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

139

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. 1

    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
  2. 2

    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
  3. 3

    技能
    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.

    Python许可证: MIT
    • agent-skills
    • agentic-rag
    • emnlp-2026
    • enterprise-knowledge
    • enterprise-search

    github实测增长打开来源 ↗

    安装 git clone https://github.com/dukesun99/Corpus2Skill ~/.claude/skills/Corpus2Skill

    85GitHub 星标+2 (+2.4 %)
  4. 4

    技能
    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,…

    Python许可证: MIT
    • agentic-ai
    • ai-agents
    • claude
    • claude-code
    • claude-skills

    github实测增长打开来源 ↗

    安装 git clone https://github.com/alfadur7/llm-wiki-newsroom ~/.claude/skills/llm-wiki-newsroom

    82GitHub 星标+2 (+2.5 %)
  5. 5

    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 ↗

      72GitHub 星标+5 (+7.5 %)
    • 6

      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+1 (+1.4 %)
    • 7

      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
    • 8

      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
    • 9

      技能
      活跃

      Semantic Scholar API wrapper for agents — search 200M+ papers, traverse citations, find authors. Python, rate-limited, multi-agent.

      Python许可证: MIT
      • academic
      • agent-skill
      • agent-skills
      • citations
      • claude-code

      github实测增长打开来源 ↗

      安装 git clone https://github.com/Agents365-ai/semanticscholar-skill ~/.claude/skills/semanticscholar-skill

      68GitHub 星标稳定
    • 10

      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

        67GitHub 星标+1 (+1.5 %)
      • 11

        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 %)
      • 12

        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 %)
      • 13

        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
      • 14

        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 ↗

        61GitHub 星标+4 (+7.0 %)
      • 15

        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 ↗

        59GitHub 星标+2 (+3.5 %)
      • 16

        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
        • 17

          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+1 (+1.8 %)
        • 18

          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+1 (+1.8 %)
        • 19

          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

            55GitHub 星标+1 (+1.9 %)
          • 20

            技能
            活跃

            Own your LLM's web search: a local search->fetch->rank pipeline that replaces hosted web-search tools. Measured: matches hosted accuracy at 66% lower cost and up to 88% fewer tokens, plus a precision-tuned semantic caching with…

            Python许可证: MIT
            • agent-memory
            • agent-skills
            • agentic-workflow
            • agents
            • anthropic

            github实测增长打开来源 ↗

            安装 git clone https://github.com/firish/webfetch ~/.claude/skills/webfetch

            55GitHub 星标稳定
          • 21

            技能
            活跃

            A LangGraph-powered multi-agent deep research system featuring task planning, human-in-the-loop review, multi-source retrieval, evidence-grounded report generation, full tracing and reproducible evaluation.

            Python许可证: MIT
            • agent
            • agent-skills
            • agentic-workflow
            • langgraph
            • llm

            github估算动量打开来源 ↗

            安装 git clone https://github.com/hwfengcs/SDYJ_Multi_Agents ~/.claude/skills/SDYJ_Multi_Agents

            50GitHub 星标·
          • 22

            MCP
            休眠

            Autonomous knowledge base plugin for Claude Code - captures reserch, ideas, and decisions into an interlinked wiki with reserch-on-miss, semantic search, and a Wikipedia-style web UI. Knowledge compounds as you work.

            Python许可证: MIT
            • ai-tools
            • autonomous-agent
            • claude-code
            • claude-code-plugin
            • fastapi

            github实测增长打开来源 ↗

            49GitHub 星标稳定
          • 23

            MCP
            休眠

            AgentStack is a production-grade multi-agent framework built on Mastra, delivering 50+ enterprise tools, 25+ specialized agents, and A2A/MCP orchestration for scalable AI systems. Focuses on financial intelligence, RAG pipelines,…

            TypeScript
            • a2a
            • agentic-ai
            • agents
            • ai-agents
            • chatbot

            github实测增长打开来源 ↗

            44GitHub 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. 1

            membrane

            技能
            活跃打开来源 ↗

            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