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glama

qdrant-mcp-hybrid

Enables multi-tenant RAG with Qdrant, LM Studio embeddings and summaries, and advanced document processing for semantic search across isolated client collections.

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// key findings
⚠️
Known vulnerabilities in dependencies: 18 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 dependencies18 high12 low

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

high@langchain/core@0.3.66GHSA-r399-636x-v7f6

LangChain serialization injection vulnerability enables secret extraction

high@modelcontextprotocol/sdk@1.16.0GHSA-345p-7cg4-v4c7

@modelcontextprotocol/sdk has cross-client data leak via shared server/transport instance reuse

high@modelcontextprotocol/sdk@1.16.0GHSA-8r9q-7v3j-jr4g

Anthropic's MCP TypeScript SDK has a ReDoS vulnerability

high@modelcontextprotocol/sdk@1.16.0GHSA-w48q-cv73-mx4w

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

highaxios@1.8.1GHSA-35jp-ww65-95wh

axios Vulnerable to Full Man-in-the-Middle via Prototype Pollution Gadget in `config.proxy`

Depend on this server? Get alerted when its CVEs change.Watch this server free →
// required environment variables
This server reads these from process.env. You'll be asked to provide them before it can run.
configBATCH_SIZE
configCHUNK_OVERLAP
configCHUNK_SIZE
configCLIENT_COLLECTIONS— client_a,client_b,personal,work,research
configCONCURRENCY
configEMBEDDING_DIM
configEMBEDDING_MODEL— text-embedding-finetuned-bge-m3
configLLM_MODEL— qwen/qwen3-8b
configLM_STUDIO_URL
🔐 secretOPENAI_API_KEY
🔐 secretQDRANT_API_KEY— your-api-key-if-using-cloud
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 5 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/marlian-claude-qdrant-mcp-m03y8d)](https://m8ven.ai/mcp/marlian-claude-qdrant-mcp-m03y8d)
commit: 27aaf2a8b1627089345c72584c283ae387a36ad0
code hash: a6fad8cfff2040cef0349c003a95f4acb33e704b621ee27a8858584310c2e6a9
verified: 6/24/2026, 10:05:19 AM
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