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Get Started Free →Evaluate code quality across 8+ languages using language-agnostic principles and language-specific best practices.
.claude/skills/williamzujkowski-polyglot-coding-standards-analyzer/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | 46% | 0% |
| case-01 | ✗→✓ | ▲ Improved | 90% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 36% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 203% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 1274% | 0% |
Trigger conditions:
Not for:
Time normalization:
NOW_ET using NIST/time.gov semantics (America/New_York, ISO-8601)NOW_ET for all citation access datesInput validation:
code_path must exist and be readablelanguage must be one of: go, javascript, kotlin, python, rust, shell, swift, typescript, or null (auto-detect)ruleset must be: "universal", "language-specific", or "both"severity_threshold must be: "error", "warning", or "info"Source freshness:
Fast path for common cases:
100 - (errors×10 + warnings×3 + info×1)Decision: If ruleset == "universal" → STOP at T1; otherwise proceed to T2.
Extended validation with style guides:
resources/language-rules.json)critical=15, error=10, warning=3, info=1Reserved for:
Language Detection Confidence:
language parameterAbort Conditions:
code_path not readable → error "File/directory not accessible"Severity Filtering:
severity_threshold in final reportAmbiguity Handling:
Schema (JSON):
json{ "code_path": "string", "language": "string", "score": "integer (0-100)", "issues": [ { "file": "string", "line": "integer", "column": "integer (optional)", "severity": "error | warning | info", "rule": "string (e.g., 'PEP8-E501')", "message": "string", "fix": "string (optional, diff or instruction)" } ], "metrics": { "total_lines": "integer", "error_count": "integer", "warning_count": "integer", "info_count": "integer" }, "timestamp": "ISO-8601 string (NOW_ET)" }
Required Fields:
code_path, language, score, issues, metrics, timestampFix Suggestions (Markdown):
Example 1: Python PEP 8 Analysis
INPUT: {code_path: "src/calc.py", language: "python", ruleset: "both"}
T1 (Universal):
- ✗ Function exceeds 50 lines (42-105)
- ✗ Magic number: 86400 (line 57)
- ✗ Missing docstrings: 4 functions
T2 (PEP 8):
- ✗ E501: Line too long (12 instances)
- ✗ N806: Variable 'X' should be lowercase
OUTPUT:
{
"score": 68,
"issues": [{
"line": 57,
"rule": "UNIVERSAL-MAGIC",
"message": "Magic number 86400",
"fix": "SECONDS_PER_DAY = 86400"
}],
"metrics": {"warnings": 17}
}Token Budgets:
Safety:
Auditability:
Performance:
Language-Specific Rule Mappings:
/resources/language-rules.json - Complete rule ID to description mappingsOfficial Style Guides (accessed 2025-10-25T21:30:36-04:00):
Community Standards:
Tool Integration Guides:
resources/tool-configs/| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-04 | fail→pass | 13,859 | 8,685 | -37% | 1 | 1 | 0% | 2,505 | 3,669 | +46% | 0 | 0 | — |
case-01 | fail→pass | 9,441 | 7,614 | -19% | 1 | 1 | 0% | 2,149 | 4,077 | +90% | 0 | 0 | — |
case-02 | fail→pass | 14,175 | 7,579 | -47% | 1 | 1 | 0% | 3,261 | 4,419 | +36% | 0 | 0 | — |
case-03 | fail→pass | 6,252 | 9,166 | +47% | 1 | 1 | 0% | 1,407 | 4,268 | +203% | 0 | 0 | — |
case-05 | pass→pass | 6,494 | 6,461 | -1% | 1 | 1 | 0% | 810 | 2,972 | +267% | 0 | 0 | — |
case-06 | fail→pass | 1,597 | 8,545 | +435% | 1 | 1 | 0% | 276 | 3,791 | +1274% | 0 | 0 | — |
case-07 | fail→pass | 14,560 | 8,552 | -41% | 1 | 1 | 0% | 1,947 | 4,087 | +110% | 0 | 0 | — |
case-08 | fail→pass | 2,882 | 4,542 | +58% | 1 | 1 | 0% | 397 | 2,974 | +649% | 0 | 0 | — |
case-09 | pass→pass | 4,077 | 4,738 | +16% | 1 | 1 | 0% | 610 | 3,276 | +437% | 0 | 0 | — |
case-10 | fail→pass | 8,916 | 2,698 | -70% | 1 | 1 | 0% | 1,476 | 2,760 | +87% | 0 | 0 | — |
case-11 | fail→pass | 5,638 | 8,529 | +51% | 1 | 1 | 0% | 886 | 3,931 | +344% | 0 | 0 | — |
case-12 | pass→pass | 6,984 | 6,775 | -3% | 1 | 1 | 0% | 1,221 | 3,556 | +191% | 0 | 0 | — |
case-13 | pass→pass | 14,314 | 7,148 | -50% | 1 | 1 | 0% | 2,634 | 3,838 | +46% | 0 | 0 | — |
case-14 | pass→pass | 8,155 | 6,254 | -23% | 1 | 1 | 0% | 1,545 | 3,533 | +129% | 0 | 0 | — |
case-15 | fail→pass | 9,865 | 3,836 | -61% | 1 | 1 | 0% | 1,753 | 3,034 | +73% | 0 | 0 | — |
case-16 | pass→pass | 6,629 | 5,022 | -24% | 1 | 1 | 0% | 1,341 | 3,430 | +156% | 0 | 0 | — |
case-17 | fail→pass | 11,402 | 8,125 | -29% | 1 | 1 | 0% | 2,018 | 3,846 | +91% | 0 | 0 | — |
case-18 | fail→pass | 13,584 | 12,992 | -4% | 1 | 1 | 0% | 2,618 | 4,913 | +88% | 0 | 0 | — |
case-19 | fail→fail | 12,192 | 10,044 | -18% | 1 | 1 | 0% | 2,150 | 4,349 | +102% | 0 | 0 | — |
case-20 | fail→pass | 2,513 | 6,039 | +140% | 1 | 1 | 0% | 397 | 3,390 | +754% | 0 | 0 | — |
case-21 | pass→pass | 6,819 | 5,649 | -17% | 1 | 1 | 0% | 1,372 | 3,305 | +141% | 0 | 0 | — |
case-22 | fail→pass | 6,940 | 6,712 | -3% | 1 | 1 | 0% | 1,395 | 3,644 | +161% | 0 | 0 | — |
case-23 | pass→pass | 13,005 | 6,298 | -52% | 1 | 1 | 0% | 2,479 | 3,687 | +49% | 0 | 0 | — |
case-24 | pass→pass | 7,427 | 6,077 | -18% | 1 | 1 | 0% | 1,589 | 3,641 | +129% | 0 | 0 | — |
case-25 | pass→pass | 12,453 | 3,626 | -71% | 1 | 1 | 0% | 2,662 | 3,015 | +13% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 25 cases were attempted. The headline lift of +56 percentage points is the difference between those two pass rates over the 25 comparable cases.
Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.
Other measured skills in the registry, with their headline benchmark lift.