工具说明为英文。
RAG 与搜索
检索增强、向量数据库、嵌入和语义搜索。
用途
活跃度
排序方式
120
工具排名
Ranked by known GitHub stars, highest first; archived repositories come after maintained repositories. 原始值保留各自的数据窗口；计算变化需要 7 天内至少两次测量。
- 1活跃
Google NotebookLM over MCP + a local HTTP REST API. Citation-backed Q&A, audio/video/content generation, multi-account rotation. For Claude Code, Codex, Cursor, n8n, Zapier, Make.
github实测增长打开来源 ↗
174GitHub 星标+3 (+1.8 %) - 2活跃
trace-mcp
MCPFramework-aware code intelligence MCP server for Claude Code and Codex — 70.5% fewer input tokens to review a pull request, median over 60 merged PRs in repos we don't own. 81 languages, 87 frameworks, 100% local.
github实测增长打开来源 ↗
161GitHub 星标+59 (+57.8 %) - 3活跃
Local-first, auditable Python code agent. Ships its own 30-task hidden-test benchmark plus SWE-bench Verified scored by the official harness -- every number reproducible, negative results included.
github实测增长打开来源 ↗
安装
git clone https://github.com/hwfengcs/DM-Code-Agent ~/.claude/skills/DM-Code-Agent151GitHub 星标稳定 - 4139GitHub 星标+1 (+0.72 %)
- 5137GitHub 星标+2 (+1.5 %)
- 6活跃
A self-hosted knowledge platform for humans and AI agents — publish wikis, blogs, and portable Agent Skills.
github实测增长打开来源 ↗
安装
git clone https://github.com/Ciao1019/Petrichor ~/.claude/skills/Petrichor128GitHub 星标+2 (+1.6 %) - 7活跃
Find out what your coding agents already know. Docmancer indexes the memory, rules, and instructions Claude Code, Codex, Cursor, and Gemini wrote on your machine, then carries the durable parts to every agent. It is local-first and under…
github实测增长打开来源 ↗
安装
git clone https://github.com/docmancer/docmancer ~/.claude/skills/docmancer123GitHub 星标稳定 - 8活跃
my-wiki
技能Local-first AI knowledge app and Agent Skill with evidence-backed Wiki, an interactive knowledge universe, Viki Q&A, and shareable knowledge galaxies.
github实测增长打开来源 ↗
安装
git clone https://github.com/NimaChu/my-wiki ~/.claude/skills/my-wiki123GitHub 星标稳定 - 9活跃
Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients
mcp实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器
https://mcp.apple-rag.com117GitHub 星标+1 (+0.86 %) - 10活跃
LT2MD
技能AI-agent skill producing reusable Markdown from PDFs. It turns flowcharts, diagrams, and charts into text beside each caption instead of empty links. It checks an earlier conversion against the PDF and fixes misread or missing parts. Long…
github实测增长打开来源 ↗
安装
git clone https://github.com/libnyx/LT2MD ~/.claude/skills/LT2MD114GitHub 星标+25 (+28.1 %) - 11活跃
Pay-per-use IBM Granite AI via x402: chat, code, embeddings, forecasting. USDC on Base or Solana.
mcp实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器
https://three.ws/api/ibm-mcp111GitHub 星标+6 (+5.7 %) - 12活跃
x402 pay-per-use IBM Granite AI: chat, code, embeddings, analysis, forecasting. Pay USDC per call.
mcp实测增长打开来源 ↗
安装
claude mcp add ibm-x402-mcp -- npx @three-ws/ibm-x402-mcp111GitHub 星标+6 (+5.7 %) - 13活跃
IBM watsonx.ai MCP by three.ws: chat, text generation, embeddings, and tokenization.
mcp实测增长打开来源 ↗
安装
claude mcp add ibm-watsonx -- npx @three-ws/ibm-watsonx-mcp111GitHub 星标+6 (+5.7 %) - 14活跃
Alibaba Cloud DashScope MCP: Qwen chat, embeddings, and model discovery on your own account.
mcp实测增长打开来源 ↗
安装
claude mcp add alibaba-cloud -- npx @three-ws/alibaba-cloud-mcp111GitHub 星标+6 (+5.7 %) - 15105GitHub 星标稳定
- 16活跃
Andrej Karpathy's LLM Wiki pattern as a skill & Claude Code plugin — turn accumulated sources into a self-maintaining, scalable markdown knowledge base.
github实测增长打开来源 ↗
安装
/plugin marketplace add praneybehl/llm-wiki-plugin100GitHub 星标+3 (+3.1 %) - 1796GitHub 星标稳定
- 18活跃
Official Findings of EMNLP 2026 implementation of Corpus2Skill: compile a document corpus into a navigable skill hierarchy that LLM agents explore at query time, with document lookup instead of a serving-time vector-search service.
github实测增长打开来源 ↗
安装
git clone https://github.com/dukesun99/Corpus2Skill ~/.claude/skills/Corpus2Skill85GitHub 星标+2 (+2.4 %) - 19活跃
Harness engineering applied to knowledge production: a self-evolving multi-agent newsroom that turns your documents into a cross-linked markdown wiki. A "reground" loop pulls published pages back in before they go stale — writer ≠ reviewer,…
github实测增长打开来源 ↗
安装
git clone https://github.com/alfadur7/llm-wiki-newsroom ~/.claude/skills/llm-wiki-newsroom82GitHub 星标+2 (+2.5 %) - 20活跃
Local-first MCP memory server: SQLite, FTS5 and vector search, AES-256-GCM. 55 tools, no cloud.
mcp实测增长打开来源 ↗
72GitHub 星标+5 (+7.5 %) - 21活跃
AST knowledge graph MCP server for Claude Code — semantic search, call graph traversal, HTTP route tracing, impact analysis. Auto-indexes 10 languages via Tree-sitter.
github实测增长打开来源 ↗
72GitHub 星标+1 (+1.4 %) - 22活跃
Cortex
MCPCross-platform persistent memory MCP for Codex, Gemini CLI, Claude Code, and other local MCP hosts. 36 cited neuroscience mechanisms, local-first SQLite/PostgreSQL, hybrid retrieval, decay-based consolidation, and reproducible benchmarks.…
github实测增长打开来源 ↗
71GitHub 星标稳定 - 23活跃
The official Pinecone marketplace for Claude Code Plugins
github实测增长打开来源 ↗
安装
/plugin marketplace add pinecone-io/pinecone-claude-code-plugin68GitHub 星标稳定
学习与参考资源
Ranked by known GitHub stars, highest first; archived repositories come after maintained repositories. 这些资源可单独访问，不参与主要排名。
- 1活跃打开来源 ↗
AtlasAgent - an auditable AI agent control plane: evidence-backed memory, governed tool runtime, checkpoint DAG recovery, and a 55-chapter engineering tutorial. FastAPI / Next.js PWA / Textual TUI
github安装
资源实测增长git clone https://github.com/malevrigns/atlas-agent-control-plane ~/.claude/skills/atlas-agent-control-plane110GitHub 星标+5 (+4.8 %) - 2活跃打开来源 ↗
membrane
技能A selective learning and memory substrate for agentic systems — typed, revisable, decayable memory with competence learning and trust-aware retrieval.
github安装
资源实测增长git clone https://github.com/BennettSchwartz/membrane ~/.claude/skills/membrane94GitHub 星标稳定