Knowledge Base MCP Server (Qdrant)

Read-only MCP server with hybrid search combining dense semantic and sparse keyword retrieval via Qdrant, enabling document querying and fetching for ChatGPT Deep Research.

→ devanshtb/mcp-poc-kc · 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: QDRANT_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— fill in , QDRANT_API_KEY, MCP_API_KEY

🔐 secretQDRANT_API_KEY— fill in QDRANT_URL, , MCP_API_KEY

configBASE_URL

configKEYCLOAK_REALM_URL— 3. Add env vars: QDRANT_URL, QDRANT_API_KEY, , KEYCLOAK_CLIENT_ID

configKEYCLOAK_CLIENT_ID— 3. Add env vars: QDRANT_URL, QDRANT_API_KEY, KEYCLOAK_REALM_URL,

configPORT

// 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/devanshtb-mcp-poc-kc-1gi8bg)](https://m8ven.ai/mcp/devanshtb-mcp-poc-kc-1gi8bg)

commit: b7e403c95582f72851c690e20efbf15192fe49fe

code hash: 1438aaef3bf5afb52690c258eb518a4e9a61a668c9536958d7be8b5d972d8546

verified: 6/24/2026, 9:50:41 AM

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