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SkillGene

FreeNot checked

MCP-driven AI skill capsule search and evolution platform with 900+ pre-built capsules across 31 domains, enabling search, retrieval, contribution, and evolutio

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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/sdk stdio transport
  • 存储: better-sqlite3 + FTS5
  • 验证: zod

License

MIT

from github.com/ouyang-2019/SkillGene

Install SkillGene in Claude Desktop, Claude Code & Cursor

Recommended · one command, every IDE
unyly install skillgene

Installs 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/SkillGene

FAQ

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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