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Get Started Free →wasabeef/压缩响应减少-30-50-上下文使用量
压缩响应减少 30-50% 上下文使用量。「令牌高效模式」「压缩响应」「节省上下文」等触发。
Passed 18 of 23 test cases with the skill, and 10 of 23 without it.
and 8 more in the full report
9 fixed9 passed either way4 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.
后端 PostgreSQL 数据库正处于架构迁移中，已完成表结构变更，即将做索引重建。请以 --uc 模式输出极简状态。
| Checked | Without skill | With skill |
|---|---|---|
| Marks database persistence domain using data storage visual symbols. | Missed | Passed |
| Highlights state transition using directional or status icons. | Missed | Passed |
The instructions your model reads when the skill loads.
AI 响应压缩模式，可减少上下文使用量 30-50%。
Token 效率模式通过视觉符号和缩写系统来压缩 Claude 的响应。 生成代码的质量或内容不会发生任何改变。仅改变的是说明方式。
# 启用模式
「使用 Token 效率模式响应」
「使用 --uc 模式」
「使用简洁模式」
| 符号 | 含义 | 使用示例 |
|---|---|---|
| → | 导致、引起 | auth.js:45 → 🛡️ 安全风险 |
| ⇒ | 转换为 | input ⇒ validated_output |
| ← | 回滚、撤回 | migration ← rollback |
| ⇄ | 双向 | sync ⇄ remote |
| & | 并且、结合 | 🛡️ security & ⚡ performance |
| | | 或者、分隔 | react|vue|angular |
| : | 定义、指定 | scope: file|module |
| » | 接下来、序列 | build » test » deploy |
| ∴ | 因此 | tests ❌ ∴ code broken |
| ∵ | 因为 | slow ∵ O(n²) algorithm |
| 符号 | 含义 | 用途 |
test cases passed, vs 10 / 23 without
Published skills whose descriptions closely match this one, with their headline benchmark lift.
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