prompt-translator

Translate Chinese prompt portions into CEFR B2 English while preserving technical terms.

Updated Mar 9, 2026
One-click install
npx skills add https://github.com/whchi/agentic-coding --skill prompt-translator
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: prompt-translator
Source: https://github.com/whchi/agentic-coding/tree/main/skills/prompt-translator
Command: npx skills add https://github.com/whchi/agentic-coding --skill prompt-translator

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Translates Chinese portions of user prompts into natural, professional English while preserving existing English text, technical terms, and proper nouns, reducing miscommunication and speeding up prompt processing.

Core Features & Use Cases

  • Translates mixed Chinese-English prompts while preserving English terms and proper nouns.
  • Handles edge cases (pure Chinese, pure English, or mixed prompts) with accurate CEFR B2 output.
  • Use Case: When designing AI prompts for multilingual users, feed the prompt to this Skill to obtain a ready-to-submit English version.

Quick Start

Provide a prompt containing Chinese text and request translation to CEFR B2 English, preserving English terms and proper nouns.

Frequently Asked Questions about prompt-translator

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I translate Chinese prompts into English without altering existing technical terms?

To translate Chinese prompts into English while preserving technical terms, the tool identifies mixed-language content and outputs CEFR B2 English, keeping original proper nouns and existing English text completely intact.

What is the best way to handle multilingual prompt translation for coding and documentation?

The best way to handle multilingual prompt translation for coding and documentation is to process mixed Chinese-English text, converting Chinese portions to CEFR B2 English while strictly maintaining original technical language and terminology.

Does translating mixed Chinese-English prompts affect code syntax or proper nouns?

Translating mixed Chinese-English prompts does not affect code syntax or proper nouns; the process isolates Chinese text for CEFR B2 English conversion and leaves existing English segments, technical terms, and code untouched.

How do I convert pure Chinese text to professional English for AI prompts?

To convert pure Chinese text to professional English for AI prompts, input the text to receive a translated output calibrated to CEFR B2 English standards, ensuring natural and professional communication.

Can I use this translation approach for customer interaction prompts containing mixed languages?

Yes, you can use this translation approach for customer interaction prompts containing mixed languages; it accurately translates Chinese portions to CEFR B2 English while preserving any existing English text and domain-specific terminology.

What level of English proficiency does the translated prompt output conform to?

The translated prompt output conforms to the CEFR B2 English proficiency level, ensuring the translated text is natural, professional, and easily understood for coding, documentation, and customer interactions.