| Name | patchai JSON |
| Version |
0.1.5
JSON |
| download |
| home_page | None |
| Summary | AI-powered structured file editor with diff visualization |
| upload_time | 2025-10-06 21:30:36 |
| maintainer | None |
| docs_url | None |
| author | None |
| requires_python | >=3.8 |
| license | MIT |
| keywords |
ai
config
diff
editor
json
llm
yaml
|
| VCS |
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| bugtrack_url |
|
| requirements |
No requirements were recorded.
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| coveralls test coverage |
No coveralls.
|
# PatchAI ✨
**AI-powered structured file editor with beautiful diff visualization**
PatchAI lets you edit JSON, YAML, and config files using natural language instructions. Perfect for fixing OCR errors, cleaning up data, or making bulk changes across structured documents.
## ✨ Features
- **Natural Language Editing** - Just describe what you want to change
- **Visual Diff** - See exactly what changed with beautiful unified or side-by-side diffs
- **Image-Aware** - Compare JSON/YAML with original document images to fix OCR errors
- **Undo/Reset** - Full history tracking with easy undo
- **Rich CLI** - Beautiful terminal interface with colors and panels
- **Simple API** - 3 lines of code to get started
## 🚀 Quick Start
### Installation
```bash
# Basic installation (no LLM provider)
pip install patchai
# With specific provider
pip install patchai[gemini] # Google Gemini
pip install patchai[openai] # OpenAI GPT
pip install patchai[anthropic] # Anthropic Claude
# With all providers
pip install patchai[all-providers]
# With Jupyter support
pip install patchai[jupyter,gemini]
```
### Basic Usage
**Python API:**
```python
from patchai import PatchAI
# Using Gemini (default)
editor = PatchAI("data.json", provider="gemini", api_key="your-key")
editor.edit("Fix all typos and remove extra newlines")
editor.save("fixed.json")
# Using OpenAI
editor = PatchAI("data.json", provider="openai", api_key="your-key", model="gpt-4o")
editor.edit("Fix all typos")
editor.save("fixed.json")
# Using Anthropic Claude
editor = PatchAI("data.json", provider="anthropic", api_key="your-key", model="claude-sonnet-4-20250514")
editor.edit("Fix all typos")
editor.save("fixed.json")
```
**Command Line:**
```bash
# Gemini (default)
export GEMINI_API_KEY="your-key"
patchai data.json -e "Fix all typos"
# OpenAI
export OPENAI_API_KEY="your-key"
patchai data.json --provider openai --model gpt-4o -e "Fix all typos"
# Anthropic
export ANTHROPIC_API_KEY="your-key"
patchai data.json --provider anthropic --model claude-sonnet-4-20250514 -e "Fix all typos"
```
## 📖 Examples
### Fix OCR Errors with Image Reference
```python
from patchai import PatchAI
# Load JSON with reference image
editor = PatchAI(
data="extracted.json",
image_path="original_document.jpg"
)
# AI compares JSON with image and fixes errors
editor.edit("Compare the JSON with the document image and correct any OCR errors")
# Show what changed
from patchai import print_diff
print_diff(editor.get_original(), editor.get_current())
# Save
editor.save("corrected.json")
```
### Edit YAML Config
```python
from patchai import PatchAI
editor = PatchAI("config.yaml", format="yaml")
editor.edit("Update database host to localhost and change port to 5432")
editor.save("config.yaml")
```
### Interactive Editing Session
```python
from patchai import PatchAI
editor = PatchAI("data.json")
# Make multiple edits
editor.edit("Remove all empty strings")
editor.edit("Add newlines after periods in the text field")
editor.edit("Fix capitalization in headers")
# Undo last change if needed
editor.undo()
