Skills humanize-ai
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.
git clone https://github.com/openclaw/skills
T=$(mktemp -d) && git clone --depth=1 https://github.com/openclaw/skills "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/artur-zhdan/humanize-ai" ~/.claude/skills/openclaw-skills-humanize-ai && rm -rf "$T"
T=$(mktemp -d) && git clone --depth=1 https://github.com/openclaw/skills "$T" && mkdir -p ~/.openclaw/skills && cp -r "$T/skills/artur-zhdan/humanize-ai" ~/.openclaw/skills/openclaw-skills-humanize-ai && rm -rf "$T"
skills/artur-zhdan/humanize-ai/SKILL.mdHumanize CLI
Command-line tools for detecting and auto-fixing AI writing patterns.
Scripts
analyze.py — 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: • testament: 1x • crucial: 2x AUTO-REPLACEABLE: • "serves as" → "is": 1x • "in order to" → "to": 1x
humanize.py — 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" → "to", "due to the fact that" → "because"
- Copula avoidance: "serves as" → "is", "boasts" → "has"
- Sentence starters: removes "Additionally,", "Furthermore,", "Moreover,"
- Curly quotes → straight quotes
- Chatbot artifacts: removes "I hope this helps", "Let me know if", etc.
Workflow
-
Analyze first to see what needs fixing:
python scripts/analyze.py document.txt -
Auto-fix safe replacements:
python scripts/humanize.py document.txt -o document_clean.txt -
Manual review for AI vocabulary and puffery flagged by analyze (these require human judgment)
-
Re-analyze to confirm improvements:
python scripts/analyze.py document_clean.txt
Customizing Patterns
Edit
scripts/patterns.json to add/remove:
— vocabulary that flags but doesn't auto-replaceai_words
— promotional language to flagpuffery
— phrase → replacement mappings (empty string = delete)replacements
— phrases to auto-removechatbot_artifacts
— excessive hedging to flaghedging_phrases
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