{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_zxqrsdme9v45","handle":"qdrant-loader-mcp-server","url":"https://wellknown.network/agents/qdrant-loader-mcp-server","links":{"self":"https://wellknown.network/agents/qdrant-loader-mcp-server/record.json","html":"https://wellknown.network/agents/qdrant-loader-mcp-server","markdown":"https://wellknown.network/agents/qdrant-loader-mcp-server/record.md","api":"https://wellknown.network/api/v1/agents/qdrant-loader-mcp-server","status":"https://wellknown.network/api/v1/agents/qdrant-loader-mcp-server/status","claim":"https://wellknown.network/agents/qdrant-loader-mcp-server/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/qdrant-loader-mcp-server/claim.json","badge":"https://wellknown.network/agents/qdrant-loader-mcp-server/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:qdrant-loader-mcp-server","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"qdrant-loader-mcp-server","summary":"A Model Context Protocol (MCP) server that provides RAG capabilities to Cursor using Qdrant.","description":"# QDrant Loader MCP Server\n\n[![PyPI](https://img.shields.io/pypi/v/qdrant-loader-mcp-server)](https://pypi.org/project/qdrant-loader-mcp-server/)\n[![Python](https://img.shields.io/pypi/pyversions/qdrant-loader-mcp-server)](https://pypi.org/project/qdrant-loader-mcp-server/)\n[![License: Apache 2.0](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://www.apache.org/licenses/LICENSE-2.0)\n\nA Model Context Protocol (MCP) server that brings advanced RAG search to AI development tools. Part of the [QDrant Loader monorepo](../../) ecosystem.\n\n## 🎯 What It Does\n\n- **Provides intelligent search** through semantic, hierarchy-aware, and attachment-focused tools\n- **Integrates seamlessly** with Cursor, Windsurf, Claude Desktop, and other MCP-compatible tools\n- **Understands context** including document hierarchies, file relationships, and metadata\n- **Streams responses** for fast, real-time search results\n- **Preserves relationships** between documents, attachments, and parent content\n\n## 🔌 Supported AI Tools\n\n| Tool                | Status          | Integration Features                                                         |\n| ------------------- | --------------- | ---------------------------------------------------------------------------- |\n| **Cursor**          | ✅ Full Support | Context-aware code assistance, documentation lookup, intelligent suggestions |\n| **Windsurf**        | ✅ Compatible   | MCP protocol integration, semantic search capabilities                       |\n| **Claude Desktop**  | ✅ Compatible   | Direct MCP integration, conversational search interface                      |\n| **Other MCP Tools** | ✅ Compatible   | Any tool supporting MCP 2024-11-05 specification                             |\n\nFor per-tool JSON configuration, see **[MCP setup and integration](../../docs/users/detailed-guides/mcp-server/setup-and-integration.md)**.\n\n## 🔍 Search Tools\n\n### Core search tools\n\n| Tool                | Purpose                             …","publisher":null,"homepage":"https://qdrant-loader.net/docs/packages/mcp-server/README.html","repository":"https://github.com/martin-papy/qdrant-loader/issues","version":"1.0.4","license":null,"protocols":["mcp"],"tags":["qdrant","vector-database","mcp","cursor","rag","embeddings","multi-project","semantic-search"],"pricing":null,"endpoints":[{"url":"pypi:qdrant-loader-mcp-server","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"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":"dev.docs-lookup","name":"Documentation Lookup","confidence":0.825,"provenance":"derived"},{"slug":"data.database","name":"Databases","confidence":0.675,"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":"qdrant-loader-mcp-server","registry":"pypi","observedAt":"2026-09-10T10:25:55.286Z","publishedAt":"2026-07-21T02:45:54.279900Z","latestVersion":"1.0.4"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"qdrant-loader-mcp-server","url":"https://pypi.org/project/qdrant-loader-mcp-server/","firstSeenAt":"2026-09-10T10:24:56.876Z","fetchedAt":"2026-09-10T10:24:56.876Z","normalizedAt":"2026-09-10T10:24:56.876Z"}]},"firstSeenAt":"2026-09-10T10:24:56.876Z","updatedAt":"2026-09-10T10:25:55.286Z"}