Flake8 in AI answers

Data as of Sep 26, 2026 · Based on 4,029,442 AI responses across 13,338 prompts · See how Parse measures this

Flake8flake8.pycqa.org

Flake8 is a Python tool that enforces code style and quality by running multiple linters and checks on your code, including style rules and potential errors, with support for plugins. It is used from the command line to scan code paths and can selectively include or ignore specific violations. The project provides documentation, tutorials, plugin development guides, and release notes to help users install, configure, and extend Flake8.

Ownership

Part of

Pycqa

Flake8

Parse Score

#54 of 259 in AI Developer Productivity Tools

The market map · 5 of 100 labelled

AI Developer Productivity Tools →

Named in over time

4%3%2%1%0%

Aug 8Aug 22Sep 12Sep 26

What shifted for Flake8

Flake8 Gaining: MentionsFlake8's mention rate increased to 14.3% in AI Code Review Tools, from 7.1% the week before
Flake8 Slipping: RankingFlake8 now ranks #24 in AI Code and Content Assistants, down from #18

Latest insights

CompetitionCodeRabbit AI is the top alternative to Flake87 questionsView competitors
AI perceptionAI rates Flake8 worse than rivals on functionality4 answers

Follow changes to Flake8’s AI visibility

Follow this brand

Flake8flake8.pycqa.org

Ownership

Part of

Pycqa

Flake8

Parse Score

#54 of 259 in AI Developer Productivity Tools

The market map · 5 of 100 labelled

AI Developer Productivity Tools →

Explore

AI perception

AI rates Flake8 better than rivals on speed and worse on functionality

AttributeWorse than rivalsBetter than rivals

functionalityvs RuffAI rates Flake8 worse than a rival on functionality in 4 answers, and never better. Ruff is named most.
overall fitvs MypyAI rates Flake8 worse than a rival on overall fit in 3 answers, and never better. Mypy is named most.
speedsplitvs RuffAI is split on speed: it rates Flake8 worse than a rival in 1 answer and better in 2. Ruff is named most.

Worse than rivalsBetter than rivals

Often described as

fast · extremely fast · legacy · lightweight · standard

Competitors

CodeRabbit AI is the top alternative to Flake8

CodeRabbit AIPicked instead7 questions
Continue

Top cited sources

Questions

Named in
38%
50% · 1 engine
Excerpts where Flake8 appeared in the AI's answer
Google AI Mode Google AI Mode
Flake8: A reliable, fast wrapper for checking against PEP 8 style guides.
14%
15%
7%
8%

AI rates Flake8 better than rivals on speed and worse on functionality

AttributeWorse than rivalsBetter than rivals

functionalityvs RuffAI rates Flake8 worse than a rival on functionality in 4 answers, and never better. Ruff is named most.
overall fitvs MypyAI rates Flake8 worse than a rival on overall fit in 3 answers, and never better. Mypy is named most.
speedsplitvs RuffAI is split on speed: it rates Flake8 worse than a rival in 1 answer and better in 2. Ruff is named most.

Worse than rivalsBetter than rivals

Often described as

fast · extremely fast · legacy · lightweight · standard