# Check if anything changed
if editor.has_changes:
editor.save("cleaned.json")
```
### Batch Processing
```python
from patchai import PatchAI
from pathlib import Path
# Process multiple files
files = Path("data/").glob("*.json")
for file in files:
editor = PatchAI(file)
editor.edit("Standardize date format to YYYY-MM-DD")
editor.save(file)
print(f"✓ Processed {file}")
```
## 🎨 CLI Examples
### Interactive Mode
```bash
patchai data.json
```
You'll see:
```
┌─ PatchAI Interactive Mode ────────────────────────┐
│ │
│ Commands: │
│ • Type instruction to edit │
│ • 'undo' - undo last edit │
│ • 'reset' - reset to original │
│ • 'save' - save and exit │
│ • 'quit' - exit without saving │
│ • 'diff' - show current changes │
│ │
└────────────────────────────────────────────────────┘
Instruction: Fix all typos in the header
```
### Single Edit Mode
```bash
# Basic edit
patchai data.json -e "Clean up formatting"
# With image reference
patchai extracted.json \
--image document.jpg \
-e "Compare with image and fix OCR errors"
# YAML file
patchai config.yaml \
--format yaml \
-e "Update production database credentials"
# Save to new file
patchai data.json \
-e "Remove all null values" \
-o cleaned.json
# Side-by-side diff
patchai data.json \
-e "Fix all dates" \
--diff side-by-side
```
## 🔧 Advanced Usage
### Custom Model
```python
from patchai import PatchAI
editor = PatchAI(
"data.json",
model="gemini-2.0-flash", # or gemini-2.0-flash-thinking-exp
api_key="your-api-key" # or set GEMINI_API_KEY env var
)
```
### Programmatic Diff Analysis
```python
from patchai import PatchAI, print_diff, print_summary, generate_unified_diff
editor = PatchAI("data.json")
original = editor.get_original()
editor.edit("Your instruction here")
modified = editor.get_current()
# Print colored diff
print_diff(original, modified, style="unified")
# Print summary of changes
print_summary(original, modified)
# Get diff as string
diff_text = generate_unified_diff(original, modified)
```
### History Tracking
```python
editor = PatchAI("data.json")
# Make multiple edits
editor.edit("Fix typos")
editor.edit("Remove newlines")
editor.edit("Update dates")
# Access edit history
for i, edit in enumerate(editor.edit_history):
print(f"{i+1}. {edit['instruction']}")
# Undo multiple times
editor.undo() # undo "Update dates"
editor.undo() # undo "Remove newlines"
# Reset to original
editor.reset()
```
## 🎯 Use Cases
### 📄 Document Processing
- Fix OCR extraction errors by comparing JSON output with original document images
- Clean up formatting in extracted data
- Standardize field values across documents
### ⚙️ Configuration Management
- Update config files across multiple environments
- Fix formatting issues in YAML/JSON configs
- Bulk update values (URLs, API keys, ports)
### 🔧 Data Cleaning
- Remove null/empty values
- Standardize date formats
- Fix typos across structured data
- Normalize field values
### 📊 Data Transformation
- Restructure nested JSON
- Move values between fields
- Split/merge fields based on natural language instructions
## 🧪 Jupyter Notebook Support
```python
from patchai import PatchAI
editor = PatchAI("data.json", image_path="doc.jpg")
# Edit
editor.edit("Fix all OCR errors")
# Beautiful diff in notebook
from patchai import print_diff
print_diff(editor.get_original(), editor.get_current(), style="side-by-side")
```
## 💬 Interactive Jupyter Editor (Widget UI)
PatchAI also includes a fully interactive **Jupyter/Colab editor** — a beautiful, two-panel interface that lets you edit JSON or YAML files using natural language instructions, with live diffs and undo support.
