{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_uwn8qtxywm7f","handle":"mcp-server-qdrant-rs","url":"https://wellknown.network/agents/mcp-server-qdrant-rs","links":{"self":"https://wellknown.network/agents/mcp-server-qdrant-rs/record.json","html":"https://wellknown.network/agents/mcp-server-qdrant-rs","markdown":"https://wellknown.network/agents/mcp-server-qdrant-rs/record.md","api":"https://wellknown.network/api/v1/agents/mcp-server-qdrant-rs","status":"https://wellknown.network/api/v1/agents/mcp-server-qdrant-rs/status","claim":"https://wellknown.network/agents/mcp-server-qdrant-rs/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-server-qdrant-rs/claim.json","badge":"https://wellknown.network/agents/mcp-server-qdrant-rs/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-server-qdrant-rs/history","tools":"https://wellknown.network/api/v1/agents/mcp-server-qdrant-rs/tools"},"ard":{"identifier":"urn:air::server:mcp-server-qdrant-rs","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-server-qdrant-rs","summary":"MCP server for Qdrant vector database with local embedding support","description":"# mcp-server-qdrant\n\n[![CI](https://github.com/vaporif/mcp-server-qdrant/actions/workflows/ci.yml/badge.svg)](https://github.com/vaporif/mcp-server-qdrant/actions/workflows/ci.yml)\n\nRust MCP server for Qdrant with local BERT embeddings. Single binary, no Python.\n\n## Why not the [official Python one](https://github.com/qdrant/mcp-server-qdrant)?\n\nONNX Python wheels are painful to package in Nix (especially aarch64-linux). This is a Rust rewrite with Nix-native packaging and a pure-Rust default backend (Candle) that has zero native dependencies.\n\n## Usage\n\n### Claude Desktop / Claude Code\n\n**With [uvx](https://docs.astral.sh/uv/) (recommended):**\n\n```json\n{\n  \"mcpServers\": {\n    \"qdrant\": {\n      \"command\": \"uvx\",\n      \"args\": [\"mcp-server-qdrant-rs\"],\n      \"env\": {\n        \"QDRANT_URL\": \"http://localhost:6334\",\n        \"COLLECTION_NAME\": \"my-collection\"\n      }\n    }\n  }\n}\n```\n\n**With [rvx](https://github.com/vaporif/rvx):**\n\n```json\n{\n  \"mcpServers\": {\n    \"qdrant\": {\n      \"command\": \"rvx\",\n      \"args\": [\"mcp-server-qdrant\"],\n      \"env\": {\n        \"QDRANT_URL\": \"http://localhost:6334\",\n        \"COLLECTION_NAME\": \"my-collection\"\n      }\n    }\n  }\n}\n```\n\n<details>\n<summary>Other installation methods</summary>\n\n**With Nix:**\n\n```sh\nnix run github:vaporif/mcp-server-qdrant\n\n# ONNX backend\nnix run github:vaporif/mcp-server-qdrant#onnx\n```\n\nAs a flake input:\n\n```nix\n{\n  inputs.mcp-server-qdrant.url = \"github:vaporif/mcp-server-qdrant\";\n  nixpkgs.overlays = [ mcp-server-qdrant.overlays.default ];\n}\n```\n\n**With cargo:**\n\n```sh\ncargo install mcp-server-qdrant\n```\n\n**From releases:**\n\nDownload a prebuilt binary from [GitHub Releases](https://github.com/vaporif/mcp-server-qdrant/releases).\n\n**With Docker:**\n\n```sh\ndocker build -t mcp-server-qdrant .\ndocker run -p 8000:8000 -e QDRANT_URL=http://host.docker.internal:6334 -e COLLECTION_NAME=my-collection mcp-server-qdrant\n```\n\n</details>\n\n### HTTP Transport\n\n```sh\nmcp-server-qdrant --transport streamable-http --port 8000\n``…","publisher":null,"homepage":null,"repository":"https://github.com/vaporif/mcp-server-qdrant","version":"0.1.6","license":"Apache-2.0","protocols":["mcp"],"tags":["mcp","qdrant","embeddings","vector-database"],"pricing":null,"endpoints":[{"url":"pypi:mcp-server-qdrant-rs","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"}},"derived":{"capabilities":[{"slug":"data.database","name":"Databases","confidence":1,"provenance":"derived"},{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.859,"provenance":"derived"},{"slug":"content.writing","name":"Writing & Editing","confidence":0.802,"provenance":"derived"}],"categories":["content","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-qdrant-rs","registry":"pypi","observedAt":"2026-11-03T16:25:49.030Z","publishedAt":"2026-03-23T12:15:52.237769Z","latestVersion":"0.1.6"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-server-qdrant-rs","url":"https://pypi.org/project/mcp-server-qdrant-rs/","firstSeenAt":"2026-09-10T04:22:10.347Z","fetchedAt":"2026-11-03T16:23:18.874Z","normalizedAt":"2026-11-03T16:23:18.874Z"}]},"firstSeenAt":"2026-09-10T04:22:10.347Z","updatedAt":"2026-11-03T16:25:49.030Z"}