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 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. 1

    MCP
    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.

    Rust许可证: MIT
    • ast
    • call-graph
    • claude-code
    • claude-code-plugin
    • code-navigation

    github实测增长打开来源 ↗

    72GitHub 星标+2 (+2.9 %)
  2. 2

    MCP
    活跃

    Cross-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.…

    Python许可证: MIT
    • agent-memory-system
    • agent-skills
    • causal-inference
    • claude-code
    • codex

    github实测增长打开来源 ↗

    71GitHub 星标稳定
  3. 3

    技能
    活跃

    The official Pinecone marketplace for Claude Code Plugins

    Python许可证: MIT
    • anthropic-claude
    • claude-code
    • claude-code-plugin
    • claude-code-plugin-marketplace
    • hybrid-search

    github实测增长打开来源 ↗

    安装 /plugin marketplace add pinecone-io/pinecone-claude-code-plugin

    68GitHub 星标稳定
  4. 4

    MCP
    活跃

    Local-first MCP memory server: SQLite, FTS5 and vector search, AES-256-GCM. 55 tools, no cloud.

    Rust许可证: MIT

      mcp实测增长打开来源 ↗

      67GitHub 星标稳定
    • 5

      MCP
      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

      Python许可证: MIT
      • ai-memory
      • ai-tools
      • anthropic
      • chromadb
      • claude-code

      github实测增长打开来源 ↗

      67GitHub 星标+1 (+1.5 %)
    • 6

      MCP
      活跃

      Token-efficient code review knowledge graph: semantic search and call-graph resolution.

      Python许可证: Apache-2.0

        mcp实测增长打开来源 ↗

        安装 claude mcp add better-code-review-graph -- uvx better-code-review-graph

        66GitHub 星标稳定
      • 7

        MCP
        活跃

        RuvNet 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),…

        JavaScript
        • agentdb
        • ai-agents
        • anthropic-claude
        • claude-code
        • claude-code-plugin

        github实测增长打开来源 ↗

        65GitHub 星标+1 (+1.6 %)
      • 8

        技能
        活跃

        Agent skills for LandingAI's Agentic Document Extraction (ADE) — production-ready document AI for agentic coding assistants

        许可证: MIT
        • ade
        • agent-skills
        • claude
        • document-extraction
        • document-processing

        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-skills

        64GitHub 星标稳定
      • 9

        MCP
        活跃

        Semantic search and pattern discovery for Obsidian and markdown vaults.

        TypeScript

          mcp实测增长打开来源 ↗

          59GitHub 星标稳定
        • 10

          智能体
          活跃

          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。

          Python
          • agentic-ai
          • claim-chart
          • claude-code
          • claude-code-skill
          • codex

          github实测增长打开来源 ↗

          59GitHub 星标+2 (+3.5 %)
        • 11

          其他
          活跃

          A memory-first AI agent that remembers why decisions were made — not just the last message. Runs local (Ollama), cloud (Claude · OpenAI · Gemini), or decentralized TEE. Graph memory, self-learning skills, multi-model routing, sandboxed…

          Rust许可证: MIT
          • a2a
          • acp
          • ai-agent
          • claude
          • cli

          github实测增长打开来源 ↗

          58GitHub 星标+1 (+1.8 %)
        • 12

          MCP
          活跃

          Local-first AI PKM for coding conversations: import Claude Code/Cursor/Codex, distill notes, semantic search, tag graph, MCP memory.

          TypeScript许可证: Apache-2.0
          • agent-skills
          • ai-memory
          • ai-tools
          • claude-code
          • codex

          github实测增长打开来源 ↗

          58GitHub 星标+3 (+5.5 %)
        • 13

          MCP
          活跃

          Persistent long-term memory for Claude Code via MCP — captures coding decisions, bugfixes, and context across sessions. Hybrid FTS5 + TF-IDF search with episode batching. Single SQLite DB, no external services. Alternative to claude-mem…

          JavaScript许可证: MIT
          • agent-memory
          • ai-coding-assistant
          • ai-memory
          • anthropic
          • claude

          github实测增长打开来源 ↗

          57GitHub 星标+3 (+5.6 %)
        • 14

          MCP
          活跃

          Local semantic search over Obsidian vaults via Smart Connections embeddings. Multi-vault, private.

          TypeScript许可证: MIT

            mcp实测增长打开来源 ↗

            安装 claude mcp add smart-connections-mcp -- npx smart-connections-mcp

            54GitHub 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. 1

            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
          2. 2

            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
          3. 3

            lit-review-agent-tools

            MCP
            活跃打开来源 ↗

            🤖 The strongest curated list of open-source AI-agent tools for literature review — 70+ tools across 11 categories (Claude Code skills, deep research, MCP servers, PDF parsing, systematic review). 面向智能体文献综述的最强工具大全。

            Python许可证: CC0-1.0
            • academic-research
            • ai-agents
            • awesome
            • awesome-list
            • claude-code
            github资源实测增长
            16GitHub 星标+3 (+23.1 %)
          4. 4

            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
          5. 5

            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
          6. 6

            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