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
147
工具排名
Ranked by normalized popularity across sources. 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
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 %) - 2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 %) - 3105GitHub 星标稳定
- 4活跃
SRA-Bench and SR-Agents: a benchmark and toolkit for skill-retrieval-augmented LLM agents.
github实测增长打开来源 ↗
安装
git clone https://github.com/oneal2000/SR-Agents ~/.claude/skills/SR-Agents102GitHub 星标+1 (+0.99 %) - 5活跃
Data-Agent：从 0 到 1 构建 Text2SQL 智能体实战教程，覆盖 StateGraph 编排、双重 RAG、关系图谱、HITL 人工确认、SQL 自动纠错、Python Docker 沙盒执行与 A2A + SSE 流式交互。
github实测增长打开来源 ↗
100GitHub 星标-1 (-0.99 %) - 6活跃
DocMeld
技能Lightweight Doc-to-agent-ready knowledge pipeline. Three-stage Bronze→Silver→Gold architecture extracts structured elements, page content, and AI-enriched metadata from research papers and books. Generate PRDs, workflows, topic clusters,…
github实测增长打开来源 ↗
安装
git clone https://github.com/agentii-ai/DocMeld ~/.claude/skills/DocMeld100GitHub 星标稳定 - 7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-plugin99GitHub 星标+4 (+4.2 %) - 8已放弃
aaron
其他Step-by-step challenge lab repo to build your custom LLM Deep Researcher Assistant using Genkit
github实测增长打开来源 ↗
97GitHub 星标稳定 - 996GitHub 星标稳定
- 10已放弃
vibe
智能体Open-Source AI-powered web browser. Browse the web with your own LLM API key. Alternative to Dia / Comet.
github实测增长打开来源 ↗
94GitHub 星标稳定 - 11活跃
Distill any document corpus into a navigable skill hierarchy for LLM agents — no retrieval system needed at serve time.
github实测增长打开来源 ↗
安装
git clone https://github.com/dukesun99/Corpus2Skill ~/.claude/skills/Corpus2Skill84GitHub 星标+1 (+1.2 %) - 12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 %) - 13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+2 (+2.9 %) - 14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 %) - 15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 - 16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 - 17活跃
Semantic Scholar API wrapper for agents — search 200M+ papers, traverse citations, find authors. Python, rate-limited, multi-agent.
github实测增长打开来源 ↗
安装
git clone https://github.com/Agents365-ai/semanticscholar-skill ~/.claude/skills/semanticscholar-skill68GitHub 星标稳定 - 18活跃
Persistent memory for Claude Code & Codex CLI. Auto-extracted knowledge graph, multi-representation embeddings, 3D WebGL visualization. LongMemEval R@5=97.45%. Self-hosted, Ollama-optional
github实测增长打开来源 ↗
67GitHub 星标+1 (+1.5 %) - 19活跃
Token-efficient code review knowledge graph: semantic search and call-graph resolution.
mcp实测增长打开来源 ↗
安装
claude mcp add better-code-review-graph -- uvx better-code-review-graph67GitHub 星标+1 (+1.5 %) - 20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 %) - 21活跃
Agent skills for LandingAI's Agentic Document Extraction (ADE) — production-ready document AI for agentic coding assistants
github实测增长打开来源 ↗
安装
git clone https://github.com/landing-ai/ade-document-processing-skills ~/.claude/skills/ade-document-processing-skills64GitHub 星标稳定 - 22活跃
PatentRadar
智能体专利侵权分析系统 —— 输入专利公开号，产出竞品侵权分析报告；同时打包成 skill，可被任意 agent（dsh, codex, claudecode 等） 调用。
github实测增长打开来源 ↗
60GitHub 星标+3 (+5.3 %) - 2359GitHub 星标稳定
学习与参考资源
Ranked by normalized popularity across sources. 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+28 (+34.1 %) - 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