Qdrant RAG MCP Server

Enables context-aware semantic search across codebases using Qdrant vector database with intelligent GitHub issue resolution, Projects V2 management, and progressive context retrieval for 95%+ token reduction in AI-assisted development.

→ ancoleman/qdrant-rag-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.

🔐

You'll be asked for 1 credential: GITHUB_TOKEN

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.

configSENTENCE_TRANSFORMERS_HOME

configQDRANT_CODE_EMBEDDING_MODEL

configQDRANT_CONFIG_EMBEDDING_MODEL

configQDRANT_DOC_EMBEDDING_MODEL

configQDRANT_GENERAL_EMBEDDING_MODEL

configQDRANT_CODE_EMBEDDING_FALLBACK

configQDRANT_CONFIG_EMBEDDING_FALLBACK

configQDRANT_DOC_EMBEDDING_FALLBACK

configCONFIG_PATH

🔐 secretGITHUB_TOKEN

configHF_HOME

configHF_HUB_CACHE

configMCP_CLIENT_CWD— "Get current directory with pwd, export to that value, then run health check"

configEMBEDDING_MODEL

configQDRANT_HOST

configQDRANT_PORT

configPYTORCH_ENABLE_MPS_FALLBACK

configPYTORCH_MPS_HIGH_WATERMARK_RATIO

configPYTORCH_MPS_LOW_WATERMARK_RATIO

configQDRANT_SPECIALIZED_EMBEDDINGS_ENABLED

configQDRANT_LOG_DIR— export =/custom/path # Custom log directory

configQDRANT_DOC_INSTRUCTION_PREFIX

configQDRANT_DISABLE_APPLE_SILICON_LIMITS

configQDRANT_MAX_MODELS_IN_MEMORY

configQDRANT_MEMORY_LIMIT_GB

configQDRANT_MODEL_CACHE_DIR

configQDRANT_CODE_QUERY_PREFIX

// 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 7 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/ancoleman-qdrant-rag-mcp-ihaokj)](https://m8ven.ai/mcp/ancoleman-qdrant-rag-mcp-ihaokj)

commit: 8f07ecdd2a92dab2455fa678fefc90d0ca6e2d61

code hash: a94cf51951adee7c6269f717e15281af6d9e10e4a6e158e540b3437531f8dc08

verified: 6/18/2026, 11:32:24 AM

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