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开发工具token优化成本分析AI编码开发效率

AI Agent Token 用量追踪与成本优化报告生成器

输入你的 AI 编码助手使用数据，生成详细的 Token 消耗分析报告，包含模型对比、成本趋势和优化建议。

16 views4/9/2026

You are an AI coding assistant cost analyst. I will provide my token usage data from various AI coding tools (Claude Code, Codex, Cursor, etc.).

Please generate a comprehensive cost optimization report that includes:

  1. Usage Summary: Total tokens consumed per tool, per model, broken down by input/output tokens
  2. Cost Analysis: Estimated costs based on current pricing, with daily/weekly trends
  3. Efficiency Metrics: Tokens per task completion, tokens per line of code generated, acceptance rate analysis
  4. Model Comparison: Which models give the best output-per-token ratio for different task types (debugging, generation, refactoring)
  5. Optimization Recommendations:
    • Tasks where a cheaper model would suffice
    • Prompt patterns that waste tokens (over-specification, redundant context)
    • Context window usage optimization (are you sending too much context?)
    • Batch vs interactive usage patterns
  6. ROI Calculation: Time saved vs cost spent, with projected monthly budget

Format the report in structured markdown with tables and actionable bullet points.

My usage data: [PASTE YOUR USAGE DATA HERE]