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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

121

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
    Python
    • agent
    • agent-memory
    • agent-skills
    • agentic
    • dsh-plugin

    github实测增长打开来源 ↗

    安装 git clone https://github.com/mindscale-noah/MindMemOS ~/.claude/skills/MindMemOS

    979GitHub 星标+14 (+1.5 %)
  2. 2

    其他
    活跃

    Nuwax Agent OS - An enterprise-grade AI Agent Development and Operation Platform - Providing a complete solution for agent creation and distribution, knowledge base management, model proxy, memory system, and plugin ecosystem.

    TypeScript许可证: Apache-2.0
    • a2a
    • agent
    • agent-os
    • agent-sandbox
    • agentic

    github实测增长打开来源 ↗

    880GitHub 星标+5 (+0.57 %)
  3. 3

    MCP
    活跃

    Search your past AI coding sessions — Claude Code, Codex, Cursor and 17 more. Indexes the session history they already wrote to disk, including months from before you installed it, and recalls it in any of them. No LLM, no embeddings, one…

    Go许可证: MIT
    • agent-memory
    • ai-memory
    • claude-code
    • claude-code-hooks
    • claude-code-plugins

    github估算动量打开来源 ↗

    742GitHub 星标—
  4. 4

    技能
    活跃

    ReachAI企业级智能体开发平台：快速、安全完成已有业务系统智能化改造，让 AI 在 OA、ERP、CRM 等原系统中查数据、填表单、办业务。ReachAI: Quickly and securely bring AI to existing enterprise systems, enabling AI to query data, fill out forms, and execute business tasks directly within OA, ERP,…

    Java许可证: MIT
    • a2a
    • agent
    • agent-framework
    • agent-skills
    • agents

    github实测增长打开来源 ↗

    安装 git clone https://github.com/w8123/EnterpriseAgentFramework ~/.claude/skills/EnterpriseAgentFramework

    694GitHub 星标+74 (+11.9 %)
  5. 5

    其他
    活跃

    The .NET library to build AI agents with 30+ built-in connectors.

    C#许可证: MIT
    • a2a
    • agent
    • agent-framework
    • agent-orchestration
    • agent2agent

    github实测增长打开来源 ↗

    639GitHub 星标+1 (+0.16 %)
  6. 6

    技能
    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.

    • agent-memory
    • ai
    • ai-agents
    • ai-memory
    • anthropic

    github实测增长打开来源 ↗

    安装 git clone https://github.com/jaredrhod/ai-memory-vault ~/.claude/skills/ai-memory-vault

    628GitHub 星标+34 (+5.7 %)
  7. 7

    技能
    活跃

    Open-source infrastructure that turns scattered SKILL.md files into curated, retrieval-ready agent-skill corpora—with retrieval and evaluation tooling included.

    Python许可证: Apache-2.0
    • agent-memory
    • agent-skills
    • ai-agents
    • benchmark
    • dataset

    github实测增长打开来源 ↗

    安装 git clone https://github.com/EverMind-AI/SkillCorpus ~/.claude/skills/SkillCorpus

    555GitHub 星标+195 (+54.2 %)
  8. 8

    MCP
    活跃

    AI-powered code indexer with semantic search and knowledge graphs

    Rust许可证: Apache-2.0

      mcp实测增长打开来源 ↗

      安装 claude mcp add octocode -- npx @muvon/octocode

      469GitHub 星标+10 (+2.2 %)
    • 9

      MCP
      活跃

      Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Progressive Disclosure. No vector DB.

      TypeScript许可证: MIT
      • accuracy
      • agents
      • claude-skills
      • context
      • harness

      github实测增长打开来源 ↗

      434GitHub 星标+4 (+0.93 %)
    • 10

      技能
      活跃

      Deepdive skill for Claude Code — 12-phase research pipeline: plan-review gate, parallel sub-agent search, claims-ledger triangulation with dissent protection, relevance × authority evidence filter, multi-angle red team, four-layer citation…

      Python许可证: MIT
      • agent-skills
      • agentic-workflow
      • ai-research-assistant
      • anthropic
      • citation-verification

      github实测增长打开来源 ↗

      安装 git clone https://github.com/Socialpranker/deepdive ~/.claude/skills/deepdive

      393GitHub 星标+5 (+1.3 %)
    • 11

      MCP
      活跃

      Local-first RAG server for developers. Semantic + keyword search for code and technical docs. Works with MCP or CLI. Fully private, zero setup.

      TypeScript许可证: MIT
      • agent-skills
      • cli-tool
      • developer-tools
      • hybrid-search
      • local-first

      github实测增长打开来源 ↗

      387GitHub 星标+10 (+2.7 %)
    • 12

      技能
      活跃

      FoJin-powered Buddhist AI persona framework — source-grounded, boundary-aware, fidelity-tested, runtime-ready.

      Python许可证: MIT
      • agent-skills
      • ai-persona
      • bdrc
      • buddhism
      • chinese-buddhism

      github实测增长打开来源 ↗

      安装 git clone https://github.com/xr843/Master-skill ~/.claude/skills/Master-skill

      382GitHub 星标+2 (+0.53 %)
    • 13

      MCP
      活跃

      Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.

