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atlas-vector-search-docs

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.

Score
32.2231 signal
Evidence
2 stars
Last commit
as last read from GitHub; most reads are from 2 Sep 2026 or later
Listed

Install

No one-command install. Set it up from its source.

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What it is

MCP server Atlas Vector Search Docs, catalogued on PulseMCP. 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.

When to use it

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.

Notes

Listed from the PulseMCP registry. The registry does not state a license. Check it before production use.