Individual skill
tao-analyze-detection-kpi
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".
skills/tao-analyze-detection-kpi/SKILL.md
Source commit 25340619336e89bcc40365c28bfe9e790430468e
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 2, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 3,895
- Repository last updated
- Nov 6, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- agent-skills Repository topic
- agentic-ai Repository topic
- ai-agents Repository topic
- claude-code Repository topic
- codex Repository topic
- coding-agents Repository topic
- cuda Repository topic
- developer-tools Repository topic
- llm Repository topic
- omniverse Repository topic
- tao Declared skill tag
- data Declared skill tag
- kpi Declared skill tag
- object-detection Declared skill tag
- map Declared skill tag
- analytics Declared skill tag
- data Derived category
- operations Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
BENCHMARK.mddoc · 7,171 bytesSKILL.mdcore · 10,577 bytesSKILL.mdcore · 10,577 bytesSKILL.mdcore · 10,577 bytesSKILL.mdcore · 10,577 bytesSKILL.mdcore · 10,577 bytesSKILL.mdcore · 10,577 bytesSKILL.mdcore · 10,577 bytesSKILL.mdcore · 10,577 bytesSKILL.mdcore · 10,577 bytesSKILL.mdcore · 10,577 bytesSKILL.mdcore · 10,577 bytesSKILL.mdcore · 10,577 bytesassets/default_kpi_analyze.yamlasset · 1,824 bytesassets/example_mapping.yamlasset · 716 bytesconfig/skillspector-baseline.yamlasset · 1,408 bytesevals/evals.jsonasset · 975 bytesreferences/skill_info.yamlasset · 560 bytesscripts/verify_kpi_analyze_spec.pyruns · 7,397 bytesskill-card.mddoc · 4,370 bytesskill.oms.sigasset · 5,817 bytes
Read excerpt
# TAO Analyze Detection KPI
Use this skill to run TAO Data Services KPI analysis for object detection. The skill compares inference annotations against ground truth over one or more KPI sources and writes a per-class metrics CSV. It does not run inference; an upstream step must produce the inference annotations first.
The container entrypoint is:
```bash
analytics kpi_analyze -e /absolute/path/to/kpi_analyze.yaml
```
## Inputs
The user provides either a finished spec or the paths to fill into the template.
