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.
Suivez les instructions du dépôt pour votre agent. Consultez les fichiers et dépendances avant l’installation.
SkillHub CLI
skillhub install artur-zhdan/humanize-aiExaminez la source et la compatibilité, puis suivez les étapes d’installation.
Donnez le lien à votre agent et demandez-lui d’examiner instructions et dépendances avant d’expliquer les étapes.
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
Ces informations proviennent de l’analyse indexée et peuvent être anciennes. Vérifiez les fichiers actuels.
# 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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