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

120

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

    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+3 (+1.3 %)
  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

    228GitHub 星标+4 (+1.8 %)
  3. 3

    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 %)
  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 ↗

    173GitHub 星标+6 (+3.6 %)
  5. 5

    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 ↗

    172GitHub 星标+19 (+12.4 %)
  6. 6

    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
  7. 7

    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 %)
  8. 8

    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+4 (+3.0 %)
  9. 9

    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 %)
  10. 10

    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 %)
  11. 11

    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
  12. 12

    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 %)
    • 13

      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

      111GitHub 星标+46 (+70.8 %)
    • 14

      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 ↗

      109GitHub 星标+7 (+6.9 %)
    • 15

      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 星标稳定
      • 16

        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 星标稳定
        • 17

          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 星标稳定
          • 18

            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 星标稳定
            • 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 ↗

              104GitHub 星标稳定
            • 20

              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

              99GitHub 星标+5 (+5.3 %)
            • 21

              智能体
              活跃

              🚀 Way Back Home

              Python许可证: Apache-2.0
              • a2a
              • adk
              • agents
              • bigquery
              • google-cloud

              github实测增长打开来源 ↗

              96GitHub 星标稳定
            • 22

              技能
              活跃

              Distill any document corpus into a navigable skill hierarchy for LLM agents — no retrieval system needed at serve time.

              Python许可证: MIT
              • agent-skills
              • emnlp-2026
              • enterprise-search
              • llm
              • llm-agents

              github实测增长打开来源 ↗

              安装 git clone https://github.com/dukesun99/Corpus2Skill ~/.claude/skills/Corpus2Skill

              84GitHub 星标+1 (+1.2 %)
            • 23

              技能
              活跃

              Harness engineering applied to knowledge production: a self-evolving multi-agent newsroom that turns your documents into a cross-linked markdown wiki. A "reground" loop pulls published pages back in before they go stale — writer ≠ reviewer,…

              Python许可证: MIT
              • agentic-ai
              • ai-agents
              • claude
              • claude-code
              • claude-skills

              github实测增长打开来源 ↗

              安装 git clone https://github.com/alfadur7/llm-wiki-newsroom ~/.claude/skills/llm-wiki-newsroom

              81GitHub 星标+1 (+1.2 %)

            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

              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+39 (+54.9 %)
            2. 2

              membrane

              技能
              活跃打开来源 ↗

              A selective learning and memory substrate for agentic systems — typed, revisable, decayable memory with competence learning and trust-aware retrieval.

              Go许可证: MIT
              • agent
              • agent-framework
              • agent-memory
              • agent-skills
              • agentic
              github

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

              资源实测增长
              94GitHub 星标稳定