MADPANDA3D Qdrant MCP

Item: MADPANDA3D Qdrant MCP
Rating: 73
Author: M8ven

A Model Context Protocol server for agents to search, store, ingest, and maintain data in a Qdrant vector database.

→ MADPANDA3D/QDRANT-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: MCP_ACCESS_TOKEN, MCP_PORTAL_GRANT_TOKEN, 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.

configFASTMCP_SERVER_PORT

configMCP_MODE— standalone or portal; fixed by the Compose profile standalone

configQDRANT_CREDENTIAL_MODE— must return only non-secret readiness metadata. is a startup choice; it is

configMCP_EXPECTED_TOOL_COUNT

configMCP_EXPECTED_AGENT_READY_COUNT

configMCP_BUILD_SHA

configMCP_SOURCE_FINGERPRINT

configMCP_IMAGE_REFERENCE

configMCP_IMAGE_DIGEST

configMCP_EXPECTED_CATALOG_VERSION

🔐 secretMCP_ACCESS_TOKEN— replace-with-generated-token

🔐 secretMCP_PORTAL_GRANT_TOKEN— replace-with-the-broker-grant

configMCP_PORTAL_GRANT_HEADER— x-madpanda-portal-grant

configMCP_TENANT_ID_HEADER— x-madpanda-user-id

🔐 secretOPENAI_API_KEY— flags at startup. It also blanks , OPENAI_BASE_URL, OPENAI_ORG, and

configMCP_QDRANT_URL_HEADER

configMCP_QDRANT_API_KEY_HEADER

configMCP_COLLECTION_NAME_HEADER

configMCP_EMBEDDING_PROVIDER_HEADER

configMCP_EMBEDDING_MODEL_HEADER

configMCP_OPENAI_API_KEY_HEADER

configGIT_SHA

// 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 1 concrete improvement 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/madpanda3d-qdrant-mcp-rvkqbk)](https://m8ven.ai/mcp/madpanda3d-qdrant-mcp-rvkqbk)

commit: 0a159dc0501fef11318cc775319aec9202a6b45b

code hash: 75dd89e1533c7bdfe226fd273147722472838688932c88aa498689a4bdbe86f8

verified: 7/21/2026, 9:07:27 AM

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