qdrant-mcp

MCP server that gives AI coding agents persistent, semantic memory via Qdrant vector search, enabling workspace-aware codebase, documentation, and decision search.

→ dutchakdev/qdrant-mcp · listed on glama

Is this your MCP?

Claim it to get a verified publisher badge, a free copy of our full audit findings, and direct contact for any high-priority issues we find.

Install from

Glama

M8ven verifies MCPs across every public registry — install directly from whichever one you prefer.

// key findings

⚠️

Known vulnerabilities in dependencies: 3 high

Affects packages this MCP installs at runtime. Upgrade or remove the affected dependency.

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

🔐

You'll be asked for 2 credentials: OPENAI_API_KEY, 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_PROVIDER— "": "openai",

configINDEX_EXCLUDE

configINDEX_INCLUDE

configOLLAMA_EMBEDDING_MODEL— nomic-embed-text # 768 dim

configOLLAMA_URL

🔐 secretOPENAI_API_KEY— sk-your-key-here

configOPENAI_EMBEDDING_MODEL— text-embedding-3-small # 1536 dim, ~$0.02/1M tokens

configPROJECT_ROOT— /path/to/your/project

🔐 secretQDRANT_API_KEY

configQDRANT_URL— "": "http://localhost:6333",

// 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 2 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/dutchakdev-qdrant-mcp-1a1b1t)](https://m8ven.ai/mcp/dutchakdev-qdrant-mcp-1a1b1t)

commit: 277481cbaf42ded3fe43ca0473ca60987a483fd7

code hash: 42a736f0c0671e133196c8f8929b529fcfb3e894453fa40a5927ec584dcfc734

verified: 6/23/2026, 10:34:55 AM

view raw JSON →