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Aggregators and gateways · MCP server

Ragmap: MCP server, setup and security

Ragmap is an open-source MCP server that lets an AI agent discover retrieval capable MCP servers and route queries using structured constraints. Its repository has 6 stars and its last commit is from October 6, 2026 and it is licensed under MIT.

Actively maintained

What Ragmap does

According to its repository: “MapRag: RAG-focused MCP subregistry for discovering and routing to retrieval-capable MCP servers with structured constraints and explainable ranking.”

An MCP server gives an AI agent extra tools it calls during the conversation: the agent reads their description, decides to use them and gets the result back. Ragmap is listed under Aggregators and gateways, a category of 141 servers in the directory, where it ranks #119 by stars.

Topics declared by the repository: agent-tools, claude, cursor, rag, registry, retrieval.

Installing and connecting Ragmap

No package or remote server is declared in the official MCP registry: you install it from source, following the repository README.

Like any MCP server, you declare it in your client's configuration (Claude Desktop, Claude Code, Cursor, VS Code, Codex…): a name, the command that starts it or its URL, and any environment variables. The client then starts it and lists its tools. Project language: TypeScript. Listed systems: macOS, Windows, Linux.

Security: what to check

An MCP server runs code with the rights you give it, and the model reads its tool descriptions: a malicious or compromised server can hijack the agent. Read the code, or pick a maintained and widely used server, before connecting it.

None of the risk signals we track (system access, secrets, missing licence, abandonment) applies to Ragmap. That does not replace reading the code.

Good practice: grant only the rights needed (least privilege), require human approval for irreversible actions, and run the AI agent security check.

Project activity and maintenance

Created on February 9, 2026, the khalidsaidi/ragmap repository has 6 stars and 2 forks, with 0 open issues. It has more stars than 17% of the servers in the directory. It received changes this month.

Stars measure attention, not quality: a recent, heavily promoted project can collect them fast, while a useful but niche server will have few.

PaperclipPaperclip : 106.8K106.8KOpenWork MCP GatewayOpenWork MCP Gateway : 24.2K24.2KGitDiagramGitDiagram : 18.4K18.4KAIHOTAIHOT : 8.5K8.5KBasebalance.cloud — x402 RPCBasebalance.cloud — x402 RPC : 7.5K7.5KTreg.toTreg.to : 6K6KMockserver monorepoMockserver monorepo : 5K5KDBHubDBHub : 3.7K3.7KRagmapRagmap : 66
GitHub stars of the most followed servers in the category (log scale); Ragmap in orange. Checked October 25, 2026.

Verdict

Ragmap is a reasonable choice; check the points below before connecting it.

Strengths

  • Active project: recent commit
  • Permissive licence (MIT)

Limitations

  • Few visible users
  • Install from source

Frequently asked questions

How do I install Ragmap?

No package is declared in the MCP registry: clone the khalidsaidi/ragmap repository, follow its README, then declare the start command in your client's MCP configuration.

Is Ragmap free?

The code is published under the MIT licence and can be used free of charge.

Is Ragmap safe?

No risk signal found (system access, secrets, licence, abandonment). As with any MCP server, keep rights minimal and read the code before sensitive use.

Is it an official server?

Nothing says so: it is a project published by khalidsaidi on GitHub. Check who maintains it before giving it access.

What are the alternatives to Ragmap?

In the same category: GitDiagram, Mockserver monorepo, Paperclip, and Basebalance.cloud — x402 RPC & MCP gateway. GitDiagram and Mockserver monorepo score higher on our grid.

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Neutrality. No affiliate links. No vendor pays to be reviewed, rated or ranked. Reviews are directed by François Chollet, neutral and factual, and every data point is dated and sourced. How we score