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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 artifact

Introduction

# 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 ```

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### 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.

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## 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 ```

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## Customizing Patterns

Edit `scripts/patterns.json` to add/remove: - `ai_words` — vocabulary that flags but doesn't auto-replace - `puffery` — promotional language to flag - `replacements` — phrase → replacement mappings (empty string = delete) - `chatbot_artifacts` — phrases to auto-remove - `hedging_phrases` — excessive hedging to flag

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## Batch Processing

Process multiple files:

```bash # 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 ```

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