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

    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+1 (+0.55 %)
  2. 2

    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 ↗

    179GitHub 星标+2 (+1.1 %)
  3. 3

    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 ↗

    175GitHub 星标+18 (+11.5 %)
  4. 4

    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+3 (+1.8 %)
  5. 5

    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
  6. 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

    163GitHub 星标+4 (+2.5 %)
  7. 7

    MCP
    活跃

    Framework-aware code intelligence MCP server for Claude Code and Codex — 70.5% 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 ↗

    161GitHub 星标+59 (+57.8 %)
  8. 8

    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
  9. 9

    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+1 (+0.72 %)
  10. 10

    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 ↗

    137GitHub 星标+2 (+1.5 %)
  11. 11

    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

    128GitHub 星标+2 (+1.6 %)
  12. 12

    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
  13. 13

    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
  14. 14

    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 %)
    • 15

      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+25 (+28.1 %)
    • 16

      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 %)
      • 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

          111GitHub 星标+6 (+5.7 %)
        • 18

          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

            111GitHub 星标+6 (+5.7 %)
          • 19

            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 %)
            • 20

              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 星标稳定
            • 21

              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

              102GitHub 星标+1 (+0.99 %)
            • 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

              100GitHub 星标+3 (+3.1 %)
            • 23

              智能体
              活跃

              Data-Agent：从 0 到 1 构建 Text2SQL 智能体实战教程，覆盖 StateGraph 编排、双重 RAG、关系图谱、HITL 人工确认、SQL 自动纠错、Python Docker 沙盒执行与 A2A + SSE 流式交互。

              Kotlin
              • a2a
              • ai-agent
              • human-in-the-loop
              • rag
              • stategraph

              github实测增长打开来源 ↗

              100GitHub 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 星标稳定
            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
              110GitHub 星标+5 (+4.8 %)