Name: roboflow-data-management
Rating: 88.6 (1 reviews)
Author: roboflow

roboflow-data-management

Use when uploading images, labeling, organizing datasets, creating Roboflow projects (detection/segmentation/keypoint/classification), tags, splits, versions, or RoboQL search.

1.45x

Quality

—

Does it follow best practices?

Impact

99%

1.45x

Average score across 3 eval scenarios

Securityby

Advisory

Suggest reviewing before use

Evaluation results

100%

23%

Preparing a Production-Ready Dataset Version for Small Object Detection

Dataset version generation with preprocessing and augmentation pipeline

Criteria

Without context

With context

Frozen snapshot understanding

33%

100%

Filter by Tag preprocessing

60%

100%

Tile preprocessing step

90%

100%

Filter Null step

60%

100%

Modify Classes step

60%

100%

Auto-Orient preprocessing

87%

100%

Augmentation train-only scope

100%

3x augmentation multiplier

75%

100%

versions_generate or SDK call

100%

Non-destructive class change

70%

100%

Train/valid/test split configuration

100%

Preprocessing vs augmentation distinction

100%

99%

21%

Building a Dataset Audit Tool Using RoboQL

RoboQL query construction with boolean logic and specialized filters

Criteria

Without context

With context

split: filter usage

100%

class: with comparison operator

100%

NOT or minus inversion

100%

min-annotations filter

100%

min-width filter

62%

100%

like-image filter

100%

filename wildcard

25%

100%

project: filter

100%

Boolean AND combination

62%

100%

Semantic/free-text search

100%

images_search MCP or SDK

100%

87%

Query syntax comments

100%

49%

Setting Up a Roboflow Data Pipeline for a Multi-Camera Retail Analytics System

Multi-project setup with CLI upload, tagging, and annotation group sharing

Criteria

Without context

With context

CLI for large dataset

50%

100%

CLI install step

100%

Correct CLI syntax

25%

100%

Web UI for small dataset

87%

100%

Project type immutability

25%

100%

Annotation group sharing

70%

100%

Shared annotation side-effects

37%

100%

Tag-based image organization

100%

Tag application method

87%

100%

Duplicate image handling

100%

Image size limits

100%

Annotation group at creation only

33%

100%

Shared image usage counting

100%

Repository: roboflow/computer-vision-skills
Commit: bf3aefb

Evaluated: about 1 month ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Preparing a Production-Ready Dataset Version for Small Object Detection Building a Dataset Audit Tool Using RoboQL Setting Up a Roboflow Data Pipeline for a Multi-Camera Retail Analytics System

Is this your skill?

If you maintain this skill, you can claim it as your own. Once claimed, you can manage eval scenarios, bundle related skills, attach documentation or rules, and ensure cross-agent compatibility.