SkillGene
FreeNot checkedMCP-driven AI skill capsule search and evolution platform with 900+ pre-built capsules across 31 domains, enabling search, retrieval, contribution, and evolutio
About
MCP-driven AI skill capsule search and evolution platform with 900+ pre-built capsules across 31 domains, enabling search, retrieval, contribution, and evolution of skill capsules.
README
MCP 驱动的技能胶囊搜索与进化平台。Claude Code 开发前通过 MCP 搜索胶囊获取经验,开发后可贡献新胶囊回平台。
特性
- 910+ 预置胶囊:覆盖 31 个领域(Web 前端、后端、DevOps、AI/LLM、数据库、安全、SaaS 自动化等)
- FTS5 全文搜索:SQLite 内置全文索引 + LIKE 回退,支持中英文搜索
- 4 个 MCP Tools:search_capsules / get_capsule / contribute_capsule / evolve_capsule
- 能力进化:基于反馈改进胶囊,版本递增 + 新增 Gene
- 零外部依赖:SQLite 内嵌存储,无需数据库服务
架构
Claude Code ──MCP stdio──▶ SkillGene MCP Server
│
┌─────────┼─────────┐
▼ ▼ ▼
SQLite+FTS5 Search Evolution
(capsule Engine Engine
store) (反馈进化)
数据模型
- Gene(基因):原子能力单元(一个具体技巧/模式/配置)
- Capsule(胶囊):完整能力链,包含多个 Gene + 使用指令
快速开始
# 安装依赖
npm install
# 编译
npm run build
# 导入预置胶囊
npm run seed
node dist/import-github.js
node dist/import-awesome.js
node dist/import-composio-bulk.js
# 配置 Claude Code MCP
# 在 ~/.claude/mcp.json 中添加:
# {
# "mcpServers": {
# "skillgene": {
# "command": "node",
# "args": ["/path/to/skillgene/dist/index.js"]
# }
# }
# }
MCP Tools
| Tool | 功能 |
|---|---|
search_capsules |
按关键词全文搜索胶囊 |
get_capsule |
获取完整胶囊内容(含所有 Gene) |
contribute_capsule |
贡献新胶囊到平台 |
evolve_capsule |
基于反馈改进已有胶囊 |
使用示例
用户:帮我开发一个 Next.js SaaS
Claude Code 调用:search_capsules("nextjs saas 开发")
→ 获取 Next.js 架构、认证、支付、部署等经验胶囊
→ 基于胶囊知识开始开发
→ 开发完成后 contribute_capsule 回馈新经验
胶囊来源
| 来源 | 数量 |
|---|---|
| Anthropic 官方 Skills | 16 |
| 社区开源 Skills | 12 |
| ComposioHQ awesome-claude-skills | 40 |
| Composio SaaS 自动化 | 830+ |
| 原始种子数据 | 12 |
技术栈
- Runtime: Node.js + TypeScript
- MCP:
@modelcontextprotocol/sdkstdio transport - 存储:
better-sqlite3+ FTS5 - 验证:
zod
License
MIT
Install SkillGene in Claude Desktop, Claude Code & Cursor
unyly install skillgeneInstalls into Claude Desktop, Claude Code, Cursor & VS Code — handles npx, uvx and build-from-source repos for you.
First time? Get the CLI: curl -fsSL https://unyly.org/install | sh
Or configure manually
Run in your terminal:
claude mcp add skillgene -- npx -y github:ouyang-2019/SkillGeneFAQ
Is SkillGene MCP free?
Yes, SkillGene MCP is free — one-click install via Unyly at no cost.
Does SkillGene need an API key?
No, SkillGene runs without API keys or environment variables.
Is SkillGene hosted or self-hosted?
Self-hosted: the server runs locally on your machine via the install command above.
How do I install SkillGene in Claude Desktop, Claude Code or Cursor?
Open SkillGene on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.
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