SuperAPI AI Directory

clean-code

Coding & development

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Updated 10-16 08:41

About this skill

Clean Code (Python)

"Always leave the campground cleaner than you found it." — Robert Baden-Powell

"Always check a module in cleaner than when you checked it out." — Robert C. Martin, Clean Code

Rule Chapters

Load the chapter that matches the work. Rule IDs (N1, C5, G25, F3, T9...) are defined in these files:

Chapter When
references/full-catalog.md Reviewing any Python -- the complete rule index (master)
references/names.md Naming variables, functions, classes, modules
references/comments.md Writing or editing comments and docstrings
references/functions.md Creating or refactoring functions
references/general.md Code quality review -- DRY, intent, abstractions
references/tests.md Writing or reviewing tests

The Philosophy

You don't have to make every module perfect. You simply have to make it a little bit better than when you found it.

If we all followed this simple rule:

  • Our systems would gradually get better as they evolved
  • Teams would care for the system as a whole
  • The relentless deterioration of software would end

When Working on Code

Every time you touch code, look for at least one small improvement:

Quick Wins (Do These Immediately)

  • Rename a poorly named variable → references/names.md
  • Delete a redundant comment → references/comments.md
  • Remove dead code or unused imports
  • Replace a magic number with a named constant
  • Extract a deeply nested block into a well-named function

Deeper Improvements (When Time Allows)

The Rule in Practice

# You're asked to fix a bug in this function:
def proc(d, x, flag=False):
    # process data
    for i in d:
        if i > 0:
            if flag:
                x.append(i * 1.0825)  # tax
            else:
                x.append(i)
    return x

# Don't just fix the bug and leave.
# Leave it cleaner:
TAX_RATE = 0.0825

def process_positive_values(
    values: list[float],
    apply_tax: bool = False
) -> list[float]:
    """Filter positive values, optionally applying tax."""
    rate = 1 + TAX_RATE if apply_tax else 1
    return [v * rate for v in values if v > 0]

What changed:

  • ✅ Descriptive function name (N1)
  • ✅ Clear parameter names (N1)
  • ✅ Type hints (P3)
  • ✅ Named constant for magic number (G25)
  • ✅ No output argument mutation (F2)
  • ✅ Useful docstring (C4)

The Mindset

Don't:

  • Leave code worse than you found it
  • Say "that's not my code"
  • Wait for a dedicated refactoring sprint
  • Make massive changes unrelated to your task

Do:

  • Make one small improvement with every commit
  • Fix what you see, even if you didn't break it
  • Keep changes proportional to your task
  • Leave a trail of quality improvements

AI Behavior

When working on code:

  1. Complete the requested task first
  2. Identify at least one small cleanup opportunity
  3. Apply the appropriate rule chapter from the table above
  4. Note the improvement made (e.g., "Also cleaned up: renamed x to results for clarity")

When reviewing code:

  1. Load references/full-catalog.md for comprehensive rule checking
  2. Flag violations by rule number
  3. Suggest incremental improvements, not complete rewrites

The Boy Scout Promise

Every piece of code you touch gets a little better. Not perfect—just better.

Over time, better compounds into excellent.