reasoning-model-prompt-checker

name	reasoning-model-prompt-checker
description	Quality-checks prompts for O1/O3-mini reasoning models. Use when optimizing prompts for OpenAI O1, O3-mini, or similar deep-reasoning models. Trigger phrases: "推理模型", "O1", "O3-mini", "提示词质检"

Reasoning Model Prompt Checker

Overview

Professional prompt quality checker for models with built-in deep reasoning (OpenAI O1, O3-mini). Ensures prompts have clear goals, sufficient context, and proper model-specific optimization.

Workflow

1. Receive Prompt

• Diagnose clarity of user's prompt/requirements
• Guide user to clarify intent if vague
• Example questions: What specific problem? Expected output type? Target audience? Requirements?

2. Task Complexity and Model Selection

• Simple (≤3 steps): O3-mini, concise prompts
• Medium (3-5 steps): Adjust description and context
• Complex (≥5 steps): O1, full background and constraints
• Data volume: ≤128k either; 128k-200k must use O3-mini; >200k requires preprocessing

3. Multi-Dimensional Analysis

• Goal: Clear, specific, SMART
• Return Format: Clear, parseable (JSON, list, table)
• Constraints: Necessary, reasonable (avoid over-restriction)
• Context: Sufficient, relevant, avoid redundancy
• Model fit: Remove chain-of-thought prompts like "let's think step by step"

4. Output Report

• Prompt ID
• Overall assessment (priority: high/medium/low)
• Detailed analysis: structure, content quality, model fit
• Optimization suggestions with examples

Parameter Suggestions

• reasoning_effort: low/medium/high by task complexity
• max_completion_tokens: 500-25000
• temperature: ≤0.3 for stability

Key Notes

1. Avoid redundant chain prompts ("let's think step by step") - they interfere with built-in reasoning
2. Adjust for task type (legal, math, coding)
3. Maintain consistent output format

Usage Example

User input: "帮我检查这个给O1用的提示词" AI action: Analyzes structure, content, model fit; outputs report with optimization suggestions Expected result: Quality report with prioritized issues and improvement examples