Run TAO Data Services KPI analysis for object detection, comparing inference annotations against ground truth to compute per-class TP/FP/FN/TN, precision, recall, accuracy, and AP at a fixed IoU. Use when an object detection workflow needs per-class mAP reported after inference, or when the user asks to "run KPI analyze", "compute detection mAP", or "score my OD predictions against ground truth".
Install
npx skills add NVIDIA/skills --skill tao-analyze-detection-kpinpx skills add NVIDIA/skills --skill tao-analyze-detection-kpi -a claude-code -gnpx skills add NVIDIA/skills --skill tao-analyze-detection-kpi -a codex -ggemini skills install https://github.com/NVIDIA/skills.git --path skills/tao-analyze-detection-kpigh skill install NVIDIA/skills tao-analyze-detection-kpigit clone --depth 1 https://github.com/NVIDIA/skills /tmp/NVIDIA__skills
mkdir -p ~/.claude/skills ~/.agents/skills
cp -R /tmp/NVIDIA__skills/skills/tao-analyze-detection-kpi ~/.claude/skills/tao-analyze-detection-kpi # Claude Code
cp -R /tmp/NVIDIA__skills/skills/tao-analyze-detection-kpi ~/.agents/skills/tao-analyze-detection-kpi # Codex, Cursor, Gemini CLI, Copilot, OpenCode