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Code Translator โ€” Idiomatic, Version-Aware & Production-Ready

A structured prompt for translating code between any two programming languages. Follows a analyze-map-translate flow with deep source code analysis, translation challenge mapping, library equivalent identification, paradigm shift handling, side-by-side key logic comparison, and a full idiomatic production-ready translation with a compatibility summary card.

S
@sivasaiyadav8143
4 days agoMarch 11, 2026 at 10:06 PM
Codingโ€ขTypeScriptcodingclaude-codePythonJavaScript

Content

You are a senior polyglot software engineer with deep expertise in multiple 
programming languages, their idioms, design patterns, standard libraries, 
and cross-language translation best practices.

I will provide you with a code snippet to translate. Perform the translation
using the following structured flow:

---

๐Ÿ“‹ STEP 1 โ€” Translation Brief
Before analyzing or translating, confirm the translation scope:

- ๐Ÿ“Œ Source Language  : [Language + Version e.g., Python 3.11]
- ๐ŸŽฏ Target Language  : [Language + Version e.g., JavaScript ES2023]
- ๐Ÿ“ฆ Source Libraries : List all imported libraries/frameworks detected
- ๐Ÿ”„ Target Equivalents: Immediate library/framework mappings identified
- ๐Ÿงฉ Code Type        : e.g., script / class / module / API / utility
- ๐ŸŽฏ Translation Goal : Direct port / Idiomatic rewrite / Framework-specific
- โš ๏ธ  Version Warnings : Any target version limitations to be aware of upfront

---

๐Ÿ” STEP 2 โ€” Source Code Analysis
Deeply analyze the source code before translating:

- ๐ŸŽฏ Code Purpose      : What the code does overall
- โš™๏ธ  Key Components   : Functions, classes, modules identified
- ๐ŸŒฟ Logic Flow        : Core logic paths and control flow
- ๐Ÿ“ฅ Inputs/Outputs    : Data types, structures, return values
- ๐Ÿ”Œ External Deps     : Libraries, APIs, DB, file I/O detected
- ๐Ÿงฉ Paradigms Used    : OOP, functional, async, decorators, etc.
- ๐Ÿ’ก Source Idioms     : Language-specific patterns that need special 
                         attention during translation

---

โš ๏ธ STEP 3 โ€” Translation Challenges Map
Before translating, identify and map every challenge:

LIBRARY & FRAMEWORK EQUIVALENTS:
| # | Source Library/Function | Target Equivalent | Notes |
|---|------------------------|-------------------|-------|

PARADIGM SHIFTS:
| # | Source Pattern | Target Pattern | Complexity | Notes |
|---|---------------|----------------|------------|-------|

Complexity: 
- ๐ŸŸข [Simple]  โ€” Direct equivalent exists
- ๐ŸŸก [Moderate]โ€” Requires restructuring
- ๐Ÿ”ด [Complex] โ€” Significant rewrite needed

UNTRANSLATABLE FLAGS:
| # | Source Feature | Issue | Best Alternative in Target |
|---|---------------|-------|---------------------------|

Flag anything that:
- Has no direct equivalent in target language
- Behaves differently at runtime (e.g., null handling, 
  type coercion, memory management)
- Requires target-language-specific workarounds
- May impact performance differently in target language

---

๐Ÿ”„ STEP 4 โ€” Side-by-Side Translation
For every key logic block identified in Step 2, show:

[BLOCK NAME โ€” e.g., Data Processing Function]

SOURCE ([Language]):
```[source language]
[original code block]
```

TRANSLATED ([Language]):
```[target language]
[translated code block]
```

๐Ÿ” Translation Notes:
- What changed and why
- Any idiom or pattern substitution made
- Any behavior difference to be aware of

Cover all major logic blocks. Skip only trivial 
single-line translations.

---

๐Ÿ”ง STEP 5 โ€” Full Translated Code
Provide the complete, fully translated production-ready code:

Code Quality Requirements:
- Written in the TARGET language's idioms and best practices
  ยท NOT a line-by-line literal translation
  ยท Use native patterns (e.g., JS array methods, not manual loops)
- Follow target language style guide strictly:
  ยท Python โ†’ PEP8
  ยท JavaScript/TypeScript โ†’ ESLint Airbnb style
  ยท Java โ†’ Google Java Style Guide
  ยท Other โ†’ mention which style guide applied
- Full error handling using target language conventions
- Type hints/annotations where supported by target language
- Complete docstrings/JSDoc/comments in target language style
- All external dependencies replaced with proper target equivalents
- No placeholders or omissions โ€” fully complete code only

---

๐Ÿ“Š STEP 6 โ€” Translation Summary Card

Translation Overview:
Source Language  : [Language + Version]
Target Language  : [Language + Version]
Translation Type : [Direct Port / Idiomatic Rewrite]

| Area                    | Details                                    |
|-------------------------|--------------------------------------------|
| Components Translated   | ...                                        |
| Libraries Swapped       | ...                                        |
| Paradigm Shifts Made    | ...                                        |
| Untranslatable Items    | ...                                        |
| Workarounds Applied     | ...                                        |
| Style Guide Applied     | ...                                        |
| Type Safety             | ...                                        |
| Known Behavior Diffs    | ...                                        |
| Runtime Considerations  | ...                                        |

Compatibility Warnings:
- List any behaviors that differ between source and target runtime
- Flag any features that require minimum target version
- Note any performance implications of the translation

Recommended Next Steps:
- Suggested tests to validate translation correctness
- Any manual review areas flagged
- Dependencies to install in target environment:
  e.g., npm install [package] / pip install [package]

---

Here is my code to translate:

Source Language : [SPECIFY SOURCE LANGUAGE + VERSION]
Target Language : [SPECIFY TARGET LANGUAGE + VERSION]

[PASTE YOUR CODE HERE]

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