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

144

工具排名

混合排名：实测增长优先。 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. 1

    MCP
    活跃

    IBM watsonx.ai MCP by three.ws: chat, text generation, embeddings, and tokenization.

    ↓ 73 下载/周JavaScript许可证: Apache-2.0

      mcp实测增长打开来源 ↗

      安装 claude mcp add ibm-watsonx -- npx @three-ws/ibm-watsonx-mcp

      105GitHub 星标稳定
    • 2

      MCP
      活跃

      x402 pay-per-use IBM Granite AI: chat, code, embeddings, analysis, forecasting. Pay USDC per call.

      ↓ 70 下载/周JavaScript许可证: Apache-2.0

        mcp实测增长打开来源 ↗

        安装 claude mcp add ibm-x402-mcp -- npx @three-ws/ibm-x402-mcp

        105GitHub 星标稳定
      • 3

        智能体
        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。

        Kotlin
        • a2a
        • ai-agent
        • human-in-the-loop
        • rag
        • stategraph

        github实测增长打开来源 ↗

        100GitHub 星标-1 (-0.99 %)
      • 4

        技能
        活跃

        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,…

        Python
        • agent-use-ready
        • ai-agents
        • claude-code
        • claude-skills
        • doc-converter

        github实测增长打开来源 ↗

        安装 git clone https://github.com/agentii-ai/DocMeld ~/.claude/skills/DocMeld

        100GitHub 星标稳定
      • 5

        智能体
        活跃

        🚀 Way Back Home

        Python许可证: Apache-2.0
        • a2a
        • adk
        • agents
        • bigquery
        • google-cloud

        github实测增长打开来源 ↗

        96GitHub 星标稳定
      • 6

        智能体
        活跃

        Vane is an AI-powered answering engine.

        TypeScript许可证: MIT
        • ai-agents
        • ai-search-engine
        • answering-engine
        • artificial-intelligence
        • llm

        github估算动量打开来源 ↗

        36 578GitHub 星标—

      学习与参考资源

      按实测增长排序，并在不同来源间归一化。 这些资源可单独访问，不参与主要排名。

      1. 1

        membrane

        技能
        休眠打开来源 ↗

        A selective learning and memory substrate for agentic systems — typed, revisable, decayable memory with competence learning and trust-aware retrieval.

        Go许可证: MIT
        • agent
        • agent-framework
        • agent-memory
        • agent-skills
        • agentic
        github

        安装 git clone https://github.com/BennettSchwartz/membrane ~/.claude/skills/membrane

        资源实测增长
        94GitHub 星标稳定
      2. 2

        ai-agent-architecture

        其他
        活跃打开来源 ↗

        Build LLM systems you actually control. A free, open engineering book + course — from tokenization to serving your own models. Mechanisms, trade-offs, and numbers, not prompt tips

        HTML
        • a2a-protocol
        • ai
        • ai-agents
        • context-engineering
        • distributed-systems
        github资源实测增长
        46GitHub 星标稳定
      3. 3

        claude-wiki

        技能
        活跃打开来源 ↗

        Official Claude Documentation - Converted to 2000+ Markdown Files - All documentation sourced from first party sources- 24 categories - refreshed daily, multi-agent orchestration

        HTML
        • agents-sdk
        • anthropic
        • anthropic-api
        • claude
        • claude-ai
        github

        安装 /plugin marketplace add johnzfitch/claude-wiki

        资源实测增长
        21GitHub 星标稳定
      4. 4

        Agentic_AI_Engineer

        智能体
        活跃打开来源 ↗

        My complete journey to becoming an Agentic AI Engineer through structured learning, projects, experiments, and production-ready implementations of modern AI systems.

        Jupyter Notebook许可证: MIT
        • a2a-protocol
        • agent-orchestration
        • ai-guardrails
        • fastapi
        • kubernetes
        github资源实测增长
        18GitHub 星标稳定
      5. 5

        claude-memory

        其他
        休眠打开来源 ↗

        Persistent memory for Claude Code. Auto-capture decisions, learnings, client info. Cloud backup to Supabase. Never lose context again. Free alternative to Mem.ai, Rewind AI, Personal AI.

        Python许可证: MIT
        • ai-memory
        • claude
        • claude-code
        • claude-code-skills
        • claude-memory
        github资源实测增长
        14GitHub 星标稳定
      6. 6

        spring-ai-recipes-learning

        智能体
        活跃打开来源 ↗

        Spring AI 实战教程 🚀 ChatClient → RAG → MCP → Agent → A2A，24 个手写模块循序渐进（Spring Boot 4.1 + Spring AI 2.0 + Java 21）

        Java
        • a2a
        • ai-agent
        • chatclient
        • gradle
        • java
        github资源实测增长
        3GitHub 星标稳定
      7. 7

        GenAI-Projects

        智能体
        休眠打开来源 ↗

        Collection of some interesting Generative AI usecases implementation.

        Jupyter Notebook许可证: MIT
        • a2a-protocol
        • chatbot
        • gemini-api
        • gemini-live
        • generative-ai
        github资源实测增长
        2GitHub 星标稳定
      8. 8

        awesome-agentic-ai

        MCP
        活跃打开来源 ↗

        Curated Agentic AI resources: AI agent frameworks, tutorials, courses, projects, MCP tools, research papers, evaluation, security, and production guides.

        许可证: CC0-1.0
        • a2a
        • agent-framework
        • agentic-ai
        • ai-agents
        • ai-engineering
        github资源实测增长
        2GitHub 星标稳定
      9. 9

        ai-resources

        其他
        活跃打开来源 ↗

        Comprehensive collection of AI concepts, research findings, and practical implementations. From machine learning fundamentals to cutting-edge LLMs, agents, and emerging technologies.

        Python许可证: MIT
        • a2a
        • ai
        • azureopenai
        • mcp
        • openai
        github资源实测增长
        1GitHub 星标稳定
      10. 10

        production-ai-engineering

        智能体
        活跃打开来源 ↗

        Handbook técnico aberto sobre engenharia de IA em produção: ML tradicional, LLMs, RAG, agentes, segurança, observabilidade, FinOps e deployment.

        Markdown
        • a2a-protocol
        • agentic-ai
        • ai
        • ai-agents
        • ai-engineering
        github资源实测增长
        1GitHub 星标稳定
      11. 11

        Agentic-AI-Project-Find-Deal-Opportunities

        其他
        活跃打开来源 ↗

        Detect underpriced products by scraping deals and using AI models to estimate fair prices for profit opportunity identification.

        Jupyter Notebook
        • a
        • a2a
        • activemq
        • amqp
        • awesome
        github资源实测增长
        1GitHub 星标稳定
      12. 12

        agentic-ai-engineer-roadmap

        智能体
        休眠打开来源 ↗

        Interactive roadmap for becoming an Agentic AI Engineer — 11 stages from Python & FastAPI to multi-agent systems, MCP, RAG, Docker, and context engineering

        HTML
        • a2a
        • agentic-ai
        • ai
        • containerization
        • llm
        github资源实测增长
        1GitHub 星标稳定
      13. 13

        awesome-agents

        智能体
        休眠打开来源 ↗

        50+ AI agent apps you can actually run — MCP, A2A, LangGraph, SAP, RAG, and multi-agent patterns

        • a2a
        • ai-agents
        • anthropic
        • awesome-list
        • langchain
        github资源实测增长
        0GitHub 星标稳定