AVS Document Search System
Rank #28375glama/patw/avs-docs-mcp
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.
AVS Document Search System is a Model Context Protocol (MCP) server published by patw. It ranks #28375 of 58,900 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 30,525 of 58,900 servers on MCP Toplist.
Use AVS Document Search System
AVS Document Search System doesn’t publish a machine-readable install config. Follow the setup instructions in its repository ↗, or open one of its registry listings above.
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
- What is AVS Document Search System?
- 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.
- 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 an official MCP server?
- 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.