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GitHub - translate-tools/transly: Cache-driven incremental translation (via LLM, GoogleTranslate, etc.)
vitonsky · 2026-04-29 · via Hacker News: Show HN

npm downloads license

Cache-driven i18n translation CLI. Translates your JSON locale files incrementally — only strings that actually changed since the last run are sent for translation. The translator is fully configurable: use any LLM, any free translation service, or implement your own.

What it does

On each run transly scans your source locale directory, computes a SHA-256 hash of every string, compares it against a local cache, and translates only the keys that are new or changed. Translated strings are written to the target language directories and the cache is updated. If a batch fails mid-run, everything translated so far is already saved — just re-run to continue.

Why transly

  • Only translates what changed, based on content hashes — not git history, not timestamps
  • Cache is written after every chunk, so partial failures never lose work
  • Translator backend is pluggable: LLM, free API, or your own function
  • Works without any LLM config at all (falls back to a free translation service)
  • Concurrent translation of multiple namespace × language pairs

Quick start

Install:

npm install -D transly

Create transly.config.ts in your project root:

import 'dotenv/config';
import { defineConfig } from 'transly';

export default defineConfig({
  sourceLang: 'en',
  targetLangs: ['de', 'fr', 'ja'],
  localesDir: './src/locales',

  llm: {
    model: 'openai/gpt-4o-mini',
    apiKey: process.env.OPENAI_API_KEY,
    baseUrl: 'https://openrouter.ai/api/v1',
    contextPrompt: 'This is a web application for managing personal finances.',
  },
});

Put your source strings in src/locales/en/:

src/locales/en/example.json

{
  "title": "Dashboard",
  "greeting": "Hello, {{name}}!"
}

Run:

npx transly translate

Transly writes the translated files to src/locales/de/, src/locales/fr/, etc., and keeps a cache under src/locales/.transly/ by default.

If you already have translated files from a previous setup, seed the cache before running so transly does not re-translate everything:

npx transly cache hydrate
npx transly translate

Add OPENAI_API_KEY=sk-... to a .env file and use import 'dotenv/config' at the top of your config. Never hardcode secrets.

Free translation (no LLM)

If you omit the llm block entirely, transly falls back to Microsoft Translator via the anylang package — no API key required. This is convenient for quick tests or non-critical projects, but the translation quality is noticeably lower than what a well-prompted LLM produces.

import { defineConfig } from 'transly';

export default defineConfig({
  sourceLang: 'en',
  targetLangs: ['de', 'fr', 'ja'],
  localesDir: './src/locales',
});

Cache management

The cache lives at <localesDir>/.transly/ by default. You can override this with the cacheDir config option.

Strategy 1 — commit the cache. The cache directory is the source of truth for what has been translated. Committing it means CI and teammates never pay to re-translate strings that are already done.

Strategy 2 — gitignore the cache, seed on demand. Add .transly/ to .gitignore. On a fresh clone, seed the cache from the existing translated files before running translation:

npx transly cache hydrate
npx transly translate

This keeps the repository clean at the cost of an extra step per fresh clone.

Dropping the cache. To force a full re-translation:

npx transly cache drop

Config reference

import { defineConfig } from 'transly';

export default defineConfig({
  // Required
  sourceLang: 'en',
  targetLangs: ['de', 'fr'],
  localesDir: './src/locales',

  // Optional
  cacheDir: './.transly',       // default: <localesDir>/.transly
  maxBatchSize: 50,              // keys per translation request, default: 50
  concurrency: 10,               // parallel tasks, default: 10
  debug: false,

  // LLM translator (optional — omit to use the free fallback)
  llm: {
    model: 'openai/gpt-4o-mini',
    apiKey: process.env.OPENAI_API_KEY,
    baseUrl: 'https://openrouter.ai/api/v1', // any OpenAI-compatible endpoint
    systemPrompt: '...',   // string or (targetLang: string) => string
    contextPrompt: '...',  // string or (targetLang: string) => string
  },

  // Custom translator function (overrides llm and the free fallback)
  translateChunk: async (items, targetLang, config) => {
    // items: Array<{ key: string; value: string }>
    // return: Record<string, string>  (key → translated value)
  },
});

Config files are validated with Zod at startup. Invalid configs exit with code 1 and list every failing field.

