AI技能库实战｜开发助手实测：MCP方向星标飙升的开源项目（2026年10月）
MCP方向上，这几个开源项目近期的星标涨得很快。按星标数排序，下面逐个说明它们能做什么、适合谁。（编程工具观察）
1. affaan-m/ECC
作者: affaan-m ｜ Star: 259,521
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor
2. n8n-io/n8n
作者: n8n-io ｜ Star: 205,259
Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.
3. morluto/rea
作者: morluto ｜ Star: 203,487
Reverse engineer anything with agents, from app behavior down to native binaries.
4. Snailclimb/JavaGuide
作者: Snailclimb ｜ Star: 158,568
Java 面试 & 后端通用面试指南，覆盖计算机基础、数据库、分布式、高并发、系统设计与 AI 应用开发
5. langgenius/dify
作者: langgenius ｜ Star: 155,800
Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move
6. open-webui/open-webui
作者: open-webui ｜ Star: 152,122
User-friendly AI Interface (Supports Ollama, OpenAI API, ...)
7. farion1231/cc-switch
作者: farion1231 ｜ Star: 143,767
A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Grok Build & Hermes Agent. Only official website: ccswitch.io
8. Graphify-Labs/graphify
作者: Graphify-Labs ｜ Star: 118,125
Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and
9. google-gemini/gemini-cli
作者: google-gemini ｜ Star: 107,065
An open-source AI agent that brings the power of Gemini directly into your terminal.
10. paperclipai/paperclip
作者: paperclipai ｜ Star: 101,508
The open-source app everyone uses to manage agents at work