{
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  "item": {
    "slug": "clawrag",
    "name": "ClawRAG - Self-hosted RAG & Memory",
    "source": "tencent",
    "type": "skill",
    "category": "开发工具",
    "sourceUrl": "https://clawhub.ai/2dogsandanerd/clawrag",
    "canonicalUrl": "https://clawhub.ai/2dogsandanerd/clawrag",
    "targetPlatform": "OpenClaw"
  },
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    "targetPlatform": "OpenClaw",
    "installMethod": "Manual import",
    "extraction": "Extract archive",
    "prerequisites": [
      "OpenClaw"
    ],
    "packageFormat": "ZIP package",
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    ],
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      "Download the package from Yavira.",
      "Extract the archive and review SKILL.md first.",
      "Import or place the package into your OpenClaw setup."
    ],
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        "Download the package from Yavira.",
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          "label": "New install",
          "body": "I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete."
        },
        {
          "label": "Upgrade existing",
          "body": "I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run."
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      "reason": "direct_download_ok",
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      "checkedAt": "2026-04-30T16:55:25.780Z",
      "expiresAt": "2026-05-07T16:55:25.780Z",
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        "redirectLocation": null,
        "bodySnippet": null
      },
      "scope": "source",
      "summary": "Source download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this source.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/clawrag"
    },
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        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
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        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
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    "agentPageUrl": "https://openagent3.xyz/skills/clawrag/agent",
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    "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.",
    "steps": [
      "Download the package from Yavira.",
      "Extract it into a folder your agent can access.",
      "Paste one of the prompts below and point your agent at the extracted folder."
    ],
    "prompts": [
      {
        "label": "New install",
        "body": "I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete."
      },
      {
        "label": "Upgrade existing",
        "body": "I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run."
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  "documentation": {
    "source": "clawhub",
    "primaryDoc": "SKILL.md",
    "sections": [
      {
        "title": "ClawRAG Connector",
        "body": "The Brain for OpenClaw - Self-hosted RAG engine with hybrid search.\n\n⚠️ This skill requires Docker. It connects OpenClaw to your local ClawRAG instance."
      },
      {
        "title": "What is ClawRAG?",
        "body": "Production-ready RAG infrastructure that keeps your data local:\n\n🔒 Privacy-first: Vector DB runs on your machine\n🔍 Hybrid Search: Semantic + Keyword (BM25) + RRF ranking\n📄 Smart Ingestion: PDFs, Office docs, Markdown via Docling\n🧠 MCP-native: Seamless OpenClaw integration"
      },
      {
        "title": "Step 1: Start ClawRAG (Docker)",
        "body": "git clone https://github.com/2dogsandanerd/ClawRag.git\ncd ClawRag\ncp .env.example .env\ndocker compose up -d\n\nWait for http://localhost:8080/health to return OK."
      },
      {
        "title": "Step 2: Connect OpenClaw",
        "body": "openclaw mcp add --transport stdio clawrag npx -y @clawrag/mcp-server"
      },
      {
        "title": "Verification",
        "body": "Test your setup:\n\ncurl http://localhost:8080/api/v1/rag/collections"
      },
      {
        "title": "Features",
        "body": "CapabilityDescriptionDocument UploadPDF, DOCX, TXT, MD via API or folderHybrid QueryVector similarity + keyword matchingCitationsSource tracking for all answersMulti-CollectionOrganize knowledge by project"
      },
