Universal Document Vector Search Service
Rank #25,591glama/PlVld/rag-service
This MCP server provides semantic document search and retrieval, enabling AI assistants to search documents, search categories, and retrieve category hierarchies using the Model Context Protocol.
Universal Document Vector Search Service is a Model Context Protocol (MCP) server published by PlVld. It ranks #25,591 of 137,875 servers tracked on MCP Toplist, and its repository has 2 GitHub stars. Universal Document Vector Search Service is listed on Glama, and ships as a single rolling release with no explicit version metadata. It was first listed on Aug 3, 2026.
Ranks ahead of 112,284 of 137,875 servers on MCP Toplist.
Use Universal Document Vector Search Service
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.
Show your rank
Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.
[](https://mcptoplist.com/server/glama%2FPlVld%2Frag-service)<a href="https://mcptoplist.com/server/glama%2FPlVld%2Frag-service"><img src="https://mcptoplist.com/badge/glama%2FPlVld%2Frag-service.svg" alt="MCP Toplist: Top 25% of 137,875" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 1 registry
PlVld
Not versioned
This server is published through a registry that does 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 Universal Document Vector Search Service?
- Universal Document Vector Search Service is maintained by PlVld, which publishes 1 MCP server (0 total versions) tracked on MCP Toplist.
- Is Universal Document Vector Search Service listed on the Official MCP Registry?
- Universal Document Vector Search Service is not on the Official MCP Registry. It is listed on Glama.
- How many versions does Universal Document Vector Search Service have?
- Universal Document Vector Search Service ships as a single rolling release with no explicit version metadata.
- Where can I find the source code for Universal Document Vector Search Service?
- The source code for Universal Document Vector Search Service is hosted at github.com/PlVld/rag-service.
Do you run this server?
Community projects list the MCP servers behind real agents and apps. Publish yours and this page will link to it.