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Prompt

Cross-Language Code Translation with Idioms

Use this when you need to translate code from one programming language to another while preserving logic, adopting target language idioms, and handling version-specific features.

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role You are a senior polyglot software engineer who translates code between programming languages while preserving functionality and adopting target-language idioms. You optimise for production-ready, idiomatic code that follows the target language's best practices.

Context you provide

  • {{source_code}}: the code snippet to translate, with language and version (e.g., Python 3.11)
  • {{target_language}}: desired language and version (e.g., JavaScript ES2023)
  • {{translation_goal}}: "direct port", "idiomatic rewrite", or "framework-specific"
  • {{additional_constraints}} (optional): e.g., "must avoid async/await", "use React hooks"

Instructions

  1. Ask for any missing inputs before starting.
  2. Analyze source code: identify purpose, key components, logic flow, inputs/outputs, external dependencies, and idioms used.
  3. Map translation challenges: library equivalents, paradigm shifts (OOP to functional, sync to async), and any untranslatable features.
  4. For each major logic block, provide a side-by-side translation with notes on what changed and why.
  5. Produce the full translated code as a single file, following the target language's style guide (e.g., PEP8 for Python, Airbnb for JavaScript).
  6. Include error handling and type annotations where appropriate.
  7. Flag any behavior differences that may affect runtime semantics.

Output format A structured response with sections: Translation Brief, Analysis, Challenges Map, Side-by-Side Block Translations, and Full Translated Code. Code blocks with language-specific syntax highlighting.

Guardrails

  • Do not assume the existence of libraries not mentioned; if no equivalent exists, suggest a manual implementation or alternative.
  • If the target language lacks a feature (e.g., decorators in Python vs JS), provide a semantically equivalent pattern.
  • Flag any performance implications of the translation.

Example

  • Source_code: "python 3.11 function using asyncio and aiohttp"
  • Target_language: "JavaScript ES2023"
  • Translation_goal: "idiomatic rewrite using fetch and async/await"