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 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

    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+5 (+2.2 %)
  2. 2

    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

    224GitHub 星标稳定
  3. 3

    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 ↗

    182GitHub 星标-1 (-0.55 %)
  4. 4

    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 ↗

    177GitHub 星标+2 (+1.1 %)
  5. 5

    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 %)
  6. 6

    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-7 (-4.0 %)
  7. 7

    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 ↗

    160GitHub 星标稳定
  8. 8

    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 %)
  9. 9

    其他
    活跃

    剧本分镜工具智能体（PenShot）：电影/动漫/短剧/小说/剧本→分镜→片段→prompt | 基于 LangGraph+LLM，自动解析任意格式剧本，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/函数调用 | Python库 + A2A集成。（LLM-powered screenplay-to-video-prompt agent. Break scripts into…

    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 ↗

    157GitHub 星标+6 (+4.0 %)
  10. 10

    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
  11. 11

    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 ↗

    138GitHub 星标+1 (+0.73 %)
  12. 12

    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 %)
  13. 13

    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估算动量打开来源 ↗

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

    126GitHub 星标—
  14. 14

    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
  15. 15

    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+1 (+0.82 %)
  16. 16

    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

      116GitHub 星标稳定
    • 17

      MCP
      活跃

      x402 pay-per-use IBM Granite AI: chat, code, embeddings, analysis, forecasting. Pay USDC per call.

      ↓ 70 下载/周JavaScript许可证: Apache-2.0

        mcp实测增长打开来源 ↗

        安装 claude mcp add ibm-x402-mcp -- npx @three-ws/ibm-x402-mcp

        105GitHub 星标+7 (+7.1 %)
      • 18

        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

          105GitHub 星标+7 (+7.1 %)
        • 19

          MCP
          活跃

          Self improving agents through iterations

          Python许可证: Apache-2.0
          • agent-learning
          • agent-memory
          • agentic-workflows
          • ai-agents
          • claude-code

          github实测增长打开来源 ↗

          105GitHub 星标+1 (+0.96 %)
        • 20

          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

            105GitHub 星标+7 (+7.1 %)
          • 21

            MCP
            活跃

            IBM watsonx.ai MCP by three.ws: chat, text generation, embeddings, and tokenization.

            ↓ 73 下载/周JavaScript许可证: Apache-2.0

              mcp实测增长打开来源 ↗

              安装 claude mcp add ibm-watsonx -- npx @three-ws/ibm-watsonx-mcp

              105GitHub 星标+7 (+7.1 %)
            • 22

              MCP
              活跃

              MCP server for Claude Code and Codex. One tool call replaces ~42 minutes of agent exploration

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

              github实测增长打开来源 ↗

              102GitHub 星标+1 (+0.99 %)
            • 23

              技能
              活跃

              SRA-Bench and SR-Agents: a benchmark and toolkit for skill-retrieval-augmented LLM agents.

              Python许可证: MIT
              • agent-memory
              • agent-skills
              • agentic-ai
              • benchmark
              • llm-based-agents

              github实测增长打开来源 ↗

              安装 git clone https://github.com/oneal2000/SR-Agents ~/.claude/skills/SR-Agents

              101GitHub 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

              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 %)
            2. 2

              atlas-agent-control-plane

              技能
              活跃打开来源 ↗

              AtlasAgent - an auditable AI agent control plane: evidence-backed memory, governed tool runtime, checkpoint DAG recovery, and a 55-chapter engineering tutorial. FastAPI / Next.js PWA / Textual TUI

              Python许可证: MIT
              • agent
              • agent-framework
              • agent-orchestration
              • agent-skills
              • agentic-ai
              github

              安装 git clone https://github.com/malevrigns/atlas-agent-control-plane ~/.claude/skills/atlas-agent-control-plane

              资源实测增长
              105GitHub 星标+47 (+81.0 %)