SkillGene
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
SkillGene - AI 能力胶囊平台
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
Recommended Servers
playwright-mcp
A Model Context Protocol server that enables LLMs to interact with web pages through structured accessibility snapshots without requiring vision models or screenshots.
Magic Component Platform (MCP)
An AI-powered tool that generates modern UI components from natural language descriptions, integrating with popular IDEs to streamline UI development workflow.
Audiense Insights MCP Server
Enables interaction with Audiense Insights accounts via the Model Context Protocol, facilitating the extraction and analysis of marketing insights and audience data including demographics, behavior, and influencer engagement.
VeyraX MCP
Single MCP tool to connect all your favorite tools: Gmail, Calendar and 40 more.
graphlit-mcp-server
The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.
Kagi MCP Server
An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.
E2B
Using MCP to run code via e2b.
Neon Database
MCP server for interacting with Neon Management API and databases
Exa Search
A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
Qdrant Server
This repository is an example of how to create a MCP server for Qdrant, a vector search engine.