{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_xm59u9ayj336","handle":"qdrant-llamaindex-mcp-server","url":"https://wellknown.network/agents/qdrant-llamaindex-mcp-server","links":{"self":"https://wellknown.network/agents/qdrant-llamaindex-mcp-server/record.json","html":"https://wellknown.network/agents/qdrant-llamaindex-mcp-server","markdown":"https://wellknown.network/agents/qdrant-llamaindex-mcp-server/record.md","api":"https://wellknown.network/api/v1/agents/qdrant-llamaindex-mcp-server","status":"https://wellknown.network/api/v1/agents/qdrant-llamaindex-mcp-server/status","claim":"https://wellknown.network/agents/qdrant-llamaindex-mcp-server/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/qdrant-llamaindex-mcp-server/claim.json","badge":"https://wellknown.network/agents/qdrant-llamaindex-mcp-server/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:qdrant-llamaindex-mcp-server","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"qdrant-llamaindex-mcp-server","summary":"MCP server for reading LlamaIndex documents stored in Qdrant vector database","description":"# qdrant-llamaindex-mcp-server: LlamaIndex-Compatible Qdrant MCP Server\n\n> The [Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction) is an open protocol that enables\n> seamless integration between LLM applications and external data sources and tools. Whether you're building an\n> AI-powered IDE, enhancing a chat interface, or creating custom AI workflows, MCP provides a standardized way to\n> connect LLMs with the context they need.\n\nThis repository is a fork of [qdrant/mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant) specifically designed to work with documents stored by [LlamaIndex](https://llamaindex.ai/) in [Qdrant](https://qdrant.tech/) vector databases.\n\n## ⚠️ Important Differences from Official Server\n\nThis fork has **breaking changes** compared to the official `qdrant/mcp-server-qdrant`:\n\n- **🔧 Many More Tools**: Provides 10+ tools vs. the official server's basic find/store tools\n- **🎯 Dynamic Collection Selection**: Collection names are specified at runtime by MCP clients, not hardcoded in configuration  \n- **🤖 Dynamic Embedding Model Detection**: Automatically detects and loads the correct embedding model for each collection\n- **📚 LlamaIndex Compatibility**: Adapts to different content field names and metadata structures used by LlamaIndex\n- **🔒 Enhanced Security**: Built-in embedding model whitelist to prevent accidental loading of large models\n\n**These changes make configurations incompatible with the official server.** You cannot simply swap this server for the official one without updating your configuration and workflow.\n\n## Overview\n\nA comprehensive Model Context Protocol server for working with documents stored by LlamaIndex in Qdrant vector databases. Unlike the original server which provides basic functionality with a fixed document structure, this version offers extensive tooling and automatically adapts to different payload formats used by LlamaIndex.\n\n## Key Features\n\n- **LlamaIndex Compatibility**: Aut…","publisher":{"name":"Allie","url":null},"homepage":"https://github.com/azhang/qdrant-llamaindex-mcp-server","repository":"https://github.com/azhang/qdrant-llamaindex-mcp-server","version":"0.1.2","license":null,"protocols":["mcp"],"tags":["embeddings","llamaindex","mcp","qdrant","vector-database"],"pricing":null,"endpoints":[{"url":"pypi:qdrant-llamaindex-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","publisherName":"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.version-control","name":"Version Control","confidence":0.825,"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-llamaindex-mcp-server","registry":"pypi","observedAt":"2026-09-10T10:25:55.207Z","publishedAt":"2025-08-07T18:56:16.637617Z","latestVersion":"0.1.2"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"qdrant-llamaindex-mcp-server","url":"https://pypi.org/project/qdrant-llamaindex-mcp-server/","firstSeenAt":"2026-09-10T10:24:56.632Z","fetchedAt":"2026-09-10T10:24:56.632Z","normalizedAt":"2026-09-10T10:24:56.632Z"}]},"firstSeenAt":"2026-09-10T10:24:56.632Z","updatedAt":"2026-09-10T10:25:55.207Z"}