{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_5v6mtau5fg3f","handle":"ragify-mcp","url":"https://wellknown.network/agents/ragify-mcp","links":{"self":"https://wellknown.network/agents/ragify-mcp/record.json","html":"https://wellknown.network/agents/ragify-mcp","markdown":"https://wellknown.network/agents/ragify-mcp/record.md","api":"https://wellknown.network/api/v1/agents/ragify-mcp","status":"https://wellknown.network/api/v1/agents/ragify-mcp/status","claim":"https://wellknown.network/agents/ragify-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/ragify-mcp/claim.json","badge":"https://wellknown.network/agents/ragify-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:ragify-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"ragify-mcp","summary":"MCP Server for RAG documentation search with Qdrant and Ollama","description":"# ragify-mcp\n\nMCP Server for semantic documentation search using Qdrant and Ollama.\n\n## Installation\n\nNo installation needed with uvx:\n\n```bash\nuvx ragify-mcp\n```\n\nOr install via pip:\n\n```bash\npip install ragify-mcp\n```\n\n## Configuration\n\nAdd to your MCP client config (Claude Desktop or Claude Code):\n\n```json\n{\n  \"mcpServers\": {\n    \"ragify\": {\n      \"command\": \"uvx\",\n      \"args\": [\"ragify-mcp\"],\n      \"env\": {\n        \"QDRANT_URL\": \"http://127.0.0.1:6333\",\n        \"OLLAMA_URL\": \"http://localhost:11434\"\n      }\n    }\n  }\n}\n```\n\n## Prerequisites\n\n- Qdrant running with indexed documentation\n- Ollama running with `nomic-embed-text` model\n\n## Available Tools\n\n| Tool | Description |\n|------|-------------|\n| `search_documentation` | Semantic search in a collection |\n| `list_collections` | List all available collections |\n| `list_sources` | List indexed files in a collection |\n\n## Environment Variables\n\n| Variable | Default | Description |\n|----------|---------|-------------|\n| `QDRANT_URL` | http://localhost:6333 | Qdrant server URL |\n| `QDRANT_API_KEY` | - | Optional API key for Qdrant Cloud |\n| `OLLAMA_URL` | http://localhost:11434 | Ollama server URL |\n\n## Part of Ragify\n\nThis MCP server is part of the [Ragify](https://github.com/strawberry-code/self-hosted-llm-rag) project - a self-hosted RAG system for indexing and querying documentation.\n\n## License\n\nMIT","publisher":null,"homepage":"https://github.com/strawberry-code/self-hosted-llm-rag/blob/main/docs/MCP_SETUP.md","repository":"https://github.com/strawberry-code/self-hosted-llm-rag/blob/main/docs/MCP_SETUP.md","version":"1.0.1","license":"MIT","protocols":["mcp"],"tags":["mcp","ollama","qdrant","rag","semantic-search","vector-database"],"pricing":null,"endpoints":[{"url":"pypi:ragify-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"data.database","name":"Databases","confidence":0.675,"provenance":"derived"}],"categories":["data"],"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":"ragify-mcp","registry":"pypi","observedAt":"2026-09-10T11:28:08.392Z","publishedAt":"2025-11-27T18:43:44.601970Z","latestVersion":"1.0.1"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"ragify-mcp","url":"https://pypi.org/project/ragify-mcp/","firstSeenAt":"2026-09-10T11:25:56.346Z","fetchedAt":"2026-09-10T11:25:56.346Z","normalizedAt":"2026-09-10T11:25:56.346Z"}]},"firstSeenAt":"2026-09-10T11:25:56.346Z","updatedAt":"2026-09-10T11:28:08.392Z"}