```python
from patchai.jupyter import create_jupyter_editor
# Launch interactive editor
create_jupyter_editor("data.json", image_path="document.jpg")
```
## 🛡️ API Reference
### PatchAI
```python
PatchAI(
data: Union[Dict, str, Path],
format: str = "json",
image_path: Optional[Union[str, Path]] = None,
api_key: Optional[str] = None,
model: str = "gemini-2.0-flash-exp"
)
```
**Parameters:**
- `data`: Input data as dict, JSON/YAML string, or file path
- `format`: File format (`"json"` or `"yaml"`)
- `image_path`: Optional reference image for visual comparison
- `api_key`: Gemini API key (or set `GEMINI_API_KEY` env var)
- `model`: Gemini model to use
**Methods:**
- `edit(instruction: str, include_image: bool = True) -> Dict` - Apply edit instruction
- `undo() -> bool` - Undo last edit
- `reset()` - Reset to original data
- `save(path: Union[str, Path])` - Save to file
- `get_current() -> Dict` - Get current data
- `get_original() -> Dict` - Get original data
**Properties:**
- `has_changes: bool` - Check if data has been modified
- `history: List[Dict]` - Edit history
- `edit_history: List[Dict]` - Instruction history
## 🔐 Environment Variables
```bash
# Set your Gemini API key
export GEMINI_API_KEY="your-api-key-here"
```
Get your free API key at: [https://ai.google.dev](https://ai.google.dev)
## 📦 Project Structure
```
patchai/
├── src/patchai/
│ ├── __init__.py # Main exports
│ ├── editor.py # Core PatchAI class
│ ├── diff.py # Diff utilities
│ └── cli.py # Command-line interface
│ └── jupyter.py
├── tests/ # Unit tests
├── examples/ # Example scripts
├── pyproject.toml # Package configuration
└── README.md
```
## 🤝 Contributing
Contributions welcome! Ideas for improvement:
- [ ] Support for more formats (TOML, XML, CSV)
- [ ] Web UI for non-technical users
- [ ] Batch operation commands
- [ ] Custom validation rules
- [ ] PDF form field editing
- [ ] Excel/DOCX simple edits
## 📄 License
MIT License - see [LICENSE](LICENSE) file
## 🙏 Acknowledgments
Built with:
- [Google Gemini](https://ai.google.dev) - AI editing engine
- [Rich](https://github.com/Textualize/rich) - Beautiful terminal output
- [PyYAML](https://pyyaml.org) - YAML parsing
## 💡 Tips
1. **Be specific**: "Fix typos in the 'description' field" works better than "fix everything"
2. **Use image reference**: When fixing OCR errors, always include the original image
3. **Check diffs**: Always review changes before saving
4. **Start small**: Test on a copy before editing important files
## 📚 More Examples
Check out the [examples/](examples/) directory for:
- OCR error correction workflow
- Batch config file updates
- Data cleaning pipelines
- YAML configuration management
## 🔗 Links
- **Documentation**: [https://github.com/davidkjeremiah/patchai](https://github.com/davidkjeremiah/patchai)
- **Issues**: [https://github.com/davidkjeremiah/patchai/issues](https://github.com/davidkjeremiah/patchai/issues)
- **PyPI**: [https://pypi.org/project/patchai](https://pypi.org/project/patchai)
---
**Made with ❤️ by developers who hate manual data cleaning**
Raw data
