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complexipy

complexipy

Blazingly fast cognitive complexity analysis for Python, written in Rust.

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Installation • Quick Start • Features • Integrations • Learn More • Documentation • Changelog • Complexipy Teams

Bar chart of the wall time to score cognitive complexity of the Django codebase with complexipy, flake8-cognitive-complexity, and pylint-cognitive-complexity

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

complexipy scores each function in checkout.py, fails apply_discount at 14 against a limit of 10, and suggests extracting a helper function

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: --diff and --staged compare 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).

Learn More


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)

Source distribution for complexipy 9.0.0
File Size Uploaded Provenance Actions
complexipy-9.0.0.tar.gz 285.2 kB With provenance Details for complexipy-9.0.0.tar.gz

Built distributions (wheels)

Table of built distributions (wheels) for complexipy 9.0.0
File Actions
complexipy-9.0.0-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ x86-64 Details for complexipy-9.0.0-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl
complexipy-9.0.0-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl PyPy 3.11 PyPy 3.11 7.3 Linux musl 1.2+ ARM64 Details for complexipy-9.0.0-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl
complexipy-9.0.0-pp311-pypy311_pp73-manylinux_2_31_riscv64.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.31+ RISC-V 64 Details for complexipy-9.0.0-pp311-pypy311_pp73-manylinux_2_31_riscv64.whl
complexipy-9.0.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ x86-64 Details for complexipy-9.0.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
complexipy-9.0.0-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ IBM System/390x Details for complexipy-9.0.0-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl
complexipy-9.0.0-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ PowerPC 64-le Details for complexipy-9.0.0-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
complexipy-9.0.0-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ x86-32 Details for complexipy-9.0.0-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
complexipy-9.0.0-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ ARMv7l Details for complexipy-9.0.0-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
complexipy-9.0.0-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl PyPy 3.11 PyPy 3.11 7.3 Linux glibc 2.17+ ARM64 Details for complexipy-9.0.0-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
complexipy-9.0.0-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.15 CPython 3.15 free-threading Linux glibc 2.17+ x86-64 Details for complexipy-9.0.0-cp315-cp315t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
complexipy-9.0.0-cp315-cp315t-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.15 CPython 3.15 free-threading Linux glibc 2.17+ x86-32 Details for complexipy-9.0.0-cp315-cp315t-manylinux_2_17_i686.manylinux2014_i686.whl
complexipy-9.0.0-cp315-cp315-win_amd64.whl CPython 3.15 CPython 3.15 Windows x86-64 Details for complexipy-9.0.0-cp315-cp315-win_amd64.whl
complexipy-9.0.0-cp315-cp315-win32.whl CPython 3.15 CPython 3.15 Windows x86-32 Details for complexipy-9.0.0-cp315-cp315-win32.whl
complexipy-9.0.0-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.15 CPython 3.15 Linux glibc 2.17+ x86-64 Details for complexipy-9.0.0-cp315-cp315-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
complexipy-9.0.0-cp315-cp315-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.15 CPython 3.15 Linux glibc 2.17+ x86-32 Details for complexipy-9.0.0-cp315-cp315-manylinux_2_17_i686.manylinux2014_i686.whl
complexipy-9.0.0-cp315-cp315-macosx_11_0_arm64.whl CPython 3.15 CPython 3.15 macOS 11.0+ ARM64 Details for complexipy-9.0.0-cp315-cp315-macosx_11_0_arm64.whl
complexipy-9.0.0-cp315-cp315-macosx_10_12_x86_64.whl CPython 3.15 CPython 3.15 macOS 10.12+ x86-64 Details for complexipy-9.0.0-cp315-cp315-macosx_10_12_x86_64.whl
complexipy-9.0.0-cp314-cp314t-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 Details for complexipy-9.0.0-cp314-cp314t-musllinux_1_2_x86_64.whl
complexipy-9.0.0-cp314-cp314t-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ ARM64 Details for complexipy-9.0.0-cp314-cp314t-musllinux_1_2_aarch64.whl
complexipy-9.0.0-cp314-cp314t-manylinux_2_31_riscv64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.31+ RISC-V 64 Details for complexipy-9.0.0-cp314-cp314t-manylinux_2_31_riscv64.whl
complexipy-9.0.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-64 Details for complexipy-9.0.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
complexipy-9.0.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ IBM System/390x Details for complexipy-9.0.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl
complexipy-9.0.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ PowerPC 64-le Details for complexipy-9.0.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
complexipy-9.0.0-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-32 Details for complexipy-9.0.0-cp314-cp314t-manylinux_2_17_i686.manylinux2014_i686.whl
complexipy-9.0.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARMv7l Details for complexipy-9.0.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
complexipy-9.0.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ ARM64 Details for complexipy-9.0.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
complexipy-9.0.0-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details for complexipy-9.0.0-cp314-cp314-win_amd64.whl
complexipy-9.0.0-cp314-cp314-win32.whl CPython 3.14 CPython 3.14 Windows x86-32 Details for complexipy-9.0.0-cp314-cp314-win32.whl
complexipy-9.0.0-cp314-cp314-musllinux_1_2_x86_64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ x86-64 Details for complexipy-9.0.0-cp314-cp314-musllinux_1_2_x86_64.whl
complexipy-9.0.0-cp314-cp314-musllinux_1_2_aarch64.whl CPython 3.14 CPython 3.14 Linux musl 1.2+ ARM64 Details for complexipy-9.0.0-cp314-cp314-musllinux_1_2_aarch64.whl
