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Web search and extraction · MCP server

Tolgee: MCP server, setup and security

Tolgee is an MCP server published on GitHub that lets an AI agent search translation keys, create translations, and trigger machine translation. Its repository has 4,139 stars and its last commit is from October 24, 2026, but it declares no licence.

Actively maintainedNo licenceRemote serverTop 10% by stars

What Tolgee does

According to its repository: “Your app's translations in Tolgee: search keys, create translations, trigger machine translation”

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. Tolgee is listed under Web search and extraction, a category of 159 servers in the directory, where it ranks #4 by stars.

Topics declared by the repository: localization, localization-tool, internationalization, i18n, i18next, l10n.

Installing and connecting Tolgee

Distribution modes declared in the official MCP registry:

  • remote server (streamable-http): you connect to it by URL, with nothing to install locally

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.

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.

Points found for Tolgee:

  • No licence: without a licence the code is not legally reusable, even if it is public. Avoid it in a company setting without the author's agreement.

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 October 13, 2020, the tolgee/tolgee-platform repository has 4,139 stars and 377 forks, with 177 open issues. It has more stars than 97% of the servers in the directory. It received changes this month. Version published in the registry: 1.0.0 (April 9, 2026).

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

WigoloWigolo : 5.5K5.5KExa MCP serverExa MCP server : 5.2K5.2KJobSpyJobSpy : 4.6K4.6KTolgeeTolgee : 4.1K4.1KArxiv MCP serverArxiv MCP server : 3.2K3.2KTrieveTrieve : 2.7K2.7KTavily MCPTavily MCP : 2.5K2.5KOpen webSearchOpen webSearch : 1.9K1.9K
GitHub stars of the most followed servers in the category (log scale); Tolgee in orange. Checked October 25, 2026.

Verdict

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

Strengths

  • Active project: recent commit
  • Widely followed: 4.1K stars
  • Listed in the official MCP registry
  • Usable remotely, without installation

Limitations

  • No licence declared

Avoid if…

  • Company use without the author's agreement

Frequently asked questions

How do I install Tolgee?

Tolgee is distributed as a remote server. Add it to your client's MCP configuration (Claude Desktop, Cursor, VS Code…) following the README of tolgee/tolgee-platform.

Is Tolgee free?

The code is public but has no declared licence: it is not formally free to reuse.

Is Tolgee safe?

Points to watch: no licence. Give it minimum rights and approve sensitive actions.

Is it an official server?

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

What are the alternatives to Tolgee?

In the same category: Exa MCP server, Brave search MCP server, Arxiv MCP server, and JobSpy. Exa MCP server and Brave search MCP server 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