SERVER

ragmap

Rank #7597

glama/khalidsaidi/ragmap

MapRag is a discovery + routing layer for retrieval. It indexes RAG-capable MCP servers, enriches them with structured metadata, and helps agents (and humans) quickly find the right retrieval server for a task under constraints like citations, freshness, privacy, domain, and latency. MapRag does not do RAG itself. It helps you choose the best RAG tool/server to do the retrieval.

First listed
Feb 20, 2026
Last publish date
OVERVIEW

ragmap is a Model Context Protocol (MCP) server published by khalidsaidi. It ranks #7597 of 58,900 servers tracked on MCP Toplist, and its repository has 4 GitHub stars. ragmap is listed on Glama, and ships as a single rolling release with no explicit version metadata. It was first listed on Feb 20, 2026.

STANDING
#7,597of 58,900 tracked serversTop 25%

Ranks ahead of 51,303 of 58,900 servers on MCP Toplist.

CONNECT

Use ragmap

ragmap doesn’t publish a machine-readable install config. Follow the setup instructions in its repository ↗, or open one of its registry listings above.

REGISTRIES

Listed on 1 registry

ORGANIZATION

khalidsaidi

Organization
Total servers
3
Total versions
27
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VERSIONS

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.

FAQ

Frequently asked questions

What is ragmap?
MapRag is a discovery + routing layer for retrieval. It indexes RAG-capable MCP servers, enriches them with structured metadata, and helps agents (and humans) quickly find the right retrieval server for a task under constraints like citations, freshness, privacy, domain, and latency. MapRag does not do RAG itself. It helps you choose the best RAG tool/server to do the retrieval.
Who maintains ragmap?
ragmap is maintained by khalidsaidi, which publishes 3 MCP servers (27 total versions) tracked on MCP Toplist.
Is ragmap an official MCP server?
ragmap is not on the Official MCP Registry. It is listed on Glama.
How many versions does ragmap have?
ragmap ships as a single rolling release with no explicit version metadata.
Where can I find the source code for ragmap?
The source code for ragmap is hosted at github.com/khalidsaidi/ragmap.
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