{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_x2ybz4727rkv","handle":"iflow-mcp-amansingh0311-mcp-qdrant-openai","url":"https://wellknown.network/agents/iflow-mcp-amansingh0311-mcp-qdrant-openai","links":{"self":"https://wellknown.network/agents/iflow-mcp-amansingh0311-mcp-qdrant-openai/record.json","html":"https://wellknown.network/agents/iflow-mcp-amansingh0311-mcp-qdrant-openai","markdown":"https://wellknown.network/agents/iflow-mcp-amansingh0311-mcp-qdrant-openai/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-amansingh0311-mcp-qdrant-openai","status":"https://wellknown.network/api/v1/agents/iflow-mcp-amansingh0311-mcp-qdrant-openai/status","claim":"https://wellknown.network/agents/iflow-mcp-amansingh0311-mcp-qdrant-openai/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-amansingh0311-mcp-qdrant-openai/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-amansingh0311-mcp-qdrant-openai/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-amansingh0311-mcp-qdrant-openai/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-amansingh0311-mcp-qdrant-openai/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-amansingh0311-mcp-qdrant-openai","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_amansingh0311-mcp-qdrant-openai","summary":"MCP Qdrant Server with OpenAI Embeddings","description":"[![MseeP.ai Security Assessment Badge](https://mseep.net/pr/amansingh0311-mcp-qdrant-openai-badge.png)](https://mseep.ai/app/amansingh0311-mcp-qdrant-openai)\n\n# MCP Qdrant Server with OpenAI Embeddings\n\n[![smithery badge](https://smithery.ai/badge/@amansingh0311/mcp-qdrant-openai)](https://smithery.ai/server/@amansingh0311/mcp-qdrant-openai)\n\nThis MCP server provides vector search capabilities using Qdrant vector database and OpenAI embeddings.\n\n## Features\n\n- Semantic search in Qdrant collections using OpenAI embeddings\n- List available collections\n- View collection information\n\n## Prerequisites\n\n- Python 3.10+ installed\n- Qdrant instance (local or remote)\n- OpenAI API key\n\n## Installation\n\n### Installing via Smithery\n\nTo install Qdrant Vector Search Server for Claude Desktop automatically via [Smithery](https://smithery.ai/server/@amansingh0311/mcp-qdrant-openai):\n\n```bash\nnpx -y @smithery/cli install @amansingh0311/mcp-qdrant-openai --client claude\n```\n\n### Manual Installation\n1. Clone this repository:\n\n   ```bash\n   git clone https://github.com/yourusername/mcp-qdrant-openai.git\n   cd mcp-qdrant-openai\n   ```\n\n2. Install dependencies:\n   ```bash\n   pip install -r requirements.txt\n   ```\n\n## Configuration\n\nSet the following environment variables:\n\n- `OPENAI_API_KEY`: Your OpenAI API key\n- `QDRANT_URL`: URL to your Qdrant instance (default: \"http://localhost:6333\")\n- `QDRANT_API_KEY`: Your Qdrant API key (if applicable)\n\n## Usage\n\n### Run the server directly\n\n```bash\npython mcp_qdrant_server.py\n```\n\n### Run with MCP CLI\n\n```bash\nmcp dev mcp_qdrant_server.py\n```\n\n### Installing in Claude Desktop\n\n```bash\nmcp install mcp_qdrant_server.py --name \"Qdrant-OpenAI\"\n```\n\n## Available Tools\n\n### query_collection\n\nSearch a Qdrant collection using semantic search with OpenAI embeddings.\n\n- `collection_name`: Name of the Qdrant collection to search\n- `query_text`: The search query in natural language\n- `limit`: Maximum number of results to return (default: 5)\n- `model`: Open…","publisher":null,"homepage":null,"repository":null,"version":"0.1.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_amansingh0311-mcp-qdrant-openai","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":1,"provenance":"derived"},{"slug":"data.database","name":"Databases","confidence":0.791,"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":"iflow-mcp_amansingh0311-mcp-qdrant-openai","registry":"pypi","observedAt":"2026-11-09T07:25:25.403Z","publishedAt":"2026-02-06T15:25:12.607470Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_amansingh0311-mcp-qdrant-openai","url":"https://pypi.org/project/iflow-mcp_amansingh0311-mcp-qdrant-openai/","firstSeenAt":"2026-09-09T17:22:28.083Z","fetchedAt":"2026-11-09T07:24:06.709Z","normalizedAt":"2026-11-09T07:24:06.709Z"}]},"firstSeenAt":"2026-09-09T17:22:28.083Z","updatedAt":"2026-11-09T07:25:25.403Z"}