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"description": "# PatchAI \u2728\n\n**AI-powered structured file editor with beautiful diff visualization**\n\nPatchAI lets you edit JSON, YAML, and config files using natural language instructions. Perfect for fixing OCR errors, cleaning up data, or making bulk changes across structured documents.\n\n## \u2728 Features\n\n- **Natural Language Editing** - Just describe what you want to change\n- **Visual Diff** - See exactly what changed with beautiful unified or side-by-side diffs\n- **Image-Aware** - Compare JSON/YAML with original document images to fix OCR errors\n- **Undo/Reset** - Full history tracking with easy undo\n- **Rich CLI** - Beautiful terminal interface with colors and panels\n- **Simple API** - 3 lines of code to get started\n\n## \ud83d\ude80 Quick Start\n\n### Installation\n\n```bash\n# Basic installation (no LLM provider)\npip install patchai\n\n# With specific provider\npip install patchai[gemini] # Google Gemini\npip install patchai[openai] # OpenAI GPT\npip install patchai[anthropic] # Anthropic Claude\n\n# With all providers\npip install patchai[all-providers]\n\n# With Jupyter support\npip install patchai[jupyter,gemini]\n```\n\n### Basic Usage\n\n**Python API:**\n```python\nfrom patchai import PatchAI\n\n# Using Gemini (default)\neditor = PatchAI(\"data.json\", provider=\"gemini\", api_key=\"your-key\")\neditor.edit(\"Fix all typos and remove extra newlines\")\neditor.save(\"fixed.json\")\n\n# Using OpenAI\neditor = PatchAI(\"data.json\", provider=\"openai\", api_key=\"your-key\", model=\"gpt-4o\")\neditor.edit(\"Fix all typos\")\neditor.save(\"fixed.json\")\n\n# Using Anthropic Claude\neditor = PatchAI(\"data.json\", provider=\"anthropic\", api_key=\"your-key\", model=\"claude-sonnet-4-20250514\")\neditor.edit(\"Fix all typos\")\neditor.save(\"fixed.json\")\n```\n\n**Command Line:**\n```bash\n# Gemini (default)\nexport GEMINI_API_KEY=\"your-key\"\npatchai data.json -e \"Fix all typos\"\n\n# OpenAI\nexport OPENAI_API_KEY=\"your-key\"\npatchai data.json --provider openai --model gpt-4o -e \"Fix all typos\"\n\n# Anthropic\nexport ANTHROPIC_API_KEY=\"your-key\"\npatchai data.json --provider anthropic --model claude-sonnet-4-20250514 -e \"Fix all typos\"\n```\n\n## \ud83d\udcd6 Examples\n\n### Fix OCR Errors with Image Reference\n\n```python\nfrom patchai import PatchAI\n\n# Load JSON with reference image\neditor = PatchAI(\n data=\"extracted.json\",\n image_path=\"original_document.jpg\"\n)\n\n# AI compares JSON with image and fixes errors\neditor.edit(\"Compare the JSON with the document image and correct any OCR errors\")\n\n# Show what changed\nfrom patchai import print_diff\nprint_diff(editor.get_original(), editor.get_current())\n\n# Save\neditor.save(\"corrected.json\")\n```\n\n### Edit YAML Config\n\n```python\nfrom patchai import PatchAI\n\neditor = PatchAI(\"config.yaml\", format=\"yaml\")\neditor.edit(\"Update database host to localhost and change port to 5432\")\neditor.save(\"config.yaml\")\n```\n\n### Interactive Editing Session\n\n```python\nfrom patchai import PatchAI\n\neditor = PatchAI(\"data.json\")\n\n# Make multiple edits\neditor.edit(\"Remove all empty strings\")\neditor.edit(\"Add newlines after periods in the text field\")\neditor.edit(\"Fix capitalization in headers\")\n\n# Undo last change if needed\neditor.undo()\n\n# Check if anything changed\nif editor.has_changes:\n editor.save(\"cleaned.json\")\n```\n\n### Batch Processing\n\n```python\nfrom patchai import PatchAI\nfrom pathlib import Path\n\n# Process multiple files\nfiles = Path(\"data/\").glob(\"*.json\")\n\nfor file in files:\n editor = PatchAI(file)\n editor.edit(\"Standardize date format to YYYY-MM-DD\")\n editor.save(file)\n print(f\"\u2713 Processed {file}\")\n```\n\n## \ud83c\udfa8 CLI Examples\n\n### Interactive Mode\n\n```bash\npatchai data.json\n```\n\nYou'll see:\n```\n\u250c\u2500 PatchAI Interactive Mode \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502 \u2502\n\u2502 