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

137

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

    应用
    活跃

    World's first open-source enterprise world model.

    Rust许可证: Apache-2.0
    • agent-memory
    • bitemporal
    • graphrag
    • knowledge-base
    • knowledge-graph

    github实测增长打开来源 ↗

    2 428GitHub 星标+1 596 (+191.8 %)
  2. 2

    智能体
    活跃

    AI-powered virtual executive team — a single coherent executive persona backed by 8 specialist Claude agents (FastAPI + Next.js).

    Python
    • ai
    • anthropic
    • claude
    • fastapi
    • llm

    github实测增长打开来源 ↗

    3 488GitHub 星标+1 925 (+123.2 %)
  3. 3

    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

    89GitHub 星标+38 (+74.5 %)
  4. 4

    技能
    活跃

    Open-source infrastructure that turns scattered SKILL.md files into curated, retrieval-ready agent-skill corpora—with retrieval and evaluation tooling included.

    Python许可证: Apache-2.0
    • agent-memory
    • agent-skills
    • ai-agents
    • benchmark
    • dataset

    github实测增长打开来源 ↗

    安装 git clone https://github.com/EverMind-AI/SkillCorpus ~/.claude/skills/SkillCorpus

    424GitHub 星标+170 (+66.9 %)
  5. 5

    MCP
    活跃

    Local-first MCP memory server: SQLite, FTS5 and vector search, AES-256-GCM. 55 tools, no cloud.

    Rust许可证: MIT

      mcp实测增长打开来源 ↗

      67GitHub 星标+14 (+26.4 %)
    • 6

      MCP
      活跃

      Semantic search and pattern discovery for Obsidian and markdown vaults.

      TypeScript

        mcp实测增长打开来源 ↗

        59GitHub 星标+7 (+13.5 %)
      • 7

        技能
        活跃

        ReachAI企业级智能体开发平台：快速、安全完成已有业务系统智能化改造，让 AI 在 OA、ERP、CRM 等原系统中查数据、填表单、办业务。ReachAI: Quickly and securely bring AI to existing enterprise systems, enabling AI to query data, fill out forms, and execute business tasks directly within OA, ERP,…

        Java许可证: MIT
        • a2a
        • agent
        • agent-framework
        • agent-skills
        • agents

        github实测增长打开来源 ↗

        安装 git clone https://github.com/w8123/EnterpriseAgentFramework ~/.claude/skills/EnterpriseAgentFramework

        638GitHub 星标+54 (+9.2 %)
      • 8

        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

        233GitHub 星标+17 (+7.9 %)
      • 9

        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 %)
        • 10

          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 %)
          • 11

            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 %)
            • 12

              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 %)
              • 13

                其他
                活跃

                Graph-Native Infrastructure for Context and Accountable AI Systems

                Python许可证: MIT
                • agent-memory
                • ai
                • ai-governance
                • ai-infrastructure
                • artificial-intelligence

                github实测增长打开来源 ↗

                11 740GitHub 星标+678 (+6.1 %)
              • 14

                技能
                活跃

                Turn any technical book PDF into a Claude Code skill — ready to study, reference, and use while you work.

                Python许可证: MIT
                • agent-skills
                • ai-agents
                • book-to-skill
                • context-engineering
                • document-processing

                github实测增长打开来源 ↗

                安装 git clone https://github.com/virgiliojr94/book-to-skill ~/.claude/skills/book-to-skill

                27 824GitHub 星标+1 525 (+5.8 %)
              • 15

                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 %)
              • 16

                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 %)
              • 17

                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 %)
              • 18

                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 %)
              • 19

                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 %)
              • 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

                97GitHub 星标+3 (+3.2 %)
              • 21

                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 %)
              • 22

                MCP
                活跃

                A trilingual (繁中 / English / 简中) learning roadmap for agentic AI: from LLM basics to multi-agent systems, with 240+ curated resources and hands-on examples. 中文 AI agent 學習地圖。

                Python许可证: MIT
                • agentic-ai
                • agentic-workflows
                • ai-agent
                • ai-agents
                • awesome-list

                github实测增长打开来源 ↗

                6 589GitHub 星标+144 (+2.2 %)
              • 23

                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 %)
              • 24

                技能
                活跃

                Give your AI a real, persistent memory. The open-source system plus templates that turn an Obsidian vault into your AI's working memory. No vector database, just markdown.

                • agent-memory
                • ai
                • ai-agents
                • ai-memory
                • anthropic

                github实测增长打开来源 ↗

                安装 git clone https://github.com/jaredrhod/ai-memory-vault ~/.claude/skills/ai-memory-vault

                605GitHub 星标+13 (+2.2 %)

              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

                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 %)