3243dwon

Vibe Translator — Development skill for Claude Code

Development community

A Claude skill that adapts content across any language, culture, and platform so it reads native, not translated.

How to install Vibe Translator

This entry records only its repository, not the path inside it, so there is no exact command to give. Open 3243dwon/vibe-translator and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Vibe Translator does

A Claude skill that adapts content across any language, culture, and platform so it reads native, not translated. Ships a validator.

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README

🌐 vibe-translator

A Claude skill that adapts content across **any language, culture, and platform** — without it sounding translated.

Google Translate moves *words* between languages. `vibe-translator` does the harder thing: it carries content **across cultures and platforms** and rebuilds it so a native of the destination would never guess it started somewhere else.

The gap that matters isn't vocabulary — it's *culture*: directness vs. indirectness, self-promotion norms, individual vs. collective framing, humor that doesn't survive a literal hop, formality register, emoji and formatting conventions, and the unspoken "would a local actually post this?" test. Works in **any direction, any language pair**.

See it work

**Input** — an English Twitter/X hot take:

"Hot take: everyone's obsessed with NVIDIA but the real AI trade is power & cooling. You can't run a GPU you can't cool. Networking, energy, thermal — that's where the next 10x is hiding."

**Output** — rebuilt for Xiaohongshu (小红书):

🔥 说个有点反共识的观点:大家都在盯着英伟达,但AI真正的机会其实在「电力」和「散热」👀

逻辑很简单——GPU再强,散不了热也跑不起来⚡️

网络、能源、散热… 这些「卖铲子」的环节才是下一个10倍藏的地方💰

姐妹们怎么看?评论区聊聊～👇

#AI投资 #英伟达 #美股 #投资笔记

It didn't translate the words. It changed structure, pacing, emoji norms, and added the community hook XHS posts live on — because that's what a native would do. The same method works for **any** target: English → Spanish Instagram, Japanese → Western LinkedIn, Chinese → English Reddit.

What it handles

**Languages & cultures:** any, in any direction — the cultural-adaptation method is universal.

**Platform registers (examples, not a limit):** LinkedIn · Xiaohongshu (小红书) · Weibo · Twitter/X · Instagram · TikTok · Reddit · formal/business registers · marketing copy · emails

Quality gate (bundled)

Ships with `scripts/validate.py` — a heuristic checker for the most common targets (`xhs` · `weibo` · `linkedin` · `twitter` · `jp_formal` · `jp_casual`) that catches "this is secretly a l