CLI reference

transly translate [-c <path>] [-j <n>]

Translates all namespaces into all target languages.

Option Description
-c, --config <path> Path to config file (default: auto-discover transly.config.ts / .js)
-j, --concurrency <n> Number of parallel translation tasks
transly cache hydrate [-c <path>]
transly cache restore [-c <path>]   # alias
transly cache seed    [-c <path>]   # alias

Populates the cache from existing translated files without modifying them. Use this when migrating from another tool or after a cache drop.

transly cache drop [-c <path>]

Deletes the cache directory.

Exit codes: 0 — success. 1 — config error or translation failure.

Custom translators

The translateChunk option lets you plug in any translation backend. It receives a batch of { key, value } pairs and must return a Record<string, string> mapping each key to its translation.

A minimal example:

import { defineConfig } from 'transly';

export default defineConfig({
  sourceLang: 'en',
  targetLangs: ['de', 'fr'],
  localesDir: './src/locales',

  async translateChunk(items, targetLang) {
    // call your translation API here
    return Object.fromEntries(
      items.map((item) => [item.key, myTranslate(item.value, targetLang)]),
    );
  },
});

To use any of the services supported by the anylang package (Google Translate, DeepL, Yandex, etc.), use the anylangAdapter helper:

import { GoogleTranslator } from 'anylang/translators';
import { defineConfig, anylangAdapter } from 'transly';

export default defineConfig({
  sourceLang: 'en',
  targetLangs: ['de', 'fr'],
  localesDir: './src/locales',
  translateChunk: anylangAdapter(new GoogleTranslator()),
});

See the packages/transly/examples/ directory for more usage patterns.

Programmatic API

import { runTranslation, type ProgressEvent } from 'transly/runner';
import { defineConfig, anylangAdapter } from 'transly';

runTranslation(config, fs?, translateFn?, onProgress?) — the main pipeline. Processes all namespace × language pairs respecting concurrency settings.

await runTranslation(config, undefined, undefined, (event: ProgressEvent) => {
  if (event.type === 'task_start') {
    console.log(`${event.namespace}${event.targetLang}: ${event.changedKeys} keys to translate`);
  }
});

Progress event types:

type ProgressEvent =
  | { type: 'scan_complete'; namespaces: number; targetLangs: number; totalTasks: number; totalKeys: number }
  | { type: 'task_start';    namespace: string; targetLang: string; totalKeys: number; changedKeys: number }
  | { type: 'chunk_done';    namespace: string; targetLang: string; chunkIndex: number; totalChunks: number; chunkSize: number }
  | { type: 'task_done';     namespace: string; targetLang: string }
  | { type: 'task_skip';     namespace: string; targetLang: string };

defineConfig(config) — identity helper that provides TypeScript types when writing .ts config files.

anylangAdapter(translator) — wraps any anylang-compatible translator instance into a translateChunk function.

Comparison

Feature transly i18next-scanner @lingui/cli @formatjs/cli i18n-auto-translation
Incremental (hash-based)
LLM support
Custom translator
Free translation fallback
Partial-failure safety n/a n/a n/a
Extracts keys from source code
Format support JSON many many many JSON

transly is not a key extractor — it translates existing JSON locale files. Pair it with i18next-scanner or a similar tool if you also need to extract keys from source code.

❤️ Support & Contribute

This project is open-source under the Apache 2.0 License — it not only allows you to use and modify the code freely, but also protects contributors by explicitly granting patent rights and requiring proper attribution.

Contributions are very welcome — whether it’s code, ideas, bug reports, or improvements.

If you find this tool useful:

  • ⭐ Star the repository
  • 📢 Share it with others
  • 💡 Help shape it with your feedback

Good tools get better when people care.

Want to help?

  • Fix something
  • Suggest something
  • Break something (and report it)

And if you like it, a ⭐ on GitHub goes a long way.