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roboflow-api-reference

Protocol-level facts for Roboflow REST and Inference APIs — URL patterns, auth, parameters, error codes, and SDK quick-start. For deployment strategy and Workflow execution patterns, see roboflow-inference.

90

1.42x
Quality

Does it follow best practices?

Impact

98%

1.42x

Average score across 3 eval scenarios

SecuritybySnyk

Risky

Do not use without reviewing

SKILL.md
Quality
Evals
Security

Evaluation results

100%

70%

Object Detection Script for Inventory Tracking

Python inference script with correct SDK usage and bounding box coordinate parsing

Criteria
Without context
With context

Uses inference-sdk package

0%

100%

InferenceHTTPClient usage

0%

100%

api_url constructor arg

0%

100%

api_key constructor arg

0%

100%

Correct serverless host

0%

100%

model_id format

0%

100%

Correct top-left x1

100%

100%

Correct top-left y1

100%

100%

Correct bottom-right x2

100%

100%

Correct bottom-right y2

100%

100%

requirements.txt lists inference-sdk

0%

100%

97%

10%

CI/CD Pipeline Key Setup for Image Ingestion

Scoped CI/CD API key setup and rotation script

Criteria
Without context
With context

Minimal scope only

100%

100%

Explicit scopes array

100%

100%

Immediate secret capture

100%

100%

Protected flag set

100%

100%

Env file storage

70%

90%

Never commit reminder

100%

75%

Disable before revoke

16%

100%

Zero-downtime rotation order

100%

100%

Correct CLI syntax

100%

100%

Management auth method

100%

100%

98%

6%

Dataset Pipeline Automation for Object Detection Project

Roboflow image upload and training pipeline script

Criteria
Without context
With context

Correct upload SDK

100%

100%

Correct project creation fields

100%

100%

Valid project type

100%

100%

Correct upload host

100%

100%

Split parameter usage

100%

100%

Multiple splits used

100%

100%

Training status via version GET

100%

83%

API key authentication

100%

100%

Image size limit documented

0%

100%

Duplicate skip behavior documented

100%

100%

Training status polling explanation

100%

100%

Repository
roboflow/computer-vision-skills
Evaluated
Agent
Claude Code
Model
Claude Sonnet 4.6

Table of Contents

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