Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Check locale files for broken placeholders, plurals and missing keys. Validators need no API key.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
ANTHROPIC_API_KEY, OPENAI_API_KEY标为机密的值是你账户的钥匙。千万不要分享给别人,也不要粘贴到聊天里。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"shipi18n": {
"command": "npx",
"args": [
"-y",
"@shipi18n/mcp"
],
"env": {
"ANTHROPIC_API_KEY": "your-value",
"OPENAI_API_KEY": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add shipi18n --env ANTHROPIC_API_KEY=your-value --env OPENAI_API_KEY=your-value -- npx -y @shipi18n/mcp运行前请先填写空着的值。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"shipi18n": {
"command": "npx",
"args": [
"-y",
"@shipi18n/mcp"
],
"env": {
"ANTHROPIC_API_KEY": "your-value",
"OPENAI_API_KEY": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"shipi18n": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@shipi18n/mcp"
],
"env": {
"ANTHROPIC_API_KEY": "your-value",
"OPENAI_API_KEY": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月6日
注册名称已通过 GitHub 账户 Shipi18n 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
你需要填写:ANTHROPIC_API_KEY, OPENAI_API_KEY
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(2.3.2)于27天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:Spec Driven Development, Remote Desktop Commander, zanadir
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
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.
Find what a repository's CI is missing, and which security checks cannot fail the build.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
Catch broken translations before you ship them. Shipi18n is an open-source check for locale files: it fails CI when a translation — from a human, a TMS or an AI agent — drops or breaks a placeholder, plural or key, and shows the exact fix.
{name}, {{count}}, %{name}, %s, %1$s, %@), plurals whose separator was lost or that miss a form the language needs (Polish few/many, Arabic two — in ICU, i18next keys, Rails, Android and .xcstrings), invalid ICU MessageFormat, missing and orphaned keys, a key written twice in one JSON object, empty and untranslated strings..xcstrings, Android strings.xml, gettext .po, XLIFF.--semantic review and translate use your own LLM key.npx @shipi18n/cli check ./locales -s en
Exit 0 clean, 1 findings (each with a one-line fix), 2 usage error. Output as text, JSON, SARIF (GitHub PR annotations) or JUnit.
*A real run, not a mockup — docs/check-demo.tape reproduces it.*
| I want to… | Use |
|---|---|
| check locale files locally or in any CI | npx @shipi18n/cli check ./locales -s en |
| annotate GitHub pull requests | Shipi18n/shipi18n-github-action@v3 (setup) |
| run it without Node | Docker ghcr.io/shipi18n/cli, or the pre-commit hook |
| run it without npm | the single file shipi18n.mjs from GitHub releases, with a SHA-256 and a build-provenance attestation |
| use it from a Python, Ruby, Go or Java project | the same CLI via Docker, pre-commit or the single file. There is no Python or Ruby package to import |
| have my AI coding agent check its own translations | npx @shipi18n/cli init --agents, or the MCP server @shipi18n/mcp |
| check meaning, not only structure | check --semantic with your own Anthropic or OpenAI key |
| translate (optional) | shipi18n translate with your own key |
--semantic it checks structure, not whether a translation reads well.Found in the wild. The same command on a real project — Hoppscotch's Afrikaans locale as it was when we ran it (structural rules only; the missing-key noise switched off so the placeholder findings stand out):
$ npx @shipi18n/cli check packages/hoppscotch-common/locales -s en \
--severity 'missing-key=off,untranslated=off,orphan-key=off'
✗ af coverage 100.0% 7 error(s), 5 warning(s) error import.file_size_limit_exceeded_warning_multiple_files placeholder-missing — dropped {sizeLimit} error import.file_size_limit_exceeded_warning_single_file placeholder-missing — dropped {sizeLimit} error state.connected_to placeholder-missing — dropped {name} warning state.connected_to placeholder-added — unexpected {naam} error team.invited_to_team placeholder-missing — dropped {workspace} warning team.invited_to_team placeholder-added — unexpected {team} …
{naam} is {name} translated; vue-i18n will never substitute it. We scan public repos, verify every finding by hand against the source language, and send the fix upstream. Running tally, one row per repo: [shipi18n.com/oss](https://shipi18n.com/oss) — 95 repos scanned · 23 ship a verified broken string · 402 strings verified by hand · fixed upstream in 8 repos.
| Repo | What happened | |
|---|---|---|
| Solidus | 13 dropped %{…} interpolations in pt-BR — PR merged the same day, three core approvals | |
| Plane | Czech toasts lost {templateName}/{templateType} — PR merged in 3 hours | |
| nocodb | our issue → maintainer PR sweeping all 39 locales; later 182 plurals in 13 locales whose `\ | machine translation had turned into `, fixed the same day |
| Excalidraw | our issue → contributor fix + a placeholder-parity test suite | |
| Hoppscotch | the af run above — PR merged, 7 strings | |
| 24pullrequests | 20 dropped interpolations fixed in two PRs, then an interpolation check added to their own test suite | |
| devise_invitable | %{email) typo fixed, then the check added to their CI |
Every false positive the scan exposed in our own checker became a fixture in evals/placeholders/corpus.jsonl first.
