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Python code smell detector -- 82 refactoring patterns, 55 AST checks, zero dependencies

Project description

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smellcheck

Python Code Smell Detector & Refactoring Guide
82 refactoring patterns · 55 automated AST checks · zero dependencies

PyPI Python License

smellcheck is a Python code smell detector and refactoring catalog. It works as a pip-installable CLI, GitHub Action, pre-commit hook, or Agent Skills plugin for AI coding assistants.

No dependencies. Pure Python stdlib (ast, pathlib, json). Runs anywhere Python 3.10+ runs.

Installation

pip

pip install smellcheck

smellcheck src/
smellcheck myfile.py --format json
smellcheck src/ --min-severity warning --fail-on warning

GitHub Action

- uses: cheickmec/smellcheck@v1
  with:
    paths: 'src/'
    fail-on: 'error'       # exit 1 on error-level findings (default)
    min-severity: 'info'   # display all findings (default)
    format: 'github'       # GitHub annotations (default)

pre-commit

repos:
  - repo: https://github.com/cheickmec/smellcheck
    rev: v0.2.0
    hooks:
      - id: smellcheck
        args: ['--fail-on', 'warning']

Agent Skills (Claude Code, Codex CLI, Cursor, Copilot, Roo Code, Gemini CLI)

Any tool supporting the Agent Skills standard can install directly:

# Claude Code
/plugin marketplace add cheickmec/smellcheck
/plugin install python-refactoring@smellcheck

# OpenAI Codex CLI
$skill-installer install cheickmec/smellcheck

# Cursor
# Import from GitHub URL in skills settings

# Or install from a local clone
git clone https://github.com/cheickmec/smellcheck.git
# Point your tool to plugins/python-refactoring/skills/python-refactoring/

Manual setup for other tools

For tools without Agent Skills support (Aider, Windsurf, Continue.dev, Amazon Q), copy the relevant files into your project's instruction directory:

  • Copy SKILL.md content into your tool's instruction file (.cursorrules, CONVENTIONS.md, .windsurf/rules/, etc.)
  • Install with pip install smellcheck and run the smellcheck CLI

Usage

# Scan a directory
smellcheck src/

# Scan multiple files
smellcheck file1.py file2.py

# JSON output
smellcheck src/ --format json

# GitHub Actions annotations
smellcheck src/ --format github

# Filter by severity
smellcheck src/ --min-severity warning

# Control exit code
smellcheck src/ --fail-on warning   # exit 1 on warning or error
smellcheck src/ --fail-on info      # exit 1 on any finding

# Run only specific checks
smellcheck src/ --select 001,057,CC

# Skip specific checks
smellcheck src/ --ignore 003,006

# Module execution
python -m smellcheck src/

Configuration

smellcheck reads [tool.smellcheck] from the nearest pyproject.toml:

[tool.smellcheck]
select = ["001", "002", "057"]       # only run these checks (default: all)
ignore = ["003", "006"]              # skip these checks
per-file-ignores = {"tests/*" = ["002", "034"]}  # per-path overrides
fail-on = "warning"                  # override default fail-on
format = "text"                      # override default format

CLI flags override config values.

Inline Suppression

Add # noqa: SC057 to a line to suppress pattern #057 on that line:

def foo(x=[]):  # noqa: SC057
    return x

Use # noqa (no codes) to suppress all findings on that line. Multiple codes: # noqa: SC003,SC006

Features

  • 55 automated smell checks -- per-file AST analysis, cross-file dependency analysis, and OO metrics
  • 82 refactoring patterns -- numbered catalog with before/after examples, trade-offs, and severity levels
  • Zero dependencies -- stdlib-only, runs on any Python 3.10+ installation
  • Multiple output formats -- text (terminal), JSON (machine-readable), GitHub annotations (CI)
  • Configurable -- pyproject.toml config, inline suppression, CLI overrides
  • Four distribution channels -- pip, GitHub Action, pre-commit, Agent Skills

Detected Patterns

Per-File (40 checks)

