MCP Qdrant Semantic Search

Enables Claude to store and retrieve information with semantic search using Qdrant vector database, providing persistent memory for conversations, code, and documentation.

→ muhammedehab35/MCP-qdrant-semantic-search · listed on glama

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// key findings

⚠️

Known vulnerabilities in dependencies: 2 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.

// known CVEs in dependencies2 high1 low

Disclosed vulnerabilities in this server's declared npm dependencies (via OSV). Whether each is reachable depends on the installed versions.

high@modelcontextprotocol/sdk@1.0.4GHSA-8r9q-7v3j-jr4g

Anthropic's MCP TypeScript SDK has a ReDoS vulnerability

high@modelcontextprotocol/sdk@1.0.4GHSA-w48q-cv73-mx4w

Model Context Protocol (MCP) TypeScript SDK does not enable DNS rebinding protection by default

lowuuid@11.0.3GHSA-w5hq-g745-h8pq

uuid: Missing buffer bounds check in v3/v5/v6 when buf is provided

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// required environment variables

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

configEMBEDDING_DIMENSIONS— Vector dimensions 1536

configEMBEDDING_MODEL— OpenAI model text-embedding-3-large

🔐 secretOPENAI_API_KEY— Edit .env and add your

🔐 secretQDRANT_API_KEY— Qdrant Cloud API Key (optional) -

configQDRANT_COLLECTION— Collection name semantic_memory

configQDRANT_URL— Qdrant server 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/muhammedehab35-mcp-qdrant-semantic-search-rfb95h)](https://m8ven.ai/mcp/muhammedehab35-mcp-qdrant-semantic-search-rfb95h)

commit: 3f0d485d5d32457a0a3873cd9b60a0f67b941f54

code hash: ce2ec1f57d4da667272558ff58a1daf9aae13a34cbec44eba1ceb7c6dd7b6584

verified: 6/14/2026, 10:09:14 AM

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