Name: roboflow-universe
Rating: 78.60000000000001 (1 reviews)
Author: roboflow

roboflow-universe

Use when searching for or using public datasets/models on Roboflow Universe (universe.roboflow.com), the open repository of 1M+ computer vision datasets and 50K+ pre-trained models.

1.23x

Quality

70%

Does it follow best practices?

Impact

89%

1.23x

Average score across 3 eval scenarios

Securityby

Advisory

Suggest reviewing before use

Optimize this skill with Tessl

npx tessl skill review --optimize ./skills/universe/SKILL.md

Evaluation results

72%

15%

Fire and Smoke Detection Dataset Research

Dataset search query operators and evaluation criteria

Criteria

Without context

With context

class: operator used

100%

Descriptive query terms

100%

images> operator or count filter

12%

100%

sort: or model operator

50%

100%

500+ images per class threshold

30%

20%

Annotation quality assessed

100%

87%

Class balance checked

62%

37%

License from Cite this Project

30%

100%

No-license means restricted

37%

mAP > 70% threshold

40%

Image diversity evaluated

100%

50%

Ranked recommendation given

100%

97%

23%

Integrating a Pre-Trained Person Detection Model into a Roboflow Workflow

Model ID format and Workflow integration steps

Criteria

Without context

With context

model keyword in search

66%

100%

Specific descriptive query

100%

Correct model ID format

100%

Public Models tab step

100%

Paste model ID step

100%

Use model ID step

100%

mAP metric reported

100%

Precision and recall reported

100%

Model page copy icon mentioned

33%

50%

Universe model URL included

50%

100%

13%

Commercial Dataset Sourcing and Acquisition Plan for Crop Disease Detection

License analysis and dataset acquisition methods

Criteria

Without context

With context

License from Cite this Project

100%

NC license = no commercial use

20%

100%

Commercial-compatible licenses named

100%

Download method for local training

100%

Export formats listed

100%

Fork steps documented

50%

100%

Fork vs download distinction

100%

Specific crop/disease query terms

100%

Repository: roboflow/computer-vision-skills
Commit: 02936d5

Evaluated: 2 days ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Fire and Smoke Detection Dataset Research Integrating a Pre-Trained Person Detection Model into a Roboflow Workflow Commercial Dataset Sourcing and Acquisition Plan for Crop Disease Detection

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