# Send ClawRAG - Self-hosted RAG & Memory to your agent Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually. ## Fast path - 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. ## Suggested prompts ### New install ```text 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. ``` ### Upgrade existing ```text 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. ``` ## Machine-readable fields ```json { "schemaVersion": "1.0", "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" }, "install": { "downloadUrl": "/downloads/clawrag", "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=clawrag", "sourcePlatform": "tencent", "targetPlatform": "OpenClaw", "packageFormat": "ZIP package", "primaryDoc": "SKILL.md", "includedAssets": [ "SKILL.md" ], "downloadMode": "redirect", "sourceHealth": { "source": "tencent", "slug": "clawrag", "status": "healthy", "reason": "direct_download_ok", "recommendedAction": "download", "checkedAt": "2026-05-01T15:59:48.311Z", "expiresAt": "2026-05-08T15:59:48.311Z", "httpStatus": 200, "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=clawrag", "contentType": "application/zip", "probeMethod": "head", "details": { "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=clawrag", "contentDisposition": "attachment; filename=\"clawrag-1.2.0.zip\"", "redirectLocation": null, "bodySnippet": null, "slug": "clawrag" }, "scope": "item", "summary": "Item download looks usable.", "detail": "Yavira can redirect you to the upstream package for this item.", "primaryActionLabel": "Download for OpenClaw", "primaryActionHref": "/downloads/clawrag" }, "validation": { "installChecklist": [ "Use the Yavira download entry.", "Review SKILL.md after the package is downloaded.", "Confirm the extracted package contains the expected setup assets." ], "postInstallChecks": [ "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." ] } }, "links": { "detailUrl": "https://openagent3.xyz/skills/clawrag", "downloadUrl": "https://openagent3.xyz/downloads/clawrag", "agentUrl": "https://openagent3.xyz/skills/clawrag/agent", "manifestUrl": "https://openagent3.xyz/skills/clawrag/agent.json", "briefUrl": "https://openagent3.xyz/skills/clawrag/agent.md" } } ``` ## Documentation ### ClawRAG Connector The Brain for OpenClaw - Self-hosted RAG engine with hybrid search. ⚠️ This skill requires Docker. It connects OpenClaw to your local ClawRAG instance. ### What is ClawRAG? Production-ready RAG infrastructure that keeps your data local: 🔒 Privacy-first: Vector DB runs on your machine 🔍 Hybrid Search: Semantic + Keyword (BM25) + RRF ranking 📄 Smart Ingestion: PDFs, Office docs, Markdown via Docling 🧠 MCP-native: Seamless OpenClaw integration ### Step 1: Start ClawRAG (Docker) git clone https://github.com/2dogsandanerd/ClawRag.git cd ClawRag cp .env.example .env docker compose up -d Wait for http://localhost:8080/health to return OK. ### Step 2: Connect OpenClaw openclaw mcp add --transport stdio clawrag npx -y @clawrag/mcp-server ### Verification Test your setup: curl http://localhost:8080/api/v1/rag/collections ### Features CapabilityDescriptionDocument UploadPDF, DOCX, TXT, MD via API or folderHybrid QueryVector similarity + keyword matchingCitationsSource tracking for all answersMulti-CollectionOrganize knowledge by project ### Requirements Docker + Docker Compose 4GB+ RAM (8GB recommended for local LLM) Or: OpenAI/Anthropic API key for cloud LLM ### Architecture OpenClaw ◄──MCP──► @clawrag/mcp-server ◄──HTTP──► ClawRAG API (localhost:8080) │ ▼ ┌─────────────┐ │ ChromaDB │ │ (vectors) │ └─────────────┘ ### Links 📚 Full Docs: https://github.com/2dogsandanerd/ClawRag#readme 🔧 API Reference: http://localhost:8080/docs (when running) 🐛 Issues: https://github.com/2dogsandanerd/ClawRag/issues 📦 MCP Package: https://www.npmjs.com/package/@clawrag/mcp-server ### Tags rag, vector, memory, search, documents, self-hosted, privacy, mcp, local-ai ### Metadata für ClawHub-Upload: FeldWertSlugclawragDisplay nameClawRAG - Self-hosted RAG & MemoryVersion1.2.0Tagsrag, vector, memory, search, documents, self-hosted, privacy, mcp, local-ai ### 1.2.0 - Initial ClawHub Release Connector skill for OpenClaw integration MCP server support (@clawrag/mcp-server v1.1.0) Docker-first deployment Hybrid search (Vector + BM25) ## Trust - Source: tencent - Verification: Indexed source record - Publisher: 2dogsandanerd - Version: 1.2.0 ## Source health - Status: healthy - Item download looks usable. - Yavira can redirect you to the upstream package for this item. - Health scope: item - Reason: direct_download_ok - Checked at: 2026-05-01T15:59:48.311Z - Expires at: 2026-05-08T15:59:48.311Z - Recommended action: Download for OpenClaw ## Links - [Detail page](https://openagent3.xyz/skills/clawrag) - [Send to Agent page](https://openagent3.xyz/skills/clawrag/agent) - [JSON manifest](https://openagent3.xyz/skills/clawrag/agent.json) - [Markdown brief](https://openagent3.xyz/skills/clawrag/agent.md) - [Download page](https://openagent3.xyz/downloads/clawrag)