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BytesAgain β€Ί Skills β€Ί Humanize AI
πŸ¦€ ClawHub

Humanize AI

by @artur-zhdan

Humanize AI content by detecting and auto-fixing AI generated content. Humanize AI text using Python scripts. Scans for AI vocabulary, puffery, chatbot artifacts, and auto-replaces filler phrases. Use when you want to analyze text in AI detector and bypass it in future, batch-process files, run automated cleanup, or get a report before manual humanizing.

Versionv1.1.0
Downloads3,077
Stars⭐ 8
#clawhub
TERMINAL
clawhub install humanize-ai

πŸ“– About This Skill

name: humanize-ai description: Humanize AI content by detecting and auto-fixing AI generated content. Humanize AI text using Python scripts. Scans for AI vocabulary, puffery, chatbot artifacts, and auto-replaces filler phrases. Use when you want to analyze text in AI detector and bypass it in future, batch-process files, run automated cleanup, or get a report before manual humanizing. allowed-tools: - Read - Write - StrReplace - Shell - Glob

Humanize CLI

Command-line tools for detecting and auto-fixing AI writing patterns.

Scripts

analyze.py β€” Detect AI Patterns

Scans text and reports AI vocabulary, puffery, chatbot artifacts, and auto-replaceable phrases.

# Analyze a file
python scripts/analyze.py input.txt
Analyze from stdin

echo "This serves as a testament to our commitment" | python scripts/analyze.py
JSON output for programmatic use

python scripts/analyze.py input.txt --json

Output example: 

==================================================
AI PATTERN ANALYSIS - 5 issues found
==================================================
AI VOCABULARY:
  β€’ testament: 1x
  β€’ crucial: 2x
AUTO-REPLACEABLE:
  β€’ "serves as" β†’ "is": 1x
  β€’ "in order to" β†’ "to": 1x

humanize.py β€” Auto-Replace Patterns

Performs automatic replacements for common AI-isms.

# Humanize and print to stdout
python scripts/humanize.py input.txt
Write to output file

python scripts/humanize.py input.txt -o output.txt
Include em dash replacement

python scripts/humanize.py input.txt --fix-dashes
Quiet mode (no change log)

python scripts/humanize.py input.txt -q

What it fixes automatically:

  • Filler phrases: "in order to" β†’ "to", "due to the fact that" β†’ "because"
  • Copula avoidance: "serves as" β†’ "is", "boasts" β†’ "has"
  • Sentence starters: removes "Additionally,", "Furthermore,", "Moreover,"
  • Curly quotes β†’ straight quotes
  • Chatbot artifacts: removes "I hope this helps", "Let me know if", etc.

    • Workflow

    1. Analyze first to see what needs fixing: 

       python scripts/analyze.py document.txt

    2. Auto-fix safe replacements: 

       python scripts/humanize.py document.txt -o document_clean.txt

    3. Manual review for AI vocabulary and puffery flagged by analyze (these require human judgment)

    4. Re-analyze to confirm improvements: 

       python scripts/analyze.py document_clean.txt

    Customizing Patterns

    Edit scripts/patterns.json to add/remove:

  • ai_words β€” vocabulary that flags but doesn't auto-replace
  • puffery β€” promotional language to flag
  • replacements β€” phrase β†’ replacement mappings (empty string = delete)
  • chatbot_artifacts β€” phrases to auto-remove
  • hedging_phrases β€” excessive hedging to flag

    • Batch Processing

    Process multiple files:

    # Analyze all markdown files
for f in *.md; do
  echo "=== $f ===" 
  python scripts/analyze.py "$f"
done
    Humanize all txt files in place
    
for f in *.txt; do
  python scripts/humanize.py "$f" -o "$f.tmp" && mv "$f.tmp" "$f"
done