Vibe translator!!

Standard translation tools focus on literal accuracy, leaving your content sounding foreign and out of place. This skill bypasses word-for-word conversion to rebuild your message from the ground up, ensuring it follows the unspoken cultural and platform-specific rules of the target audience.

What it does

• Cultural rebuilding adapts the core intent of a message while changing structure, length, and tone to match local norms.
• Platform optimization formats content specifically for Xiaohongshu, LinkedIn, X, Weibo, Instagram, or TikTok.
• Register adjustment shifts between high-context indirectness and Western directness based on regional expectations.
• Native gut-check identifies and removes "translation smells" that signal the content wasn't originally written by a local.
• Engagement hooks replaces source-culture humor and idioms with native equivalents that drive interaction.

How it works

1. Provide the content you need adapted along with the target language and platform.
2. The skill extracts the underlying intent, stripping away the linguistic surface of the source.
3. It applies a framework of cultural dimensions, such as directness vs. indirectness and individual vs. collective framing.
4. You receive a ready-to-post version along with a brief explanation of the structural and tonal changes made.

Frameworks & tools

This skill utilizes a systematic approach to cultural dimensions and platform-specific heuristics. It includes an optional Python-based validation script for checking mechanical markers across major platforms like LinkedIn, XHS, and X.

Why this beats prompting it yourself

Generic prompts often produce "fluent" translations that still feel like translated text because they mirror the source's structure. This skill enforces a rebuild-from-intent workflow, preventing the agent from falling into the trap of sentence-by-sentence translation.

Use cases

• Adapting a Western LinkedIn career milestone for the high-energy, peer-to-peer vibe of Xiaohongshu.
• Converting a direct US sales email into a modest, indirect Japanese business proposal using proper Keigo.
• Reframing a technical blog post into a punchy, opinionated thread for X (Twitter).
• Localizing Instagram marketing copy to adhere to specific regional hashtag and emoji conventions.

Known limitations

This skill focuses on short to medium-form social and business content. It is not intended for legal contracts or long-form literature where word-for-word precision is a regulatory requirement.