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glot MCP server

by MattJeff·io.github.MattJeff/glot·v0.4.0

AI-native i18n: live string context, validated translations, glossary for your app catalogs

C68/100grade C
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Safety scan
C68/100

full report

Adoption
Growing

0 stars100 downloads/wk

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If you have run it, two minutes of your experience saves the next person an afternoon.

glot tools

No tool declarations could be read from the package source. They show once the server is installed.

Public scan report

scanner v0.1.10 · 2026-10-28 · same rubric, same numbers if you re-run it

2 medium
  • Code scan4 source files scanned15/25
  • –Live reliabilityno gateway calls yet and no remote to proben/a
  • –Tool poisoningtools not inspected (local package is not executed); not countedn/a
  • Auth qualitystatic API keys via environment variables6/15
  • Maintenancelast push 4 days ago15/15
  • Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10

Findings (2)

  • mediumnpm install lifecycle script presentinstall.script
  • mediumnpm install lifecycle script presentinstall.script
    package.json: …checksums.json" ], "scripts": { "postinstall": "node install.js" }, "engines": { …
Overall 68/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How glot compares

Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
68/100
higher than 30% of 48,255 servers
Downloads a week
100
more than 63% of 12,191 servers with a package

Install glot in Claude Code, Cursor or VS Code

Runs npx -y glot-i18n on your machine. Read the scan report first; the gateway never runs local packages.

claude mcp add glot -- npx -y glot-i18n
Add to Cursor

What the publisher says

From the glot repository's README, as published. We do not edit it. Read it on GitHub

glot

Your coding agent localizes your app. Deterministic code guarantees that nothing broken or too long lands in your catalogs.

The real glot translate binary. The LLM is scripted to get three strings wrong on its first pass; every refusal and message is glot's. Reproduce it, or rerun it with a real model doing the retries: docs/launch/record/refusal.sh.

npx glot-i18n init        # detect your i18n stack, write glot.toml + rules for your coding agent
npx glot-i18n i18nize     # hardcoded UI strings -> keys, components rewritten (next-intl, react-i18next)
npx glot-i18n translate   # translate only the delta; invalid output is refused, retried, never written

Or all of it in one idempotent step: npx glot-i18n localize --yes --targets fr,de (init if needed → i18nize → translate → check).

Guarantees

Checked by code on every LLM output, on glot set, in the overlay and in CI (glot check). A refused string goes back to the model with the exact reason (2 retries, then the fallback model); if it still fails, nothing is written.

Works with the i18n library you already use, adds no runtime, bring your own LLM key (Anthropic, OpenAI, any OpenAI-compatible endpoint). MIT.

More: Docs (concepts, CLI, MCP, integrations & GitHub Action, agent skill, AI-translation provenance, FAQ & costs) · Labs (SEO, database content, emails/images, task parity, plural coverage…) · Self-hosted server (experimental) · Demo app · Architecture

Nothing above is checked by us. What we check is on the safety report.

glot: common questions

Is glot MCP server safe?
With care: it is graded C, so read the findings first (68/100). Read the glot safety report
How do I install glot?
It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
Does glot need an API key?
Yes. The registry entry asks for ANTHROPIC_API_KEY.
Is glot maintained?
The last commit was 12 days ago (2026-10-23). The latest release is v0.4.0.
How does glot compare with other MCP servers?
safety score 68/100 (higher than 30% of 48,255 servers); downloads a week 100 (more than 63% of 12,191 servers with a package). Full comparison.

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