If the check catches something in your project, consider starring the repo — stars are how the
next person with a broken
es.jsonfinds this.
Then, when you want the meaning checked, bring your own key. The judge needs a provider SDK alongside the CLI:
npm i -D @shipi18n/cli @anthropic-ai/sdk # or `openai`
export ANTHROPIC_API_KEY=sk-ant-... # or OPENAI_API_KEY npx @shipi18n/cli check ./locales -s en --semantic
An LLM reads each pair and reports mistranslations, omissions and additions:
⚠ es coverage 100.0% 0 error(s), 1 warning(s)
warning delete semantic-mistranslation — Translation says 'will save' (guardará) instead of 'will delete' (eliminará/borrará)
Every placeholder is intact and every key is present, so structural checks pass this file. Only reading it catches the bug. Advisory by default — it warns, it does not fail your build.
Measured, not asserted. On a 228-pair corpus committed *before* the judge was written
(
60d699b) and with thresholds fixed first:
54/54 planted errors caught (100%) and 12/168 false positives on clean pairs (7.1%), with
6/6 glossary violations found. Reproduced on two independent runs (2026-08-16 and 2026-08-17) using
claude-haiku-4-5, 3 passes, ~59k tokens in 156s. Label accuracy moved between runs (100% →
98.1%) — it is a model, so read these as a range, not a constant.
The harness is
evals/semantic/. Run it against your own model.
Nothing goes through our servers, because there are none. The only network call is from your machine to the provider you chose.
| Package | Description |
|---|---|
@shipi18n/core | The engine: translation checks, the semantic judge, placeholder validation — plus provider-agnostic, structure-preserving translation with incremental mode. |
@shipi18n/cli | shipi18n check ./locales for CI, --semantic for meaning, lock to protect hand-edits, translate when you need it. |
@shipi18n/mcp | MCP server — check, diff and review locale files from Claude Desktop, Cursor, or any MCP client. Validation needs no API key. |
vite-plugin-shipi18n | Vite plugin that translates locale files at build time with your own LLM key, with caching. |
shipi18n-github-action | Check locale files on every PR (no key, SARIF annotations); optional BYO-key retranslate. |
Generating translations is a solved problem. Half a dozen good tools will fill your locale files, and an agent will do it for free. Nothing checks the result. Your CI lints your JavaScript, typechecks your types and runs your tests — and then ships a de.json that nobody has read, produced by a model nobody audited.
The checks that do exist are structural: they diff key sets and stop there. That catches the missing key. It does not catch the translation that has every key and every placeholder and still tells your German users the opposite of what you meant.
Shipi18n is that missing gate, in two layers:
{{name}}, {count}, %s, %d, %1$s, $t(...), %{name}, HTML), collapsed plural forms, empty values, untranslated copy, coverage per language.Plus the parts that make it usable day to day:
.yaml/.yml), Flutter .arb, Apple .xcstrings, Android strings.xml, gettext .po/.pot, and XLIFF 1.2/2.0 — including %@/%lld specifiers.--fail-on, --min-coverage, SARIF for PR annotations, JUnit.--baseline accepts today's backlog and fails only on *new* findings (the Stylelint/RuboCop pattern); --severity tunes or silences any rule (error|warning|info|off).pre-commit hook, or the Docker image ghcr.io/shipi18n/cli for GitLab / Bitbucket / Jenkins / local — no Node toolchain required. See the CLI README.shipi18n wp-sync catches JS translation JSON that has drifted from the .po because nobody re-ran wp i18n make-json — a silent bug no other tool checks.--semantic sends anything to an LLM, a scan withholds any string carrying a secret or PII (keys, cards, emails); --detect-secrets runs it standalone with no LLM.shipi18n lock records the translations a human blessed and warns when anything overwrites them, or when the source moves underneath them.complete(prompt) method is a valid adapter.`@shipi
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