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
154
工具排名
Ranked by creation date, newest first; undated entries come last. 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
Minimal RAG-over-a-corpus MCP retrieval: search_knowledge returns cited chunks. Local embeddings.
mcp实测增长打开来源 ↗
安装
claude mcp add rag-mcp -- uvx jaimenbell-rag-mcp0GitHub 星标稳定 - 2活跃
ruvnet-brain
MCPRuvNet Brain — a downloadable, source-grounded brain for Claude Code over Reuven Cohen's (rUv's) RuvNet stack: RuVector/RVF, Ruflo, AgentDB, RuLake, SPARC + 21 building blocks. Grounds Claude in real source via one MCP tool (search_ruvnet),…
github实测增长打开来源 ↗
65GitHub 星标+1 (+1.6 %) - 3活跃
Suggests a relevant xkcd comic during a conversation, via semantic search over every comic.
mcp实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器
https://xkcdai.onrender.com/mcp0GitHub 星标稳定 - 4活跃
Notes
MCPLocal markdown notes: ranked + semantic search, tags, todos, and a wiki-link knowledge graph.
mcp实测增长打开来源 ↗
安装
claude mcp add notes -- npx @abhishekmcp/notes1GitHub 星标稳定 - 5活跃
Local-first graph memory for AI assistants with SQLite, semantic search, and MCP tools.
mcp实测增长打开来源 ↗
1GitHub 星标稳定 - 6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-newsroom81GitHub 星标+1 (+1.2 %) - 7活跃
MCP memory server for AI coding assistants. Windows Service, ONNX embeddings, SQLite vector search.
mcp实测增长打开来源 ↗
0GitHub 星标稳定 - 8活跃
The 21 agentic design patterns, distilled to concepts (no code) — a design-phase reference for building AI agents. Works as a Claude Code skill.
github实测增长打开来源 ↗
7GitHub 星标稳定 - 9活跃
github实测增长打开来源 ↗
安装
git clone https://github.com/mindscale-noah/MindMemOS ~/.claude/skills/MindMemOS977GitHub 星标+12 (+1.2 %) - 10活跃
Multi-agent banking customer service system built on the A2A protocol. A2A Net Hackathon.
github实测增长打开来源 ↗
0GitHub 星标稳定 - 11活跃
Give your AI a real, persistent memory. The open-source system plus templates that turn an Obsidian vault into your AI's working memory. No vector database, just markdown.
github实测增长打开来源 ↗
安装
git clone https://github.com/jaredrhod/ai-memory-vault ~/.claude/skills/ai-memory-vault621GitHub 星标+29 (+4.9 %) - 12活跃
Reddit & X data for AI agents over MCP. Semantic search, hosted, no Reddit API.
mcp实测增长打开来源 ↗
需在 MCP 配置中声明的远程服务器
https://api.prowlo.com/mcp0GitHub 星标稳定 - 13活跃
{GIN} verdict, M-Value AVM, market facts + semantic search for Moroccan real estate. Moat-safe.
mcp实测增长打开来源 ↗
安装
claude mcp add marocain-mcp-server -- npx @marocain/mcp-server1GitHub 星标稳定 - 14活跃
AI-powered virtual executive team — a single coherent executive persona backed by 8 specialist Claude agents (FastAPI + Next.js).
github实测增长打开来源 ↗
3 759GitHub 星标+913 (+32.1 %) - 15活跃
Cloud-persistent, semantic-search memory MCP — drop-in for server-memory, backed by ZeroDB.
mcp实测增长打开来源 ↗
安装
claude mcp add ainative-memory-mcp -- npx ainative-memory-mcp0GitHub 星标稳定 - 16活跃
tulip-agents
智能体The agent framework where the model never holds the trigger — every consequential action clears your policy first, waits for a human when it matters, and lands on a record you can verify. Build on it, or put it around the agent you already…
github实测增长打开来源 ↗
1GitHub 星标稳定 - 17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 ↗
67GitHub 星标稳定 - 18活跃
Local-first Agentic AI Infrastructure Platform with LLM Gateway, Agent DAG Runtime, MCP Tool Hub, A2A Agent Mesh, Local RAG, Tool Sandbox and Observability.
github实测增长打开来源 ↗
1GitHub 星标稳定 - 19活跃
AI agent that plays a city quest game using MCP, A2A, RAG, and memory. Built with Microsoft Agent Framework and Azure OpenAI
github实测增长打开来源 ↗
3GitHub 星标稳定 - 20活跃
codeseek
CLIRust-powered code intelligence CLI for AI coding agents. Builds call graphs and hybrid semantic search indexes (Dense + Sparse + RRF + Reranker) across 7 languages. Ships as native MCP tools for Claude Code and Codex CLI.
github实测增长打开来源 ↗
764GitHub 星标-1 (-0.13 %) - 21活跃
Scaffolding skill + always-on conventions (CLAUDE.md/AGENTS.md) for Quarkus + LangChain4j agentic AI apps: AI services, multi-agent workflows, and RAG. Installable in Claude Code, Codex, Copilot, Cursor, and any Agent Skills-compatible…
github实测增长打开来源 ↗
安装
/plugin marketplace add eldermoraes/quarkus-agentic-scaffolding26GitHub 星标稳定 - 22活跃
MCP server for Zotero: search, citations, safe writes, semantic search, and PDF passages.
mcp实测增长打开来源 ↗
安装
claude mcp add zoteus -- npx @oscardvs/zoteus29GitHub 星标稳定 - 23活跃
Read-only semantic search MCP server for Obsidian vaults using local Ollama embeddings.
mcp实测增长打开来源 ↗
安装
claude mcp add obsidian-semantic-mcp -- npx @dalecb/obsidian-semantic-mcp0GitHub 星标稳定 - 24活跃
Fleet discovery for the cyanheads MCP ecosystem — semantic search + install snippets.
mcp实测增长打开来源 ↗
安装
claude mcp add cyanheads-mcp-server -- npx @cyanheads/cyanheads-mcp-server1GitHub 星标稳定
学习与参考资源
Ranked by creation date, newest first; undated entries come last. 这些资源可单独访问，不参与主要排名。
- 1休眠打开来源 ↗
50+ AI agent apps you can actually run — MCP, A2A, LangGraph, SAP, RAG, and multi-agent patterns
github资源实测增长0GitHub 星标稳定