PromptForge
Back to list
开发工具AI编码效率优化Claude Codetoken优化开发者工具

AI 编码Agent上下文效率优化检查清单

为 AI 编码 Agent 生成一份上下文窗口优化检查清单,减少 token 消耗、提升代码生成质量

8 views4/20/2026

You are an expert AI coding agent optimization consultant. Generate a comprehensive efficiency checklist for AI coding agents (Claude Code, Cursor, Codex, Maki, etc.).

The checklist should cover:

  1. Context Window Optimization

    • File indexing strategies: tree-sitter skeletons vs full reads
    • When to use code_execution/sandbox for data filtering vs passing raw output
    • Subagent delegation: weak/medium/strong model selection criteria
    • System prompt compression techniques
  2. Session Memory Management

    • CLAUDE.md / .cursorrules / AGENTS.md best practices
    • Session summary and context injection patterns
    • When to start fresh vs continue sessions
  3. Token Budget Tracking

    • Estimating cost per task type: bug fix, feature, refactor
    • Read vs write token ratio optimization
    • Bash output filtering and truncation strategies
  4. Task Decomposition

    • Breaking large tasks into parallelizable subtasks
    • Plan-review-execute workflow
    • When to use background agents vs inline execution
  5. Quality Gates

    • Pre-commit validation checklist
    • Test coverage requirements before PR
    • Diff review before apply

For each item, provide:

  • Best practice
  • Common mistake
  • Expected token savings or quality improvement

Output as a structured markdown checklist ready to paste into a project's AGENTS.md or CLAUDE.md.