技能进化管理器：AI技能自动优化与版本控制工具

skill-evolution by yonatangross/orchestkit

104 周安装量

140 GitHub Stars

GitHub

安装命令

npx skills add https://github.com/yonatangross/orchestkit --skill skill-evolution

AI/机器学习自动化版本控制

🇨🇳中文介绍

技能进化管理器

使技能能够根据使用模式、用户编辑和成功率自动改进。提供具备安全回滚能力的版本控制。

概述

审查技能在各会话中的表现
识别用户对技能输出进行编辑的模式
将学习到的改进应用于技能模板
回滚有问题的技能更改
跟踪技能版本历史和成功率

快速参考

命令	描述
`/ork:skill-evolution`	显示所有技能的进化报告
`/ork:skill-evolution analyze <skill-id>`	分析特定技能的模式
`/ork:skill-evolution evolve <skill-id>`	审查并应用建议
`/ork:skill-evolution history <skill-id>`

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COLLECT                    ANALYZE                    ACT
───────                    ───────                    ───
┌─────────────┐           ┌─────────────┐           ┌─────────────┐
│ PostTool    │──────────▶│ Evolution   │──────────▶│ /ork:skill- │
│ Edit        │  patterns │ Analyzer    │ suggest   │ evolution   │
│ Tracker     │           │ Engine      │           │ command     │
└─────────────┘           └─────────────┘           └─────────────┘
     │                          │                          │
     ▼                          ▼                          ▼
┌─────────────┐           ┌─────────────┐           ┌─────────────┐
│ edit-       │           │ evolution-  │           │ versions/   │
│ patterns.   │           │ registry.   │           │ snapshots   │
│ jsonl       │           │ json        │           │             │
└─────────────┘           └─────────────┘           └─────────────┘

文件	用途	格式
`.claude/feedback/edit-patterns.jsonl`	原始编辑模式事件	JSONL（仅追加）
`.claude/feedback/evolution-registry.json`	聚合的建议	JSON
`.claude/feedback/metrics.json`	技能使用指标	JSON
`skills/<cat>/<name>/versions/`	版本快照	目录
`skills/<cat>/<name>/versions/manifest.json`	版本元数据	JSON

文件	内容
`evolution-commands.md`	子命令实现、shell 命令和示例输出
`evolution-analysis.md`	进化分析方法论
`version-management.md`	版本管理指南

文件	内容
`pattern-detection-heuristics.md`	编辑模式类别和正则表达式检测
`confidence-scoring.md`	建议阈值和置信度标准
`auto-evolution-triggers.md`	安全机制和触发条件

🇺🇸English

Skill Evolution Manager

Enables skills to automatically improve based on usage patterns, user edits, and success rates. Provides version control with safe rollback capability.

Overview

Reviewing how skills are performing across sessions
Identifying patterns in user edits to skill outputs
Applying learned improvements to skill templates
Rolling back problematic skill changes
Tracking skill version history and success rates

Quick Reference

Command	Description
`/ork:skill-evolution`	Show evolution report for all skills
`/ork:skill-evolution analyze <skill-id>`	Analyze specific skill patterns
`/ork:skill-evolution evolve <skill-id>`	Review and apply suggestions
`/ork:skill-evolution history <skill-id>`	Show version history
`/ork:skill-evolution rollback <skill-id> <version>`	Restore previous version

How It Works

The skill evolution system operates in three phases:

COLLECT                    ANALYZE                    ACT
───────                    ───────                    ───
┌─────────────┐           ┌─────────────┐           ┌─────────────┐
│ PostTool    │──────────▶│ Evolution   │──────────▶│ /ork:skill- │
│ Edit        │  patterns │ Analyzer    │ suggest   │ evolution   │
│ Tracker     │           │ Engine      │           │ command     │
└─────────────┘           └─────────────┘           └─────────────┘
     │                          │                          │
     ▼                          ▼                          ▼
┌─────────────┐           ┌─────────────┐           ┌─────────────┐
│ edit-       │           │ evolution-  │           │ versions/   │
│ patterns.   │           │ registry.   │           │ snapshots   │
│ jsonl       │           │ json        │           │             │
└─────────────┘           └─────────────┘           └─────────────┘

Load details: Read("${CLAUDE_SKILL_DIR}/rules/pattern-detection-heuristics.md") for tracked edit patterns and detection regexes. Load details: Read("${CLAUDE_SKILL_DIR}/rules/confidence-scoring.md") for suggestion thresholds.

Subcommands

Each subcommand is documented with implementation details, shell commands, and sample output. Load details: Read("${CLAUDE_SKILL_DIR}/references/evolution-commands.md")

Report (Default)

/ork:skill-evolution — Shows evolution report for all tracked skills with usage counts, success rates, and pending suggestions.

Analyze

/ork:skill-evolution analyze <skill-id> — Deep-dives into edit patterns for a specific skill, showing frequency, sample counts, and confidence scores.

Evolve

/ork:skill-evolution evolve <skill-id> — Interactive review of improvement suggestions. Uses AskUserQuestion for each suggestion (Apply / Skip / Reject). Creates version snapshot before applying.

History

/ork:skill-evolution history <skill-id> — Shows version history with performance metrics per version.

Rollback

/ork:skill-evolution rollback <skill-id> <version> — Restores a previous version after confirmation. Current version is backed up automatically.

Data Files

File	Purpose	Format
`.claude/feedback/edit-patterns.jsonl`	Raw edit pattern events	JSONL (append-only)
`.claude/feedback/evolution-registry.json`	Aggregated suggestions	JSON
`.claude/feedback/metrics.json`	Skill usage metrics	JSON
`skills/<cat>/<name>/versions/`	Version snapshots	Directory
`skills/<cat>/<name>/versions/manifest.json`

Auto-Evolution Safety

Load details: Read("${CLAUDE_SKILL_DIR}/rules/auto-evolution-triggers.md") for full safety mechanisms, health monitoring, and trigger criteria.

Key safeguards: version snapshots before changes, auto-alert on >20% success rate drop, human review required, rejected suggestions never re-suggested.

References

Load on demand with Read("${CLAUDE_SKILL_DIR}/references/<file>"):

File	Content
`evolution-commands.md`	Subcommand implementation, shell commands, and sample output
`evolution-analysis.md`	Evolution analysis methodology
`version-management.md`	Version management guide

Rules

Load on demand with Read("${CLAUDE_SKILL_DIR}/rules/<file>"):

File	Content
`pattern-detection-heuristics.md`	Edit pattern categories and regex detection
`confidence-scoring.md`	Suggestion thresholds and confidence criteria
`auto-evolution-triggers.md`	Safety mechanisms and trigger criteria

Related Skills

ork:configure - Configure OrchestKit settings
ork:doctor - Diagnose OrchestKit issues
feedback-dashboard - View comprehensive feedback metrics

Weekly Installs

Repository

yonatangross/orchestkit

GitHub Stars

133

First Seen

Jan 22, 2026

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Installed on

gemini-cli83

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github-copilot79

codex79

cursor79

claude-code73