Qdrant MCP Server

Item: Qdrant MCP Server
Rating: 66
Author: M8ven

Enables interaction with Qdrant vector database for storing, searching, and managing vectors with automatic text embedding.

→ Jimmy974/qdrant-mcp-server · listed on glama

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// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

🔐

You'll be asked for 1 credential: QDRANT_API_KEY

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

configEMBEDDING_MODEL— BAAI/bge-small-en-v1.5

configDEFAULT_COLLECTION_NAME— default_collection

configQDRANT_HOST— docker run -p 8000:8000 --env =<your-qdrant-host> --env QDRANT_PORT=<your-qdrant-port> --env QDRANT_VERIFY_SSL=<TrueFalse> qdrant-mcp-server

configQDRANT_PORT— docker run -p 8000:8000 --env QDRANT_HOST=<your-qdrant-host> --env =<your-qdrant-port> --env QDRANT_VERIFY_SSL=<TrueFalse> qdrant-mcp-server

🔐 secretQDRANT_API_KEY

configQDRANT_VERIFY_SSL— True # Set to False if using self-signed certificates

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 4 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/jimmy974-qdrant-mcp-server-ggvml4)](https://m8ven.ai/mcp/jimmy974-qdrant-mcp-server-ggvml4)

commit: 3dab0a82e2278f7ad28036fca10b025aafe5d5f8

code hash: 8ec8a92271c8b7c82161c3a2c68ebb06a0eeb4a0929f4bc528f7a7b0da806fb5

verified: 6/17/2026, 11:31:48 AM

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