{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ywf3ehndz972","handle":"mcp-server-rapid-rag","url":"https://wellknown.network/agents/mcp-server-rapid-rag","links":{"self":"https://wellknown.network/agents/mcp-server-rapid-rag/record.json","html":"https://wellknown.network/agents/mcp-server-rapid-rag","markdown":"https://wellknown.network/agents/mcp-server-rapid-rag/record.md","api":"https://wellknown.network/api/v1/agents/mcp-server-rapid-rag","status":"https://wellknown.network/api/v1/agents/mcp-server-rapid-rag/status","claim":"https://wellknown.network/agents/mcp-server-rapid-rag/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-server-rapid-rag/claim.json","badge":"https://wellknown.network/agents/mcp-server-rapid-rag/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-server-rapid-rag/history","tools":"https://wellknown.network/api/v1/agents/mcp-server-rapid-rag/tools"},"ard":{"identifier":"urn:air::server:mcp-server-rapid-rag","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-server-rapid-rag","summary":"MCP Server for rapid-rag - Local RAG with semantic search and LLM queries","description":"# mcp-server-rapid-rag\n\nMCP Server for **rapid-rag** - Local RAG with semantic search and LLM queries.\n\nSearch your documents with AI, no cloud needed! Works with Ollama for local LLM inference.\n\n## Installation\n\n```bash\npip install mcp-server-rapid-rag\n```\n\n## Configuration\n\nAdd to your Claude Desktop config (`~/.config/claude/claude_desktop_config.json`):\n\n```json\n{\n  \"mcpServers\": {\n    \"rapid-rag\": {\n      \"command\": \"mcp-server-rapid-rag\"\n    }\n  }\n}\n```\n\nOr with uvx:\n\n```json\n{\n  \"mcpServers\": {\n    \"rapid-rag\": {\n      \"command\": \"uvx\",\n      \"args\": [\"mcp-server-rapid-rag\"]\n    }\n  }\n}\n```\n\n## Tools\n\n### `rag_add`\nAdd files or directories to the RAG collection. Supports .txt, .md, .pdf.\n\n```\n\"Add my docs folder to RAG: ~/Documents/notes\"\n```\n\n### `rag_add_text`\nAdd raw text directly to the collection.\n\n```\n\"Store this meeting notes in RAG: [text content]\"\n```\n\n### `rag_search`\nSemantic search - find the most relevant documents.\n\n```\n\"Search my documents for: Python async patterns\"\n```\n\n### `rag_query`\nFull RAG pipeline - search documents and get an AI-generated answer.\n\n```\n\"Based on my documents, how do I configure logging?\"\n```\n\n### `rag_info`\nGet collection statistics.\n\n```\n\"Show me the RAG collection info\"\n```\n\n### `rag_list`\nList all available collections.\n\n```\n\"List my RAG collections\"\n```\n\n### `rag_clear`\nClear a collection (requires confirmation).\n\n```\n\"Clear the 'old_project' RAG collection\"\n```\n\n## Example Usage\n\nAsk Claude:\n\n> \"Add all the markdown files from ~/projects/docs to my RAG\"\n\nClaude will:\n1. Index all .md files in the directory\n2. Split them into chunks with embeddings\n3. Store them in ChromaDB locally\n\nThen ask:\n\n> \"Based on my docs, how do I set up authentication?\"\n\nClaude will:\n1. Search the indexed documents\n2. Pass relevant chunks to Ollama\n3. Generate an answer with source citations\n\n## Requirements\n\n- **rapid-rag**: Core RAG library with ChromaDB\n- **Ollama** (optional): For `rag_query` - local LLM inference\n\n### Install Ollama\n…","publisher":null,"homepage":null,"repository":null,"version":"0.1.0","license":"MIT","protocols":["mcp"],"tags":["chromadb","mcp","ollama","rag","retrieval","semantic-search"],"pricing":null,"endpoints":[{"url":"pypi:mcp-server-rapid-rag","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"dev.filesystem","name":"Filesystem","confidence":0.802,"provenance":"derived"}],"categories":["data","dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"mcp-server-rapid-rag","registry":"pypi","observedAt":"2026-11-03T16:25:49.403Z","publishedAt":"2026-02-21T07:51:28.211208Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-server-rapid-rag","url":"https://pypi.org/project/mcp-server-rapid-rag/","firstSeenAt":"2026-09-10T04:22:12.540Z","fetchedAt":"2026-11-03T16:23:21.079Z","normalizedAt":"2026-11-03T16:23:21.079Z"}]},"firstSeenAt":"2026-09-10T04:22:12.540Z","updatedAt":"2026-11-03T16:25:49.404Z"}