Data as of Aug 16, 2026 · Based on 3,131,739 AI responses across 10,525 prompts · See how Parse measures this
Rivals
Astral is the brand AI weighs against Flake8 most.
Sources
code-quality.io shapes more of what AI says about Flake8 than any other source, at 75% of its citations.
snyk.io
The market map
AI Code and Content Assistants →