humanize
Humanize — Prose Quality Assessment
Overview
Detects signs of AI-generated writing in prose content. Based on Wikipedia's "Signs of AI writing" guide maintained by WikiProject AI Cleanup. Covers 24 patterns across 5 categories: content, language/grammar, style, communication, and filler/hedging.
Triggers
Use when:
- Reviewing documentation, README files, or user-facing copy
- Checking comments and docstrings for AI tells
- User says "humanize", "check prose", "AI writing patterns", "de-slop"
Do NOT use when:
- Reviewing code logic or architecture (use
axiom:critique) - Checking error handling (use
axiom:harden) - Running full quality audit (use
axiom:audit, which includes humanize)
Process
More from lvlup-sw/axiom
verify
Validate test quality by finding test-production divergence, mock overuse, and schema drift. Use when evaluating test suite health or after discovering a bug that tests missed. Triggers: 'check tests', 'test quality', 'verify contracts', or /axiom:verify. Do NOT use for architecture review — use axiom:critique instead.
1scan
Run deterministic pattern checks against backend code. Use when you need mechanical detection of known anti-patterns, code smells, or structural issues. Triggers: 'scan code', 'check patterns', 'run checks', or /axiom:scan. Do NOT use for qualitative architecture review — use axiom:critique instead.
1distill
Strip backend code to its essence by identifying dead code, vestigial patterns, and unnecessary complexity. Use when cleaning up after refactoring or reducing cognitive load. Triggers: 'simplify code', 'find dead code', 'clean up', or /axiom:distill. Do NOT use for error handling — use axiom:harden instead.
1harden
Strengthen backend resilience by finding silent catches, missing error context, resource leaks, and operational fragility. Use when hardening error handling or preparing for production deployment. Triggers: 'harden code', 'check error handling', 'resilience review', or /axiom:harden. Do NOT use for dead code — use axiom:distill instead.
1critique
Review backend architecture for SOLID violations, coupling issues, and dependency direction problems. Use when evaluating structural design decisions or preparing for refactoring. Triggers: 'review architecture', 'check SOLID', 'critique code', or /axiom:critique. Do NOT use for error handling — use axiom:harden instead.
1audit
Run a comprehensive backend quality audit across all eight dimensions. Orchestrates scan, critique, harden, distill, verify, and humanize skills, deduplicates findings, and produces a unified report with verdict. Use when assessing overall codebase health. Triggers: 'audit backend', 'full quality check', 'run audit', or /axiom:audit. Do NOT use for targeted checks — use individual skills instead.
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