Flake8 AI visibility score and rankings

Parse Score

58.4

100.0Excellent

How well you compete

51.0Great

How broadly AI mentions you

11.5Bad

How often AI cites you

Snapshot as of Mar 7, 2026. Sign up free to see the latest daily data.

Parse Score

58.4

100.0Excellent

How well you compete

51.0Great

How broadly AI mentions you

11.5Bad

How often AI cites you

Snapshot as of Mar 7, 2026. Sign up free to see the latest daily data.

Part of Pycqa — scores on this page reflect mentions of Flake8 only.

Brand performance

How Flake8's AI visibility has changed over time

Brands AI most often recommends alongside Flake8

Questions people ask AI where Flake8 appears in the last 30 days

Prompt	Prompt visibility
What is the best static analysis tool for a large Python codebase to enforce code quality and find potential bugs?	30.6
How can my team automate style checks and find potential bugs before a human even looks at the code?	14.5
I need a code quality/static analysis tool that integrates directly into GitHub PRs for a Python backend.	12.7

Domains AI cites when recommending Flake8 in the last 30 days