AVS Document Search System
Rank #55,533glama/patw/avs-docs-mcp
A vector search system that enables semantic retrieval of document chunks using MongoDB Atlas Vector Search and Voyage AI embeddings, allowing users to search documents by meaning rather than just keywords.
AVS Document Search System is a Model Context Protocol (MCP) server published by patw. It ranks #55,533 of 132,046 servers tracked on MCP Toplist, and its repository has 2 GitHub stars. AVS Document Search System is listed across 2 registries — Glama and PulseMCP, and ships as a single rolling release with no explicit version metadata. It was first listed on Aug 1, 2025.
Ranks ahead of 76,513 of 132,046 servers on MCP Toplist.
Use AVS Document Search System
Requires user-supplied configuration before first use — typically an API key, token or connection string set via environment variables.
This server doesn't publish a machine-readable install config — see the repository README for install instructions.
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[](https://mcptoplist.com/server/glama%2Fpatw%2Favs-docs-mcp)<a href="https://mcptoplist.com/server/glama%2Fpatw%2Favs-docs-mcp"><img src="https://mcptoplist.com/badge/glama%2Fpatw%2Favs-docs-mcp.svg" alt="MCP Toplist: Top 50% of 132,046" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 2 registries
patw
Other servers by patw
View all patw servers →Not versioned
This server is published through registries that do not expose explicit version metadata, and no GitHub release tags were found on the linked repository. The listing tracks a single rolling release.
Frequently asked questions
- Who maintains AVS Document Search System?
- AVS Document Search System is maintained by patw, which publishes 3 MCP servers (0 total versions) tracked on MCP Toplist.
- Is AVS Document Search System listed on the Official MCP Registry?
- AVS Document Search System is not on the Official MCP Registry. It is listed on Glama and PulseMCP.
- How many versions does AVS Document Search System have?
- AVS Document Search System ships as a single rolling release with no explicit version metadata.
- Where can I find the source code for AVS Document Search System?
- The source code for AVS Document Search System is hosted at github.com/patw/avs-docs-mcp.
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