bambu-studio-ai
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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.
Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.
SkillHub CLI
skillhub install artur-zhdan/humanize-aiInspect the source and compatibility requirements, then follow its installation steps.
Give your agent the source link and ask it to inspect instructions and dependencies before explaining the installation steps.
Command-line tools for detecting and auto-fixing AI writing 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
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:
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
These signals come from indexed source analysis and may lag behind changes. Check the current source files.
# Humanize 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. ```bash # 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. ```bash # 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 1. **Analyze first** to see what needs fixing: ```bash python scripts/analyze.py document.txt ``` 2. **Auto-fix** safe replacements: ```bash 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: ```bash python scripts/analyze.py document_clean.txt ``` --- ## Customizin...
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