home/categories/productivity-tools/davidjiyangcai-visa-research-agent-claude-skills-compare-friction-outputs-skill-md
productivity-toolstools
compare-friction-outputs
Compare friction pipeline outputs across different runs, thinking levels, or seeds. Use when comparing visa research results, checking variance across thinking levels (minimal/low/medium), analyzing fee discrepancies, or reviewing route selection consistency.
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davidjiyangcai
Updated 1/15/2026
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quick start
Installation and usage
Compare friction pipeline outputs across different runs, thinking levels, or seeds. Use when comparing visa research results, checking variance across thinking levels (minimal/low/medium), analyzing fee discrepancies, or reviewing route selection consistency.
Installation
$ install --globalskills.sh
Usage
Once installed, you can use this skill by running the following command in your terminal:
skills use compare-friction-outputs