Commands: \u2502\n\u2502 \u2022 Type instruction to edit \u2502\n\u2502 \u2022 'undo' - undo last edit \u2502\n\u2502 \u2022 'reset' - reset to original \u2502\n\u2502 \u2022 'save' - save and exit \u2502\n\u2502 \u2022 'quit' - exit without saving \u2502\n\u2502 \u2022 'diff' - show current changes \u2502\n\u2502 \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n\nInstruction: Fix all typos in the header\n```\n\n### Single Edit Mode\n\n```bash\n# Basic edit\npatchai data.json -e \"Clean up formatting\"\n\n# With image reference\npatchai extracted.json \\\n --image document.jpg \\\n -e \"Compare with image and fix OCR errors\"\n\n# YAML file\npatchai config.yaml \\\n --format yaml \\\n -e \"Update production database credentials\"\n\n# Save to new file\npatchai data.json \\\n -e \"Remove all null values\" \\\n -o cleaned.json\n\n# Side-by-side diff\npatchai data.json \\\n -e \"Fix all dates\" \\\n --diff side-by-side\n```\n\n## \ud83d\udd27 Advanced Usage\n\n### Custom Model\n\n```python\nfrom patchai import PatchAI\n\neditor = PatchAI(\n \"data.json\",\n model=\"gemini-2.0-flash\", # or gemini-2.0-flash-thinking-exp\n api_key=\"your-api-key\" # or set GEMINI_API_KEY env var\n)\n```\n\n### Programmatic Diff Analysis\n\n```python\nfrom patchai import PatchAI, print_diff, print_summary, generate_unified_diff\n\neditor = PatchAI(\"data.json\")\noriginal = editor.get_original()\n\neditor.edit(\"Your instruction here\")\nmodified = editor.get_current()\n\n# Print colored diff\nprint_diff(original, modified, style=\"unified\")\n\n# Print summary of changes\nprint_summary(original, modified)\n\n# Get diff as string\ndiff_text = generate_unified_diff(original, modified)\n```\n\n### History Tracking\n\n```python\neditor = PatchAI(\"data.json\")\n\n# Make multiple edits\neditor.edit(\"Fix typos\")\neditor.edit(\"Remove newlines\")\neditor.edit(\"Update dates\")\n\n# Access edit history\nfor i, edit in enumerate(editor.edit_history):\n print(f\"{i+1}. {edit['instruction']}\")\n\n# Undo multiple times\neditor.undo() # undo \"Update dates\"\neditor.undo() # undo \"Remove newlines\"\n\n# Reset to original\neditor.reset()\n```\n\n## \ud83c\udfaf Use Cases\n\n### \ud83d\udcc4 Document Processing\n- Fix OCR extraction errors by comparing JSON output with original document images\n- Clean up formatting in extracted data\n- Standardize field values across documents\n\n### \u2699\ufe0f Configuration Management \n- Update config files across multiple environments\n- Fix formatting issues in YAML/JSON configs\n- Bulk update values (URLs, API keys, ports)\n\n### \ud83d\udd27 Data Cleaning\n- Remove null/empty values\n- Standardize date formats\n- Fix typos across structured data\n- Normalize field values\n\n### \ud83d\udcca Data Transformation\n- Restructure nested JSON\n- Move values between fields\n- Split/merge fields based on natural language instructions\n\n## \ud83e\uddea Jupyter Notebook Support\n\n```python\nfrom patchai import PatchAI\n\neditor = PatchAI(\"data.json\", image_path=\"doc.jpg\")\n\n# Edit\neditor.edit(\"Fix all OCR errors\")\n\n# Beautiful diff in notebook\nfrom patchai import print_diff\nprint_diff(editor.get_original(), editor.get_current(), style=\"side-by-side\")\n```\n\n## \ud83d\udcac Interactive Jupyter Editor (Widget UI)\nPatchAI also includes a fully interactive **Jupyter/Colab editor** \u2014 a beautiful, two-panel interface that lets you edit JSON or YAML files using natural language instructions, with live diffs and undo support.