeline / Promotion Criteria / Archive Criteria”. Inspect diffs, logs, previews, or tests before expanding scope.
Confirm the final output includes a concrete result, evidence, and next action. If it stays generic, tighten inputs, boundaries, and acceptance criteria.
---
name: skill-curator
description: Autonomous skill lifecycle manager. Reviews skill-compounder drafts, promotes high-confidence pa…
category: engineering
source: vibeeval/vibecosystem
---
# skill-curator
## When to use
- Autonomous skill lifecycle manager. Reviews skill-compounder drafts, promotes high-confidence patterns, merges duplica…
- Use it when the task has clear inputs, repeatable steps, and validation criteria.
## What to provide
- Target material, scope, expected result, and forbidden changes.
- Whether network, commands, file writes, or external services are allowed.
## Execution rules
- Organize steps around “The Pipeline / Promotion Criteria / Archive Criteria” and keep inference separate from source facts.
- read files, write/modify files; mostly runs locally; usually needs no extra API key.
- Validate with a small sample before expanding the task.
## Output requirements
- Return the deliverable, key evidence, validation method, and next action.
- Mark missing information as unknown; do not invent commands, platforms, or dependencies. The author source anchors workflow facts; repository files anchor sources and commands; Fluxly only adds fit, limitations, and quality judgment.
skill "skill-curator" {
input -> user goal + target files + boundaries + acceptance criteria
context -> The Pipeline / Promotion Criteria / Archive Criteria
rules -> SKILL.md triggers / order / output contract
runtime -> no special runtime | read files, write/modify files | mostly runs locally
guardrails -> usually needs no extra API key + small-sample validation + diff/log review
output -> copyable result + checklist + next iteration
} Skill Curator
Autonomous skill lifecycle system. Works in partnership with skill-compounder to close the loop: observe -> draft -> review -> promote.
The Pipeline
1. You work normally (no manual action needed)
2. skill-compounder (Stop hook) detects successful patterns
3. Draft written to ~/.claude/skills-drafts/
4. skill-curator (SessionStart hook) reviews all drafts
5. Drafts are either:
- PROMOTED to ~/.claude/skills/ (confidence >= 80, no duplicates)
- MERGED with existing similar skill
- ARCHIVED to ~/.claude/skills-drafts/archive/ (confidence < 50)
- KEPT in drafts for next review (50-79, needs more evidence)
Promotion Criteria
A draft is auto-promoted when ALL of these are true:
| Criterion | Threshold |
|---|---|
| Confidence | >= 80 |
| Occurrences | >= 3 (or category is error-recovery) |
| Uniqueness | Not duplicate of existing skill |
| Age | Less than 14 days old |
| Category | One of: repeated-workflow, error-recovery, domain-pattern |
Archive Criteria
A draft is auto-archived when ANY of these are true:
- Confidence < 50 (not reproducible)
- Age > 14 days without promotion (stale)
- Duplicate of existing promoted skill
Duplicate Detection
Before promoting, check against existing skills:
- Name match - exact directory name
- Category + description overlap - same category, 4+ keyword overlap
If duplicate found, either merge evidence into existing skill or archive.
Draft File Format
Drafts live in ~/.claude/skills-drafts/<name>.md:
---
name: pattern-abc123
description: "Procedural pattern: Read -> Edit -> Test -> Commit"
category: repeated-workflow
confidence: 85
occurrences: 7
source_session: s-xyz789
generated_at: 2026-04-12T03:45:00Z
status: draft
---
When promoted, status: draft becomes status: active.
Integration
- skill-compounder (Stop hook): Generates drafts from session observations
- self-learner: Provides error-pattern data that feeds skill-compounder
- canavar: Cross-trains all agents when skill is promoted
- layered-recall: Makes new skills queryable via Depth 1-3 pattern
Metrics
Tracked in ~/.claude/skill-evolution.jsonl:
- draft_generated_at
- promoted_at
- time_to_promotion
- usage_after_promotion
- retention_rate (still active after 30 days)
Safety
- No manual override needed - runs silently on session start
- No destructive actions - drafts/skills are moved, not deleted
- Rollback via git - all promoted skills are in git history
- High threshold - 80+ confidence prevents low-quality promotion
Decide Fit First
Design Intent
How To Use It
Boundaries And Review