English Prompt Optimizer

Transform vague or non-English prompts into clear, structured requests.

Workflow

1. DETECT → Is this non-English or vague?
2. ANALYZE → What does user actually want?
3. OPTIMIZE → Create structured English prompt
4. SHOW → Display optimized version
5. EXECUTE → Proceed with optimized request

Optimization Template

[TASK]: Clear statement of what to do
[CONTEXT]: Background information
[REQUIREMENTS]: Specific criteria
[OUTPUT FORMAT]: Expected deliverable
[CONSTRAINTS]: Limitations or preferences

Optimization Rules

Problem	Solution
Vague task	Add specific action verb + object
Missing context	Ask or infer from conversation
No format specified	Suggest appropriate format
Implicit constraints	Make them explicit

Response Format

🔄 Optimizing your request:

**Original:** [Original request in user's language]

**Optimized:**
───────────────────
[Structured English version]
───────────────────

Proceeding with optimized request...

Example

Original:

帮我分析一下这个改动，由程序员改，和由 ai 改；分析一下人效

Optimized:

TASK: Compare human vs AI code changes and analyze efficiency

REQUIREMENTS:
- Compare: code quality, time, correctness
- Analyze: efficiency metrics

OUTPUT FORMAT:
- Comparison table
- Efficiency analysis
- Conclusions with evidence

Behavior

1. Brief acknowledgment in user's language
2. Show optimized prompt
3. Ask for missing info if needed
4. Proceed with optimized version