\n\n```python\nfrom patchai.jupyter import create_jupyter_editor\n\n# Launch interactive editor\ncreate_jupyter_editor(\"data.json\", image_path=\"document.jpg\")\n```\n\n## \ud83d\udee1\ufe0f API Reference\n\n### PatchAI\n\n```python\nPatchAI(\n data: Union[Dict, str, Path],\n format: str = \"json\",\n image_path: Optional[Union[str, Path]] = None,\n api_key: Optional[str] = None,\n model: str = \"gemini-2.0-flash-exp\"\n)\n```\n\n**Parameters:**\n- `data`: Input data as dict, JSON/YAML string, or file path\n- `format`: File format (`\"json\"` or `\"yaml\"`)\n- `image_path`: Optional reference image for visual comparison\n- `api_key`: Gemini API key (or set `GEMINI_API_KEY` env var)\n- `model`: Gemini model to use\n\n**Methods:**\n- `edit(instruction: str, include_image: bool = True) -> Dict` - Apply edit instruction\n- `undo() -> bool` - Undo last edit\n- `reset()` - Reset to original data\n- `save(path: Union[str, Path])` - Save to file\n- `get_current() -> Dict` - Get current data\n- `get_original() -> Dict` - Get original data\n\n**Properties:**\n- `has_changes: bool` - Check if data has been modified\n- `history: List[Dict]` - Edit history\n- `edit_history: List[Dict]` - Instruction history\n\n## \ud83d\udd10 Environment Variables\n\n```bash\n# Set your Gemini API key\nexport GEMINI_API_KEY=\"your-api-key-here\"\n```\n\nGet your free API key at: [https://ai.google.dev](https://ai.google.dev)\n\n## \ud83d\udce6 Project Structure\n\n```\npatchai/\n\u251c\u2500\u2500 src/patchai/\n\u2502 \u251c\u2500\u2500 __init__.py # Main exports\n\u2502 \u251c\u2500\u2500 editor.py # Core PatchAI class\n\u2502 \u251c\u2500\u2500 diff.py # Diff utilities\n\u2502 \u2514\u2500\u2500 cli.py # Command-line interface\n\u2502 \u2514\u2500\u2500 jupyter.py \n\u251c\u2500\u2500 tests/ # Unit tests\n\u251c\u2500\u2500 examples/ # Example scripts\n\u251c\u2500\u2500 pyproject.toml # Package configuration\n\u2514\u2500\u2500 README.md\n```\n\n## \ud83e\udd1d Contributing\n\nContributions welcome! Ideas for improvement:\n\n- [ ] Support for more formats (TOML, XML, CSV)\n- [ ] Web UI for non-technical users\n- [ ] Batch operation commands\n- [ ] Custom validation rules\n- [ ] PDF form field editing\n- [ ] Excel/DOCX simple edits\n\n## \ud83d\udcc4 License\n\nMIT License - see [LICENSE](LICENSE) file\n\n## \ud83d\ude4f Acknowledgments\n\nBuilt with:\n- [Google Gemini](https://ai.google.dev) - AI editing engine\n- [Rich](https://github.com/Textualize/rich) - Beautiful terminal output\n- [PyYAML](https://pyyaml.org) - YAML parsing\n\n## \ud83d\udca1 Tips\n\n1. **Be specific**: \"Fix typos in the 'description' field\" works better than \"fix everything\"\n2. **Use image reference**: When fixing OCR errors, always include the original image\n3. **Check diffs**: Always review changes before saving\n4. **Start small**: Test on a copy before editing important files\n\n## \ud83d\udcda More Examples\n\nCheck out the [examples/](examples/) directory for:\n- OCR error correction workflow\n- Batch config file updates\n- Data cleaning pipelines\n- YAML configuration management\n\n## \ud83d\udd17 Links\n\n- **Documentation**: [https://github.com/davidkjeremiah/patchai](https://github.com/davidkjeremiah/patchai)\n- **Issues**: [https://github.com/davidkjeremiah/patchai/issues](https://github.com/davidkjeremiah/patchai/issues)\n- **PyPI**: [https://pypi.org/project/patchai](https://pypi.org/project/patchai)\n\n---\n\n**Made with \u2764\ufe0f by developers who hate manual data cleaning**",
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