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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

147

工具排名

按实测增长排序，并在不同来源间归一化。 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

    其他
    活跃

    Sim is the collaborative workspace to build, deploy, and monitor AI agents and workflows. Used by 100,000+ builders.

    TypeScript许可证: Apache-2.0
    • agent-workflow
    • agentic-workflow
    • agents
    • ai
    • aiagents

    github实测增长打开来源 ↗

    29 510GitHub 星标+36 (+0.12 %)
  2. 2

    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

    970GitHub 星标+15 (+1.6 %)
  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实测增长打开来源 ↗

    742GitHub 星标+13 (+1.8 %)
  4. 4

    MCP
    活跃

    Codebase understanding for AI coding agents — symbol graph, blast radius, semantic search.

    Go许可证: MIT

      mcp实测增长打开来源 ↗

      35GitHub 星标+3 (+9.4 %)
    • 5

      智能体
      活跃

      SHM v6.10.1 — 自演化超图记忆 (CudaAccel: 本机 embedding 强制 CUDA)

      Python许可证: MIT
      • a2a
      • ai-agent
      • hypergraph
      • knowledge-graph
      • mcp

      github实测增长打开来源 ↗

      6GitHub 星标+1 (+20.0 %)
    • 6

      技能
      活跃

      🤖 Curated AI OSINT resources — Google dorks, Shodan queries, GitHub dorks, and techniques to discover exposed LLM endpoints, leaked AI API keys, misconfigured vector databases, and unprotected AI agents

      • agent-skills
      • ai-osint
      • ai-security
      • bug-bounty
      • clawhavoc

      github实测增长打开来源 ↗

      安装 git clone https://github.com/7WaySecurity/ai_osint ~/.claude/skills/ai_osint

      159GitHub 星标+6 (+3.9 %)
    • 7

      MCP
      活跃

      Google NotebookLM over MCP + a local HTTP REST API. Citation-backed Q&A, audio/video/content generation, multi-account rotation. For Claude Code, Codex, Cursor, n8n, Zapier, Make.

      TypeScript许可证: MIT
      • agentic-skill
      • anthropic
      • automation
      • citations
      • claude-code

      github实测增长打开来源 ↗

      171GitHub 星标+6 (+3.6 %)
    • 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

        459GitHub 星标+9 (+2.0 %)
      • 9

        智能体
        活跃

        6 specialized AI agents collaborating via A2A protocol to power e-commerce — product discovery, orders, pricing, reviews, inventory & support. Dual-stack (Python + .NET/C#) with generative UI. Built with Microsoft Agent Framework, FastAPI,…

        Python许可证: MIT
        • a2a-protocol
        • ai-agents
        • aspire-dashboard
        • azure-openai
        • csharp

        github实测增长打开来源 ↗

        22GitHub 星标+2 (+10.0 %)
      • 10

        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 ↗

        310GitHub 星标+7 (+2.3 %)
      • 11

        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+6 (+2.7 %)
      • 12

        MCP
        活跃

        Obsidian MCP server: semantic search, knowledge graph, and vault editing. No plugin required.

        ↓ 61 下载/周TypeScript许可证: Apache-2.0

          mcp实测增长打开来源 ↗

          安装 claude mcp add obsidian-brain -- npx obsidian-brain

          10GitHub 星标+1 (+11.1 %)
        • 13

          技能
          活跃

          Production-grade AI coding rules for Cursor and Claude Code. 15 rules + 9 doc templates + skills + agents + MCP setup. Drop into any project.

          Python许可证: MIT
          • ai-agents
          • ai-coding
          • ai-development
          • ai-engineer
          • automation

          github实测增长打开来源 ↗

          安装 git clone https://github.com/aiagentwithdhruv/ai-dev-stack ~/.claude/skills/ai-dev-stack

          10GitHub 星标+1 (+11.1 %)
        • 14

          MCP
          活跃

          Context Engineering: Build Consistent, Accurate, Predictable AI Systems

          Python许可证: Apache-2.0
          • agent-skills
          • agentic-ai
          • context-engineering
          • generative-ai
          • llm

          github实测增长打开来源 ↗

          135GitHub 星标+4 (+3.1 %)
        • 15

          MCP
          活跃

          MCP server for local codebase indexing, semantic search, and code dependency graphs.

          ↓ 1 242 下载/周TypeScript许可证: AGPL-3.0

            mcp实测增长打开来源 ↗

            安装 claude mcp add socraticode -- npx socraticode

            3 275GitHub 星标+12 (+0.37 %)
          • 16

            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

            380GitHub 星标+6 (+1.6 %)
          • 17

            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 ↗

            378GitHub 星标+6 (+1.6 %)
          • 18

            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 ↗

            433GitHub 星标+6 (+1.4 %)
          • 19

            MCP
            休眠

            Cross-session memory for AI agents - knowledge graph, scoring, semantic search

            ↓ 292 下载/周TypeScript许可证: MIT

              mcp实测增长打开来源 ↗

              安装 claude mcp add agent-knowledge -- npx agent-knowledge

              13GitHub 星标+1 (+8.3 %)
            • 20

              其他
              休眠

              nano-degree in Agentic AI

              Python许可证: MIT
              • a2a
              • acp
              • agent
              • mcp
              • rag

              github实测增长打开来源 ↗

              13GitHub 星标+1 (+8.3 %)
            • 21

              库
              活跃

              Opiniated RAG for integrating GenAI in your apps 🧠 Focus on your product rather than the RAG. Easy integration in existing products with customisation! Any LLM: GPT4, Groq, Llama. Any Vectorstore: PGVector, Faiss. Any Files. Anyway you…

              Python
              • ai
              • api
              • chatbot
              • chatgpt
              • database

              github实测增长打开来源 ↗

              39 451GitHub 星标+13 (+0.03 %)
            • 22

              技能
              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.

              TypeScript许可证: MIT
              • ai-tools
              • claude-code-plugin
              • claude-code-skill
              • codex-skill
              • cursor

              github实测增长打开来源 ↗

              安装 /plugin marketplace add praneybehl/llm-wiki-plugin

              97GitHub 星标+3 (+3.2 %)
            • 23

              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 ↗

              56GitHub 星标+2 (+3.7 %)
            • 24

              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 ↗

              57GitHub 星标+2 (+3.6 %)

            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

              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
              14GitHub 星标+1 (+7.7 %)