Qdrant Search MCP

Item: Qdrant Search MCP
Rating: 71
Author: M8ven

An MCP server for semantic code search using Qdrant vector database, enabling natural language queries to find relevant code snippets across indexed codebases.

→ webtoolbox/qdrant-search-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 3 credentials: QDRANT_API_KEY, OPENROUTER_API_KEY, OPENAI_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— export ="https://your-qdrant-instance.example.com"

🔐 secretQDRANT_API_KEY— export ="your-qdrant-api-key"

configCOLLECTION_NAME— export ="your-collection-name"

configEMBEDDING_PROVIDER— export ="openrouter" # or "openai" or "local"

configEMBEDDING_MODEL— export ="qwen/qwen3-embedding-8b"

configEMBEDDING_URL— export ="http://localhost:11434/api/embeddings"

🔐 secretOPENROUTER_API_KEY— export ="your-openrouter-key"

🔐 secretOPENAI_API_KEY— export ="your-openai-key"

// 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/webtoolbox-qdrant-search-mcp-1wkuhv)](https://m8ven.ai/mcp/webtoolbox-qdrant-search-mcp-1wkuhv)

commit: 2070b1b45cec4c7f3df5bc9f97242f37143f17ea

code hash: 2059fea0f99ae6cc545e03ea0b1e6145176263738c64d9456752473176694e0a

verified: 7/1/2026, 10:01:43 AM

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