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

147

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

    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 %)
    • 2

      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 %)
    • 3

      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
      • 4

        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 %)
      • 5

        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 %)
      • 6

        MCP
        活跃

        Pure instruction-pack skill wrapping Ai2's Asta MCP server (Semantic Scholar). Intent-to-tool routing, safe defaults, multi-agent.

        许可证: MIT
        • academic
        • agent-skill
        • agent-skills
        • asta
        • asta-skill

        github实测增长打开来源 ↗

        183GitHub 星标稳定
      • 7

        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 %)
      • 8

        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 ↗

        174GitHub 星标+6 (+3.6 %)
      • 9

        其他
        活跃

        剧本分镜智能体（PenShot）：电影/动漫/短剧/小说/剧本→分镜→提示词 → 视频。| 基于LLM 通过 LangGraph+LlamaIndex，实现任意格式剧本的自动解析，生成 Sora/Veo/Runway 等模型可用的连贯text-to-video提示词。保持角色/剧情跨片段一致，支持 MCP/REST API/Function Calls/A2A 多种集成。（LLM-powered text-to-video-prompt agent. Break…

        Python许可证: MIT
        • agent-to-agent
        • ai-filmmaking
        • ai-video-generation
        • character-consistency
        • function-calling

        github实测增长打开来源 ↗

        173GitHub 星标+19 (+12.3 %)
      • 10

        其他
        活跃

        Deploy intelligence. Open-source infrastructure for AI agents in production.

        • a2a
        • agent-framework
        • agent-orchestration
        • agent-server
        • agentic-ai

        github实测增长打开来源 ↗

        169GitHub 星标稳定
      • 11

        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

        163GitHub 星标+6 (+3.8 %)
      • 12

        MCP
        已放弃

        Shared Memory Storage for Multi-Agent Systems

        Go许可证: AGPL-3.0
        • a2a
        • agent-memory
        • agentic-ai
        • ai
        • ai-agents

        github实测增长打开来源 ↗

        159GitHub 星标-1 (-0.62 %)
      • 13

        技能
        活跃

        Local-first, auditable Python code agent. Ships its own 30-task hidden-test benchmark plus SWE-bench Verified scored by the official harness -- every number reproducible, negative results included.

        Python许可证: MIT
        • agent
        • agent-evaluation
        • agent-skills
        • code-agent
        • llm

        github实测增长打开来源 ↗

        安装 git clone https://github.com/hwfengcs/DM-Code-Agent ~/.claude/skills/DM-Code-Agent

        151GitHub 星标稳定
      • 14

        MCP
        活跃

        Framework-aware code intelligence MCP server for Claude Code and Codex — 90.6% fewer input tokens to review a pull request, median over 60 merged PRs in repos we don't own. 81 languages, 87 frameworks, 100% local.

        TypeScript许可证: MIT
        • ai-agents
        • claude
        • claude-ai
        • claude-code
        • claude-code-plugin

        github实测增长打开来源 ↗

        146GitHub 星标+44 (+43.1 %)
      • 15

        智能体
        活跃

        Ruby's capable AI runtime

        Ruby许可证: MIT
        • a2a
        • a2a-client
        • agent
        • agent2agent
        • agents

        github实测增长打开来源 ↗

        139GitHub 星标+2 (+1.5 %)
      • 16

        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 ↗

        136GitHub 星标+3 (+2.3 %)
      • 17

        技能
        活跃

        A self-hosted knowledge platform for humans and AI agents — publish wikis, blogs, and portable Agent Skills.

        TypeScript许可证: Apache-2.0
        • agent-skills
        • ai-agent
        • blog
        • golang
        • knowledge-base

        github实测增长打开来源 ↗

        安装 git clone https://github.com/Ciao1019/Petrichor ~/.claude/skills/Petrichor

        127GitHub 星标+1 (+0.79 %)
      • 18

        技能
        活跃

        Find out what your coding agents already know. Docmancer indexes the memory, rules, and instructions Claude Code, Codex, Cursor, and Gemini wrote on your machine, then carries the durable parts to every agent. It is local-first and under…

        Python许可证: MIT
        • agent-memory
        • ai
        • ai-agents
        • ai-memory
        • claude-code

        github实测增长打开来源 ↗

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

        123GitHub 星标稳定
      • 19

        技能
        活跃

        Local-first AI knowledge app and Agent Skill with evidence-backed Wiki, an interactive knowledge universe, Viki Q&A, and shareable knowledge galaxies.

        JavaScript许可证: MIT
        • agent-skills
        • ai-agents
        • ai-assistant
        • claude-code
        • codex

        github实测增长打开来源 ↗

        安装 git clone https://github.com/NimaChu/my-wiki ~/.claude/skills/my-wiki

        123GitHub 星标稳定
      • 20

        MCP
        活跃

        Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients

        TypeScript许可证: MIT

          mcp实测增长打开来源 ↗

          需在 MCP 配置中声明的远程服务器 https://mcp.apple-rag.com

          117GitHub 星标+1 (+0.86 %)
        • 21

          技能
          活跃

          AI-agent skill producing reusable Markdown from PDFs. It turns flowcharts, diagrams, and charts into text beside each caption instead of empty links. It checks an earlier conversion against the PDF and fixes misread or missing parts. Long…

          Python许可证: AGPL-3.0
          • agent-skills
          • ai-agents
          • codex
          • codex-skill
          • document-conversion

          github实测增长打开来源 ↗

          安装 git clone https://github.com/libnyx/LT2MD ~/.claude/skills/LT2MD

          114GitHub 星标+36 (+46.2 %)
        • 22

          MCP
          活跃

          Pay-per-use IBM Granite AI via x402: chat, code, embeddings, forecasting. USDC on Base or Solana.

          JavaScript许可证: Apache-2.0

            mcp实测增长打开来源 ↗

            需在 MCP 配置中声明的远程服务器 https://three.ws/api/ibm-mcp

            111GitHub 星标+6 (+5.7 %)
          • 23

            MCP
            活跃

            Alibaba Cloud DashScope MCP: Qwen chat, embeddings, and model discovery on your own account.

            ↓ 84 下载/周JavaScript许可证: Apache-2.0

              mcp实测增长打开来源 ↗

              安装 claude mcp add alibaba-cloud -- npx @three-ws/alibaba-cloud-mcp

              111GitHub 星标+6 (+5.7 %)

            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

              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 %)
            2. 2

              dspy-skills

              技能
              活跃打开来源 ↗

              Collection of Claude Skills for DSPy framework - program language models, optimize prompts, and build RAG pipelines systematically

              Python许可证: MIT
              • agent-skills
              • claude-code
              • claude-skills
              • dspy
              • llm
              github

              安装 git clone https://github.com/OmidZamani/dspy-skills ~/.claude/skills/dspy-skills

              资源实测增长
              122GitHub 星标+1 (+0.83 %)