prompt-cache-optimize
Skill0 starsChanged 7 months agoMITView on GitHub
Prompt Caching 优化 - 根据 Thariq 的 7 条经验优化提示词结构
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The file
Files
Prompt Cache Optimization Skill
用途
根据 Thariq Shihipar (Claude Code 团队) 的 7 条经验优化提示词缓存命中率。
Thariq 的 7 条经验
- 前缀匹配 - 稳定内容放开头,可变内容放末尾
- 子代理继承 - 字节级复制父上下文
- 模型变更破坏缓存 - 保持系统提示词稳定
- 消息顺序 - 严格追加,避免重排序
- system/messages 分离 - 不变指令放 system
- 工具定义放末尾 - 减少前缀缓存破坏
- 核心基础设施 - 缓存命中率下降=SEV
优化检查清单
提示词结构
- 系统指令是否在
system字段 - 工具定义是否在消息末尾
- 用户输入是否在最后
- 历史消息是否按顺序追加
缓存监控
- 是否记录缓存命中率
- 是否设置告警阈值
- 是否分析缓存破坏原因
使用方法
/claude "使用 prompt-cache-optimize skill 优化这个提示词"输出格式
## Prompt Cache 优化报告
### 当前命中率
- 估计命中率:X%
### 优化建议
1. 将 [内容] 移到 system 字段
2. 将 [工具定义] 移到末尾
3. 保持消息追加顺序
### 预期改进
- 命中率提升到:Y%
- 成本降低:Z%Does it work?
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