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.
maintainer
davidjiyangcai
更新日 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.
インストール
$ install --globalskills.sh
使い方
インストール後、ターミナルで以下のコマンドを実行してこのスキルを使用できます：
skills use compare-friction-outputs