complexipy
Blazingly fast cognitive complexity analysis for Python, written in Rust.
Installation • Quick Start • Integrations • Learn More • Documentation • Changelog • Complexipy Teams
What is Cognitive Complexity?
Cognitive complexity measures how hard code is to understand by humans, not machines.
Unlike traditional metrics like cyclomatic complexity, cognitive complexity accounts for nesting depth and control flow patterns that affect human comprehension. Inspired by G. Ann Campbell's research at SonarSource, complexipy provides a fast, accurate implementation for Python.
Key benefits:
- Human-focused - Penalizes nesting, flow breaks, and human-unfriendly logic
- Actionable insights - Identifies genuinely hard-to-maintain code
- Different from cyclomatic - Measures readability while cyclomatic measures structural, testing, and branch density
Common Questions
How is complexity calculated? Learn about the scoring algorithm, what each control structure contributes, and how nesting affects the final score.
How does this compare to Ruff's PLR0912? Understand the key differences between cyclomatic complexity (Ruff) and cognitive complexity (complexipy), and why you might want to use both.
Is this a SonarSource/Sonar product? No. complexipy is an independent project inspired by G. Ann Campbell's research, but it's not affiliated with or endorsed by SonarSource.
Installation
pip install complexipy
# or
uv add complexipy
# or
uv tool install complexipy
The --diff, --diff-only, and --staged options require Git 2.30 or newer
on your PATH. Check your version with git --version. Git is not required
for analysis without these options.
Quick Start
Command Line
# Analyze the current directory
complexipy .
# Set a custom threshold
complexipy . --max-complexity-allowed 10
# Show failing functions with refactor suggestions
complexipy . --failed --suggest-refactors
# Save results to JSON
complexipy . --output-format json
# Block regressions against a git reference
complexipy . --diff main
# Exclude paths with glob patterns
complexipy . --exclude "tests/**"
Python API
from complexipy import file_complexity
# Analyze a file
result = file_complexity("app.py", check_script=True)
print(f"File complexity: {result.complexity}")
for func in result.functions:
print(f"{func.name}: {func.complexity}")
Integrations
🔧 GitHub Actions
- uses: rohaquinlop/complexipy-action@v8
with:
paths: .
max_complexity_allowed: 10
output_json: true
🪝 Pre-commit Hook
repos:
- repo: https://github.com/rohaquinlop/complexipy-pre-commit
rev: v8.1.0
hooks:
- id: complexipy
🔌 VS Code Extension
Install from the Visual Studio Marketplace or OpenVSX. It runs the complexipy language server, so install complexipy too (uv tool install complexipy). Inlay hints, hover, and warnings update as you type.
🧩 Editor Integration
Every editor uses complexipy lsp, a language server with inlay hints, hover, and warnings. See Editor Integration for the VS Code, Neovim, and Zed setup.
Learn More
- Usage Guide - every CLI flag, configuration files, snapshots, complexity diff, and inline ignores
- Editor Integration - the language server, inlay hints, and the VS Code, Neovim, and Zed setup
- API Reference - the complete Python API
- Understanding Scores - how the scoring algorithm works
- Comparison with Ruff - cognitive vs cyclomatic complexity
- Refactoring Rules - the rules behind
--suggest-refactors - Changelog - what changed in each release
Inspired by the Cognitive Complexity research by G. Ann Campbell
complexipy is an independent project and is not affiliated with or endorsed by SonarSource
Documentation • PyPI • GitHub
Built with ❤️ by @rohaquinlop and contributors
Metadata
Release files for complexipy 8.3.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
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|---|---|---|---|---|
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Built distributions (wheels)
Total release size: 550.0 MB
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