      Java许可证: Apache-2.0
      • a2a
      • ai-agents
      • ai-orchestration
      • chatbot
      • conversation-memory

      github实测增长打开来源 ↗

      372GitHub 星标稳定
    • 14

      MCP
      活跃

      Universal MCP Server with advanced AI memory capabilities and semantic search.

      ↓ 913 下载/周Python许可证: Apache-2.0

        mcp实测增长打开来源 ↗

        安装 claude mcp add marm-mcp-server -- uvx marm-mcp-server

        350GitHub 星标+11 (+3.2 %)
      • 15

        MCP
        活跃

        AURA is a production-tested SRE agent platform you can deploy in minutes. AURA handles the guardrails, APIs, state management, streaming, and failure handling required to put AI to work safely on production infrastructure.

        Rust许可证: Apache-2.0
        • a2a
        • ai-agent-framework
        • ai-agents
        • ai-sre
        • aiops

        github实测增长打开来源 ↗

        342GitHub 星标+84 (+32.6 %)
      • 16

        MCP
        活跃

        Local-first document management and semantic search for AI coding agents

        TypeScript许可证: MIT

          mcp实测增长打开来源 ↗

          安装 claude mcp add mcp-documentation-server -- npx @andrea9293/mcp-documentation-server

          342GitHub 星标稳定
        • 17

          其他
          活跃

          An intentionally vulnerable OWASP LLM Top 10 training platform for AI Security, Prompt Injection, RAG Security, Agent Security, and GenAI penetration testing.

          Python许可证: MIT
          • agent-security
          • ai-security
          • ai-security-tool
          • artificial-intelligence
          • ctf

          github实测增长打开来源 ↗

          314GitHub 星标+7 (+2.3 %)
        • 18

          MCP
          活跃

          Cognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs.

          ↓ 85 下载/周Rust许可证: Apache-2.0

            mcp实测增长打开来源 ↗

            安装 claude mcp add shodh-memory -- npx @shodh/memory-mcp

            277GitHub 星标+1 (+0.36 %)
          • 19

            技能
            活跃

            全流程 智能招投标 Agent：标书生成 · 招投标解读 · 标书检查 · 标书文档ai排版 · 商机发现 一键完成。 21 项合规检查 · 多模型切换 · RAG 知识库 · OCR 抽取。 从招标公告到可交付 docx 文档，全流程 AI 自动化。

            Python许可证: AGPL-3.0
            • agent-skills
            • agentic-workflow
            • ai-agent
            • bid-management
            • bidding

            github实测增长打开来源 ↗

            安装 git clone https://github.com/guangshu100/BidMaster-Pro ~/.claude/skills/BidMaster-Pro

            252GitHub 星标+26 (+11.5 %)
          • 20

            MCP
            活跃

            A semantic search engine for files and code.

            Python许可证: MIT

              mcp实测增长打开来源 ↗

              安装 claude mcp add vexor -- uvx vexor

              239GitHub 星标稳定
            • 21

              技能
              活跃

              Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

              Python许可证: Apache-2.0
              • agent-skills
              • ai-agents
              • claude-code
              • codex
              • cursor

              github实测增长打开来源 ↗

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

              230GitHub 星标+2 (+0.88 %)
            • 22

              技能
              活跃

              The Complete AI Development Toolkit for Claude Code. 106 skills, 36 agents, 171 hooks. Install `ork` for stable (v9.x), or `ork-alpha` for the v10 line, which ships daily.

              TypeScript许可证: MIT
              • agent-orchestration
              • agents
              • ai-agents
              • ai-development
              • anthropic

              github实测增长打开来源 ↗

              安装 /plugin marketplace add yonatangross/orchestkit

              229GitHub 星标+5 (+2.2 %)
            • 23

              MCP
              活跃

              USPTO patent creation system with MCP server + Claude Code plugin. Hybrid RAG search over MPEP/USC/CFR, BigQuery access to 76M+ patents, automated 35 USC 112 compliance checks, prior art search, diagram generation. GPU-accelerated with…

              Python许可证: MIT
              • bigquery
              • claude-code
              • claude-code-plugin
              • faiss
              • mcp-server

              github实测增长打开来源 ↗

              178GitHub 星标+2 (+1.1 %)

            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

              azure-openai-llm-notes

              技能
              活跃打开来源 ↗

              A curated collection of resources for 🌌 Azure OpenAI, 🦙 LLMs (+RAG, Agents). Monthly Updates.

              Python
              • agent
              • agent-framework
              • agent-skills
              • ai-engineering
              • ai-tools
              github

              安装 git clone https://github.com/kimtth/azure-openai-llm-notes ~/.claude/skills/azure-openai-llm-notes

              资源实测增长
              410GitHub 星标稳定
            2. 2

              agent-systems-handbook

              智能体
              活跃打开来源 ↗

              A practical AI agents handbook covering agent systems, agentic workflows, LangGraph, MCP/A2A, context engineering, agent memory, evaluation, observability, and multi-agent architecture. Current trend focus: Gemini Interactions API and…

              MDX
              • a2a
              • agent-framework
              • agent-memory
              • agentic-ai
              • agentic-workflow
              github资源实测增长
              316GitHub 星标-1 (-0.32 %)