Atlas Vector Search Docs

Item: Atlas Vector Search Docs
Rating: 71
Author: M8ven

Provides semantic search and document retrieval using MongoDB Atlas Vector Search with Voyage AI embeddings, enabling intelligent querying across markdown documentation with hierarchical chunking and contextual understanding.

→ patw/avs-docs-mcp · listed on pulsemcp

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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 1 credential: VOYAGE_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.

configMONGO_URI

configDB_NAME

configCHUNK_COLLECTION

configPARENT_COLLECTION

configVECTOR_INDEX_NAME

configTEXT_INDEX_NAME

🔐 secretVOYAGE_API_KEY

configVOYAGE_DIMENSIONS

// 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 4 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/patw-avs-docs-mcp-dhwta6)](https://m8ven.ai/mcp/patw-avs-docs-mcp-dhwta6)

commit: 1cb428a2c7692589da8efda0a8244662256da6ab

code hash: a8400c9e3d62634bfc5a6534cd0f7dcb6c9d8d97305a238dde8a472ceb28be26

verified: 7/25/2026, 8:51:38 AM

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