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Get Started Free →Measures cyclomatic complexity, cognitive complexity, and function length across codebases to identify maintenance hotspots. Use when someone asks about code complexity, function length analysis, maintainability metrics, or needs to find the most complex parts of their codebase. Trigger words: complexity, cyclomatic, cognitive complexity, long functions, hotspots, maintainability index, code metrics.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-13 | ✗→✓ | ▲ Improved | 33% | 0% |
| case-14 | ✗→✓ | ▲ Improved | -18% | 0% |
| case-15 | ✗→✓ | ▲ Improved | 28% | 0% |
| case-03 | ✓→✓ | = Same ✓ | 106% | 0% |
| case-04 | ✓→✓ | = Same ✓ | 152% | 0% |
This skill analyzes source code to measure cyclomatic complexity, cognitive complexity, and function length. It identifies the most complex functions and files in a codebase, helping teams focus refactoring efforts on the code that's hardest to maintain and most likely to harbor bugs.
Detect the primary language from file extensions and package files. Filter to source code only (exclude node_modules, vendor, dist, build, __pycache__, .git).
For each function/method, count:
if, elif/else if → +1 eachfor, while, do-while → +1 eachcase in switch (each case) → +1 eachcatch → +1&&, || in conditions → +1 each?: → +1More nuanced than cyclomatic — penalizes nesting:
Rank files by:
Present findings in three tiers:
User prompt:
Scan src/ for the most complex functionsAgent output:
Complexity Report — src/ (89 files scanned)
🔴 CRITICAL (complexity > 25)
src/billing/calculator.ts
calculateInvoiceTotal() Cyclomatic: 34 Cognitive: 48 Lines: 180
applyDiscountRules() Cyclomatic: 26 Cognitive: 31 Lines: 95
src/api/middleware/auth.ts
validateAndRefreshToken() Cyclomatic: 28 Cognitive: 35 Lines: 120
🟡 WARNING (complexity 15-25)
src/workers/sync.ts
reconcileRecords() Cyclomatic: 19 Cognitive: 24 Lines: 88
src/utils/validators.ts
validateAddress() Cyclomatic: 16 Cognitive: 18 Lines: 65
Summary:
Files scanned: 89 | Functions analyzed: 412
Average complexity: 6.8 | Median: 4
Functions above threshold: 14 (3.4%)
Recommended target: reduce critical functions below 15User prompt:
What are the complexity hotspots in our Django app?Agent output:
Complexity Hotspots — myapp/ (67 files)
Top 10 by Cyclomatic Complexity:
Rank Function CC Lines File
1 process_order() 38 340 views/checkout.py
2 generate_report() 27 210 reports/builder.py
3 sync_inventory() 24 180 tasks/inventory.py
4 parse_import_file() 22 150 importers/csv.py
5 calculate_shipping() 19 95 shipping/rates.py
Nesting depth violations (>4 levels):
views/checkout.py:142 — 6 levels deep in process_order()
reports/builder.py:89 — 5 levels deep in generate_report()
Recommended refactoring order: process_order() first (highest complexity,
most changed file per git history, 340 lines is 3x recommended max).Other measured skills in the registry, with their headline benchmark lift.