# Pattern Severity
001 Setters (half-built objects) warning
002 Long functions (>20 lines) warning
003 Magic numbers info
004 Bare except / unused exception variable warning
006 Generic names (data, result, tmp) info
007 Extract class (too many methods) info
008 UPPER_CASE without Final info
009 Unprotected public attributes info
014 isinstance chains warning
016 Half-built objects (init assigns None) warning
017 Boolean flag parameters info
018 Singleton pattern warning
021 Dead code after return warning
024 Global mutable state warning
026 input() in business logic warning
028 Sequential IDs info
029 Functions returning None or list info
033 Excessive decorators (>3) info
034 Too many parameters (>5) warning
036 String concatenation for multiline info
039 Deep nesting (>4 levels) warning
040 Loop + append pattern info
041 CQS violation (query + modify) warning
042 Complex boolean expressions warning
051 Error codes instead of exceptions warning
054 Law of Demeter violation info
055 Boolean control flag in loop info
057 Mutable default arguments error
058 open() without context manager warning
061 Dataclass candidate info
062 Sequential tuple indexing info
063 contextlib candidate info
CC Cyclomatic complexity (>10) warning
064 Unused function parameters warning
065 Empty catch block warning
066 Long lambda (>60 chars) info
067 Complex comprehension (>2 generators) warning
068 Missing default else branch info
069 Lazy class (<2 methods) info
070 Temporary fields warning

Cross-File (10 checks)

# Pattern Description
013 Duplicate functions AST-normalized hashing across files
CYC Cyclic imports DFS cycle detection
GOD God modules >500 lines or >30 top-level definitions
FE Feature envy Function accesses external attributes more than own
SHO Shotgun surgery Function called from >5 different files
DIT Deep inheritance Inheritance depth >4
WHI Wide hierarchy >5 direct subclasses
INT Inappropriate intimacy >3 bidirectional class references between files
SPG Speculative generality Abstract class with no concrete subclasses
UDE Unstable dependency Stable module depends on unstable module

OO Metrics (5 checks)

# Metric Threshold
LCOM Lack of Cohesion of Methods >0.8
CBO Coupling Between Objects >8
FIO Excessive Fan-Out >15
RFC Response for a Class >20
MID Middle Man (delegation ratio) >50%

Refactoring Reference Files

Each pattern includes a description, before/after code examples, and trade-offs:

File Patterns
state.md Immutability, setters, attributes (001, 008, 009, 016, 017, 030)
functions.md Extraction, naming, parameters, CQS (002, 010, 020, 026, 027, 034, 037, 041, 050, 052, 064, 066)
types.md Classes, reification, polymorphism, nulls (007, 012, 014, 015, 019, 022, 023, 029, 038, 044, 048, 069, 070, DIT, WHI)
control.md Guards, pipelines, conditionals, phases (039-043, 046, 047, 049, 053, 055, 056, 067, 068)
architecture.md DI, singletons, exceptions, delegates (018, 024, 028, 035, 045, 051, 054, SHO, INT, SPG, UDE)
hygiene.md Constants, dead code, comments, style (003, 004, 011, 013, 021, 025, 031-033, 036, 065)
idioms.md Context managers, generators, unpacking (057-063)
metrics.md OO metrics: cohesion, coupling, fan-out, response, delegation (LCOM, CBO, FIO, RFC, MID)

Compatibility

Tool Install Method Status
pip pip install smellcheck Native support
GitHub Actions uses: cheickmec/smellcheck@v1 Native support
pre-commit .pre-commit-config.yaml Native support
Claude Code /plugin install Native support
OpenAI Codex CLI $skill-installer Native support
Cursor GitHub import / .cursor/skills/ Native support
GitHub Copilot MCP gallery Native support
Roo Code .roo/ directory Native support
Gemini CLI Agent Skills Native support
Windsurf Copy to .windsurf/rules/ Manual
Aider --read CONVENTIONS.md Manual
Continue.dev .continue/rules/ Manual
Amazon Q .amazonq/rules/ Manual

How It Compares

Feature smellcheck PyExamine SMART-Dal Pyscent
Automated detections 55 49 31 11
Refactoring guidance 82 patterns None None None
Dependencies 0 (stdlib) pylint, radon DesigniteJava pylint, radon, cohesion
Python-specific idioms Yes No No No
Cross-file analysis Yes Limited Yes No
OO metrics 6 19 0 1
Distribution channels 4 (pip, GHA, pre-commit, Agent Skills) 1 1 1

Contributing

Contributions welcome. The core detector is src/smellcheck/detector.py -- add new checks by extending the SmellDetector AST visitor class and adding a cross-file analysis function if needed.

# Development setup
git clone https://github.com/cheickmec/smellcheck.git
cd smellcheck
pip install -e .
pip install pytest

# Run tests
pytest tests/ -v

# Self-check
smellcheck src/smellcheck/

License

MIT

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