Read a liarjs fingerprint report and attribute each failing check to the component that produced it - what the check id measures, whether the signal comes from the launch configuration, the page-modifying layer, the network path or the machine image, and which failures are inherent to headless or datacenter environments.
安装
npx skills add liarjsdev/liarjs-skills --skill fingerprint-failure-triagenpx skills add liarjsdev/liarjs-skills --skill fingerprint-failure-triage -a claude-code -gnpx skills add liarjsdev/liarjs-skills --skill fingerprint-failure-triage -a codex -ggemini skills install https://github.com/liarjsdev/liarjs-skills.git --path skills/fingerprint-failure-triagegh skill install liarjsdev/liarjs-skills fingerprint-failure-triagegit clone --depth 1 https://github.com/liarjsdev/liarjs-skills /tmp/liarjsdev__liarjs-skills
mkdir -p ~/.claude/skills ~/.agents/skills
cp -R /tmp/liarjsdev__liarjs-skills/skills/fingerprint-failure-triage ~/.claude/skills/fingerprint-failure-triage # Claude Code
cp -R /tmp/liarjsdev__liarjs-skills/skills/fingerprint-failure-triage ~/.agents/skills/fingerprint-failure-triage # Codex, Cursor, Gemini CLI, Copilot, OpenCode