complexipy-9.0.0-cp314-cp314-manylinux_2_31_riscv64.whl CPython 3.14 CPython 3.14 Linux glibc 2.31+ RISC-V 64 Details for complexipy-9.0.0-cp314-cp314-manylinux_2_31_riscv64.whl
complexipy-9.0.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-64 Details for complexipy-9.0.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
complexipy-9.0.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ IBM System/390x Details for complexipy-9.0.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl
complexipy-9.0.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ PowerPC 64-le Details for complexipy-9.0.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
complexipy-9.0.0-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ x86-32 Details for complexipy-9.0.0-cp314-cp314-manylinux_2_17_i686.manylinux2014_i686.whl
complexipy-9.0.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARMv7l Details for complexipy-9.0.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
complexipy-9.0.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.17+ ARM64 Details for complexipy-9.0.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
complexipy-9.0.0-cp314-cp314-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details for complexipy-9.0.0-cp314-cp314-macosx_11_0_arm64.whl
complexipy-9.0.0-cp314-cp314-macosx_10_12_x86_64.whl CPython 3.14 CPython 3.14 macOS 10.12+ x86-64 Details for complexipy-9.0.0-cp314-cp314-macosx_10_12_x86_64.whl
complexipy-9.0.0-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details for complexipy-9.0.0-cp313-cp313-win_amd64.whl
complexipy-9.0.0-cp313-cp313-win32.whl CPython 3.13 CPython 3.13 Windows x86-32 Details for complexipy-9.0.0-cp313-cp313-win32.whl
complexipy-9.0.0-cp313-cp313-musllinux_1_2_x86_64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ x86-64 Details for complexipy-9.0.0-cp313-cp313-musllinux_1_2_x86_64.whl
complexipy-9.0.0-cp313-cp313-musllinux_1_2_aarch64.whl CPython 3.13 CPython 3.13 Linux musl 1.2+ ARM64 Details for complexipy-9.0.0-cp313-cp313-musllinux_1_2_aarch64.whl
complexipy-9.0.0-cp313-cp313-manylinux_2_31_riscv64.whl CPython 3.13 CPython 3.13 Linux glibc 2.31+ RISC-V 64 Details for complexipy-9.0.0-cp313-cp313-manylinux_2_31_riscv64.whl
complexipy-9.0.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-64 Details for complexipy-9.0.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
complexipy-9.0.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ IBM System/390x Details for complexipy-9.0.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl
complexipy-9.0.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ PowerPC 64-le Details for complexipy-9.0.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
complexipy-9.0.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ x86-32 Details for complexipy-9.0.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl
complexipy-9.0.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARMv7l Details for complexipy-9.0.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
complexipy-9.0.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.17+ ARM64 Details for complexipy-9.0.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
complexipy-9.0.0-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details for complexipy-9.0.0-cp313-cp313-macosx_11_0_arm64.whl
complexipy-9.0.0-cp313-cp313-macosx_10_12_x86_64.whl CPython 3.13 CPython 3.13 macOS 10.12+ x86-64 Details for complexipy-9.0.0-cp313-cp313-macosx_10_12_x86_64.whl
complexipy-9.0.0-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details for complexipy-9.0.0-cp312-cp312-win_amd64.whl
complexipy-9.0.0-cp312-cp312-win32.whl CPython 3.12 CPython 3.12 Windows x86-32 Details for complexipy-9.0.0-cp312-cp312-win32.whl
complexipy-9.0.0-cp312-cp312-musllinux_1_2_x86_64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ x86-64 Details for complexipy-9.0.0-cp312-cp312-musllinux_1_2_x86_64.whl
complexipy-9.0.0-cp312-cp312-musllinux_1_2_aarch64.whl CPython 3.12 CPython 3.12 Linux musl 1.2+ ARM64 Details for complexipy-9.0.0-cp312-cp312-musllinux_1_2_aarch64.whl
complexipy-9.0.0-cp312-cp312-manylinux_2_31_riscv64.whl CPython 3.12 CPython 3.12 Linux glibc 2.31+ RISC-V 64 Details for complexipy-9.0.0-cp312-cp312-manylinux_2_31_riscv64.whl
complexipy-9.0.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-64 Details for complexipy-9.0.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
complexipy-9.0.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ IBM System/390x Details for complexipy-9.0.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl
complexipy-9.0.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ PowerPC 64-le Details for complexipy-9.0.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
complexipy-9.0.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ x86-32 Details for complexipy-9.0.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
complexipy-9.0.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARMv7l Details for complexipy-9.0.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
complexipy-9.0.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.17+ ARM64 Details for complexipy-9.0.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
complexipy-9.0.0-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details for complexipy-9.0.0-cp312-cp312-macosx_11_0_arm64.whl
complexipy-9.0.0-cp312-cp312-macosx_10_12_x86_64.whl CPython 3.12 CPython 3.12 macOS 10.12+ x86-64 Details for complexipy-9.0.0-cp312-cp312-macosx_10_12_x86_64.whl
complexipy-9.0.0-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details for complexipy-9.0.0-cp311-cp311-win_amd64.whl
complexipy-9.0.0-cp311-cp311-win32.whl CPython 3.11 CPython 3.11 Windows x86-32 Details for complexipy-9.0.0-cp311-cp311-win32.whl
complexipy-9.0.0-cp311-cp311-musllinux_1_2_x86_64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ x86-64 Details for complexipy-9.0.0-cp311-cp311-musllinux_1_2_x86_64.whl
complexipy-9.0.0-cp311-cp311-musllinux_1_2_aarch64.whl CPython 3.11 CPython 3.11 Linux musl 1.2+ ARM64 Details for complexipy-9.0.0-cp311-cp311-musllinux_1_2_aarch64.whl
complexipy-9.0.0-cp311-cp311-manylinux_2_31_riscv64.whl CPython 3.11 CPython 3.11 Linux glibc 2.31+ RISC-V 64 Details for complexipy-9.0.0-cp311-cp311-manylinux_2_31_riscv64.whl
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