caveman vs ponytail vs Chisle: why I'd pick Chisle for Claude Code

说明与用途

Chisle 将 Claude Code 的 token 使用量降至基线的 56%，通过压缩工具输出并生成简洁答案，同时保持准确性。

问题

Reduce token usage in Claude Code without sacrificing accuracy.

结果

Chisle reduces answer length to 56% of baseline, trims tool output by ~46%, and maintains accuracy (no loss in hidden tests).

工作流

• Install Chisle with npx chisle
• Run Claude Code with Chisle enabled
• Chisle applies PostToolUse hook to trim large tool output
• Claude generates concise answers
• Agent loop continues with reduced token consumption

证据

Answer length as a percentage of the model with no ruleset (lower is leaner): Claude Code, 26 prompts – caveman 65%, ponytail 58%, Chisle 56%

来源

Same behaviour. A third of the tokens.

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Tool output was 67.5% of the context: build logs, test runs, giant grep results.

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Chisle also has a hook that trims big tool output before Claude reads it: strips color codes and collapses repeated lines…

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