Transcripto: Localizing Existing React Apps

RASHMI B R — Sun, 08 Feb 2026 06:53:28 +0000

🌐 Transcripto – Automated React Localization CLI

Localization often comes at the very end of development — and that’s when it feels the most painful.

Transcripto is a zero-configuration CLI that helps React developers localize their apps in seconds, even if the project is already near completion.

Built using lingo.dev, Transcripto automatically scans your React project, extracts user-facing UI text, and generates clean, production-ready translation files.

✨ What Transcripto Does

🔍 Scans React projects for UI text
🧠 Filters out technical strings (code, classes, file paths)
📁 Generates clean i18n/*.json files
🌐 AI-powered localization via lingo.dev
👁️ Real-time file watching & auto-translation
⚡ Works out of the box (CI/CD friendly)

🚀 Installation

npm install -g transcripto-cli@latest

🔧 Simple Workflow

transcripto init
transcripto scan
transcripto generate
transcripto watch-i18n

🌍 Powered by lingo.dev
lingo.dev handles high-quality localization so Transcripto can focus on developer experience:
Natural, developer-friendly translations
Easy scaling to new languages
Minimal setup and configuration

🔗 Links

📦 npm: https://www.npmjs.com/package/transcripto-cli
💻 GitHub: https://github.com/rashmi-br-dev/transcripto
🌐 lingo.dev: https://lingo.dev
🎥 Watch the demo: https://www.youtube.com/watch?v=WHdB0uIysgY

DevLingo | Breaking Down Barriers: My Journey to Make Programming Truly Global

RASHMI B R — Sat, 07 Feb 2026 05:31:58 +0000

Never Get Lost in Error Messages Again

Every developer has stared at an error message and felt completely lost.

Now imagine that feeling when English isn’t your first language.

That moment is what pushed me to build DevLingo — a tool that explains programming errors in your own language.

This is the story behind it.

The Problem I Kept Seeing

Most developer tools assume:

English is your first language
Error messages are easy to understand
Long explanations are helpful

In reality:

Errors are already stressful
Language makes them worse
Many developers just give up or copy-paste blindly

I wanted to fix that.

The Simple Idea

What if a tool could:

Understand whether you’re chatting or sharing an error
Explain the issue clearly
Translate it instantly into your native language

No setup.

No configuration.

Just paste → understand.

How DevLingo Works (High Level)

Before writing any code, I designed this simple flow:

User Input → Smart Detection → AI Analysis → Translation → Display

Behind this flow are three layers:

Frontend: React UI that feels clean and simple
Backend: AI that explains errors like a human
Translation: Fast for chat, high-quality for errors

Keeping this separation was the key.

The One Smart Decision That Changed Everything

Early versions were slow.

Everything used high-quality translation — even casual chat.
Translations took 15+ seconds 😬

So I changed one thing:

Smart Routing

Chat messages → fast translation (1–2 seconds ⚡)
Error explanations → high-quality localization (slower, but worth it ✨)

Same app.

Very different experience.

This single decision made DevLingo feel instant instead of annoying.

What It Feels Like to Use

Paste an error message
Get a clear explanation in English
Click Translate 🌍
Read it in your own language

No clutter.

No unnecessary buttons.

Translation appears only when you need it.

Why This Matters

Programming should not depend on:

Perfect English
Memorizing cryptic errors
Endless Googling

If you understand the problem, you can fix it.

Language should never be the blocker.

Try It Yourself

🔗 Live Demo: https://devlingo-alpha.vercel.app/
🧠 Source Code: https://github.com/brrashmi408-sys/devlingo

DevLingo currently supports 9 languages, with more coming soon.

What’s Next?

Planned improvements:

🎤 Voice input for hands-free debugging
🧩 Smarter code snippet detection
🌍 More languages

Why I Really Built This

DevLingo is more than a web app.

The real idea is bigger:
What if tools like this lived inside code editors?

Imagine:

Your editor explains errors in your native language
You debug without switching tabs
Your coding environment feels familiar, not intimidating

An editor should feel like a home, not a 📝 test of English skills.

That’s the future I’m building toward.

If This Idea Resonates With You

If you like this direction and believe programming should be more inclusive,
feel free to ⭐ the repository (https://github.com/rashmi-br-dev/devlingo) or try the demo (https://devlingo-alpha.vercel.app/).

Sometimes a small signal helps an idea grow.

Built using modern AI tools, including Lingo.dev for localization.

Final Thought

Programming is universal.

The tools should be too.

Built with ❤️ for developers everywhere.

DEV Community: RASHMI B R