      {
        "title": "Requirements",
        "body": "Docker + Docker Compose\n4GB+ RAM (8GB recommended for local LLM)\nOr: OpenAI/Anthropic API key for cloud LLM"
      },
      {
        "title": "Architecture",
        "body": "OpenClaw ◄──MCP──► @clawrag/mcp-server ◄──HTTP──► ClawRAG API (localhost:8080)\n                                           │\n                                           ▼\n                                    ┌─────────────┐\n                                    │  ChromaDB   │\n                                    │  (vectors)  │\n                                    └─────────────┘"
      },
      {
        "title": "Links",
        "body": "📚 Full Docs: https://github.com/2dogsandanerd/ClawRag#readme\n🔧 API Reference: http://localhost:8080/docs (when running)\n🐛 Issues: https://github.com/2dogsandanerd/ClawRag/issues\n📦 MCP Package: https://www.npmjs.com/package/@clawrag/mcp-server"
      },
      {
        "title": "Tags",
        "body": "rag, vector, memory, search, documents, self-hosted, privacy, mcp, local-ai"
      },
      {
        "title": "Metadata für ClawHub-Upload:",
        "body": "FeldWertSlugclawragDisplay nameClawRAG - Self-hosted RAG & MemoryVersion1.2.0Tagsrag, vector, memory, search, documents, self-hosted, privacy, mcp, local-ai"
      },
      {
        "title": "1.2.0 - Initial ClawHub Release",
        "body": "Connector skill for OpenClaw integration\nMCP server support (@clawrag/mcp-server v1.1.0)\nDocker-first deployment\nHybrid search (Vector + BM25)"
      }
    ],
    "body": "ClawRAG Connector\n\nThe Brain for OpenClaw - Self-hosted RAG engine with hybrid search.\n\n⚠️ This skill requires Docker. It connects OpenClaw to your local ClawRAG instance.\n\nWhat is ClawRAG?\n\nProduction-ready RAG infrastructure that keeps your data local:\n\n🔒 Privacy-first: Vector DB runs on your machine\n🔍 Hybrid Search: Semantic + Keyword (BM25) + RRF ranking\n📄 Smart Ingestion: PDFs, Office docs, Markdown via Docling\n🧠 MCP-native: Seamless OpenClaw integration\nInstallation\nStep 1: Start ClawRAG (Docker)\ngit clone https://github.com/2dogsandanerd/ClawRag.git\ncd ClawRag\ncp .env.example .env\ndocker compose up -d\n\n\nWait for http://localhost:8080/health to return OK.\n\nStep 2: Connect OpenClaw\nopenclaw mcp add --transport stdio clawrag npx -y @clawrag/mcp-server\n\nVerification\n\nTest your setup:\n\ncurl http://localhost:8080/api/v1/rag/collections\n\nFeatures\nCapability\tDescription\nDocument Upload\tPDF, DOCX, TXT, MD via API or folder\nHybrid Query\tVector similarity + keyword matching\nCitations\tSource tracking for all answers\nMulti-Collection\tOrganize knowledge by project\nRequirements\nDocker + Docker Compose\n4GB+ RAM (8GB recommended for local LLM)\nOr: OpenAI/Anthropic API key for cloud LLM\nArchitecture\nOpenClaw ◄──MCP──► @clawrag/mcp-server ◄──HTTP──► ClawRAG API (localhost:8080)\n                                           │\n                                           ▼\n                                    ┌─────────────┐\n                                    │  ChromaDB   │\n                                    │  (vectors)  │\n                                    └─────────────┘\n\nLinks\n📚 Full Docs: https://github.com/2dogsandanerd/ClawRag#readme\n🔧 API Reference: http://localhost:8080/docs (when running)\n🐛 Issues: https://github.com/2dogsandanerd/ClawRag/issues\n📦 MCP Package: https://www.npmjs.com/package/@clawrag/mcp-server\nTags\n\nrag, vector, memory, search, documents, self-hosted, privacy, mcp, local-ai\n\nMetadata für ClawHub-Upload:\nFeld\tWert\nSlug\tclawrag\nDisplay name\tClawRAG - Self-hosted RAG & Memory\nVersion\t1.2.0\nTags\trag, vector, memory, search, documents, self-hosted, privacy, mcp, local-ai\nChangelog für Version 1.2.0\n1.2.0 - Initial ClawHub Release\nConnector skill for OpenClaw integration\nMCP server support (@clawrag/mcp-server v1.1.0)\nDocker-first deployment\nHybrid search (Vector + BM25)"
  },
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    "provenanceUrl": "https://clawhub.ai/2dogsandanerd/clawrag",
    "publisherUrl": "https://clawhub.ai/2dogsandanerd/clawrag",
    "owner": "2dogsandanerd",
    "version": "1.2.0",
    "license": null,
    "verificationStatus": "Indexed source record"
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