better-qdrant-mcp

An MCP server that provides long-term memory and semantic search using Qdrant and OpenAI embeddings, with tools for storing, searching, and managing knowledge.

→ jtsang4/better-qdrant-mcp · 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.

✅

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: QDRANT_API_KEY, OPENAPI_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.

configQDRANT_URL— defaults to http://localhost:6333

🔐 secretQDRANT_API_KEY

configCOLLECTION_NAME— optional default collection

configQDRANT_TIMEOUT

🔐 secretOPENAPI_API_KEY— OPENAI_API_KEY (or ) – required

configOPENAI_BASE_URL

configOPENAI_TIMEOUT

configDEFAULT_VECTOR_NAME

configMCP_TRANSPORT— stdio sse streamable-http (default: stdio)

configMCP_HOST— host for HTTP-based transports (default: 0.0.0.0)

configMCP_PORT— port for HTTP-based transports (default: 8000)

configMCP_PATH— path for HTTP transports (default: /mcp)

// 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/jtsang4-better-qdrant-mcp-mlrn6k)](https://m8ven.ai/mcp/jtsang4-better-qdrant-mcp-mlrn6k)

commit: e3e35211a3e1d785f5cdf46e53d2e6e9f737e06f

code hash: ef848f9b5b37ae0b7d9de5706c3d3c16a5a6bad9c1d37f938d8dbecc4063a1a6

verified: 6/16/2026, 1:23:17 PM

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