complexipy
Blazingly fast cognitive complexity analysis for Python, written in Rust.
Installation • Quick Start • Features • Integrations • Learn More • Documentation • Changelog • Complexipy Teams
Scoring cognitive complexity of the Django codebase (2,929 files). Benchmarks
Installation
uv tool install complexipy
# or
uv add complexipy
# or
pip 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.
What is Cognitive Complexity?
Cognitive complexity measures how hard a function's control flow is to follow. Use it to keep code easy to review and change, whether a person or an AI agent wrote it.
These two functions have the same cyclomatic complexity, 4. Their cognitive complexity is different:
# Cognitive complexity: 3
def example1(a, b, c):
if a: # +1
return 1
if b: # +1
return 2
if c: # +1
return 3
return 4
# Cognitive complexity: 6
def example2(a, b, c):
if a: # +1
if b: # +2 (1 + nesting_level)
if c: # +3 (1 + nesting_level)
return 1
return 4
Nested code makes the reader hold more context, so each nesting level adds to the score. complexipy implements the Cognitive Complexity metric by G. Ann Campbell for Python. How scores are calculated
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")
print(f"File complexity: {result.complexity}")
for func in result.functions:
print(f"{func.name}: {func.complexity}")
Features
- Cognitive complexity scores that follow G. Ann Campbell's paper. How scores work
- Gate only what a change makes worse:
--diffand--stagedcompare each function with a git reference. Complexity diff - Snapshot baselines: record the current state of an existing codebase, then fail only on new or worse functions. Snapshots
- Refactor suggestions and
--fix: rules such as guard clauses and extract helper, and automatic fixes where they are safe. Refactoring rules - Output formats: JSON, CSV, SARIF for GitHub code scanning, and GitLab Code Quality. Output formats
- Language server: inlay hints, hover, and warnings in VS Code, Neovim, and Zed. Editor integration
- GitHub Action and pre-commit hook for CI. Integrations
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.
Integrations
🔧 GitHub Actions
- uses: rohaquinlop/complexipy-action@v9
with:
paths: .
max_complexity_allowed: 10
output_json: true
🪝 Pre-commit Hook
repos:
- repo: https://github.com/rohaquinlop/complexipy-pre-commit
rev: v9.0.0
hooks:
- id: complexipy
🧩 Editors
Every editor uses complexipy lsp, a language server with inlay hints, hover, and warnings that update as you type. Install complexipy first (uv tool install complexipy).
- VS Code: install the extension from the Visual Studio Marketplace or OpenVSX.
- Neovim and Zed: see Editor Integration.
Learn More
- Usage Guide - installation, the basic CLI workflow, and troubleshooting
- Adopting in an Existing Codebase - baseline, gate new code, then lower the threshold
- Configuration - configuration files and the cache
- Diff and Snapshots - complexity diff and snapshot baselines
- Ignores and Rule Selection - inline ignores and rule selection
- CLI Options - every CLI flag
- 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 9.0.0
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: 577.1 MB
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