Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
AI-native i18n: live string context, validated translations, glossary for your app catalogs
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
ANTHROPIC_API_KEYValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
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Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"glot": {
"command": "npx",
"args": [
"-y",
"glot-i18n",
"mcp"
],
"env": {
"ANTHROPIC_API_KEY": "your-value"
}
}
}
}Run this in your terminal
claude mcp add glot --env ANTHROPIC_API_KEY=your-value -- npx -y glot-i18n mcpFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"glot": {
"command": "npx",
"args": [
"-y",
"glot-i18n",
"mcp"
],
"env": {
"ANTHROPIC_API_KEY": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"glot": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"glot-i18n",
"mcp"
],
"env": {
"ANTHROPIC_API_KEY": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account MattJeff, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
You need to fill in: ANTHROPIC_API_KEY
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.4.0) reached the registry 19 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, FlyDocs
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Spec-driven development workflow: your agent works issues, sessions and the status lifecycle.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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).
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.
| Placeholders | {name}, {{name}}, tags: same set as the source, none invented, none translated. ICU, i18next and MessageFormat 2 syntax parsed. |
| CLDR plurals | Every category the target locale needs (pl: one, few, many, other; ar: six of them). |
| Glossary | glossary.toml in your repo: required and forbidden translations, do-not-translate terms. |
| Pixel width | glot measure records each key's box and font from your running app; translations are shaped with that font and refused if wider. glot fit shortens what already overflows. |
| Lockfile | glot.lock hashes source and target: only the delta is translated, and a hand edit is never overwritten without --force. |
| MCP for your agent | glot mcp gives Claude Code, Cursor or Codex your keys, their usages (file:line, UI role), the glossary, and tools that add strings through the same validator. |
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