技能 Curator

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解读按原文结构重写，命令、链接、术语均保留；右侧可核对作者原始 SKILL.md

原文结构

The Pipeline：原文以此为独立章节。
Promotion Criteria：A draft is auto-promoted when ALL of these are true: Criterion · Threshold Confidence · >= 80
Archive Criteria：A draft is auto-archived when ANY of these are true: Confidence < 50 (not reproducible) Age > 14 days without promotion (stale)

适用与边界

当前原文没有单列适用场景。
当前原文没有单列不适用场景或限制。

原文中的明确线索

要点：「Name match」、「Category + description overlap」、「skill-compounder」、「self-learner」、「canavar」、「layered-recall」、「No manual override needed」、「No destructive actions」
文件与命令：skill-compounder、~/.claude/skills-drafts/<name>.md、status: draft、status: active、~/.claude/skill-evolution.jsonl

流狐整理：以上内容来自当前 SKILL.md 的章节与原词；未补写作者没有声明的工具、兼容性或能力。

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

流狐档案作者与许可取自来源；运行、权限和网络为流狐检测或估算

流狐分类: 工程开发
作者声明 Agent: 未找到明确声明；不据此推断已兼容或已测试
静态检查: 88 / 100 · 启发式扫描，不代表运行安全
作者 / 版本 / 许可: @vibeeval · 未声明 license
流狐 Token 估算: 低消耗
流狐接入估算: 即装即用
是否需要外部 API Key: 未发现要求
检测到的系统要求: 未声明
底层运行要求: 未声明
检测到的文件与系统行为: 只读
允许写入 / 修改
检测到的网络行为: 仅限本地
安装命令数: 无（仅作为资料）

档案由构建时根据 SKILL.md 与安装命令自动衍生，可能与作者实际意图存在差异。

需要注意： 未限定 allowed-tools，默认拥有全部工具权限。

输出预览 skill-curator.preview

作者没有在当前 SKILL.md 中定义固定输出样例。

SKILL.md SKILL.md

# 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:
1. **Name match** - exact directory name
2. **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`:

```yaml
---
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
---
```

…

证据边界与执行链路

作者原文负责流程事实；流狐只索引当前章节、要点、文件与命令。

章节    -> The Pipeline → Promotion Criteria → Archive Criteria → Duplicate Detection → Draft File Format → Integration
要点    -> Name match · Category + description overlap · skill-compounder · self-learner · canavar · layered-recall · No manual override needed · No destructive actions
文件/命令 -> skill-compounder · ~/.claude/skills-drafts/<name>.md · status: draft · status: active · ~/.claude/skill-evolution.jsonl
内容 SHA-256 -> 7d53a7d753af