Full-stack-skills ocrmypdf-api

OCRmyPDF Python API and plugin skill — use OCRmyPDF programmatically from Python, integrate with applications, and extend with plugins (EasyOCR, PaddleOCR, AppleOCR). Use when the user needs to call OCRmyPDF from Python code, build OCR pipelines, or use alternative OCR engines.

install

source · Clone the upstream repo

git clone https://github.com/partme-ai/full-stack-skills

Claude Code · Install into ~/.claude/skills/

T=$(mktemp -d) && git clone --depth=1 https://github.com/partme-ai/full-stack-skills "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/ocrmypdf-skills/ocrmypdf-api" ~/.claude/skills/partme-ai-full-stack-skills-ocrmypdf-api && rm -rf "$T"

manifest: skills/ocrmypdf-skills/ocrmypdf-api/SKILL.md

OCRmyPDF — Python API & Plugins Guide

Overview

OCRmyPDF provides a Python API for programmatic use and a plugin interface for extending or replacing OCR engines. This skill covers the Python API, integration patterns, and the plugin ecosystem.

For CLI usage, see the ocrmypdf skill. For batch scripting, see ocrmypdf-batch.

Python API

Basic usage

import ocrmypdf

# Basic OCR
exit_code = ocrmypdf.ocr('input.pdf', 'output.pdf')

# With options
exit_code = ocrmypdf.ocr(
    'input.pdf',
    'output.pdf',
    language='eng+fra',
    deskew=True,
    rotate_pages=True,
    skip_text=True,
    optimize=2,
    jobs=4,
)

Return codes

import ocrmypdf

result = ocrmypdf.ocr('input.pdf', 'output.pdf')

if result == ocrmypdf.ExitCode.ok:
    print("OCR completed successfully")
elif result == ocrmypdf.ExitCode.already_done_ocr:
    print("PDF already has OCR text")
elif result == ocrmypdf.ExitCode.input_file:
    print("Input file issue")
else:
    print(f"Error: {result}")

Common API parameters

Parameter	Type	Description
`language`	str	Tesseract language(s), e.g. `'eng+fra'`
`deskew`	bool	Straighten crooked pages
`rotate_pages`	bool	Auto-rotate pages
`skip_text`	bool	Skip pages that already have text
`force_ocr`	bool	Force OCR on all pages
`redo_ocr`	bool	Replace existing OCR
`optimize`	int	Optimization level (0-3)
`output_type`	str	`'pdfa'` , `'pdf'` , `'auto'` , `'none'`
`jobs`	int	Number of parallel workers
`sidecar`	str	Path for sidecar text file
`image_dpi`	int	DPI for image inputs
`clean`	bool	Clean pages with unpaper (OCR only)
`clean_final`	bool	Clean pages and use in output
`remove_background`	bool	Remove noisy backgrounds
`oversample`	int	Oversample DPI for low-res images
`pages`	str	Page range, e.g. `'1,3,5-10'`
`title`	str	Output PDF title
`author`	str	Output PDF author

Integration example: Flask web service

from flask import Flask, request, send_file
import ocrmypdf
import tempfile
import os

app = Flask(__name__)

@app.route('/ocr', methods=['POST'])
def ocr_endpoint():
    """OCR a PDF via HTTP POST."""
    if 'file' not in request.files:
        return {'error': 'No file uploaded'}, 400

    uploaded = request.files['file']
    with tempfile.NamedTemporaryFile(suffix='.pdf', delete=False) as inp:
        uploaded.save(inp.name)
        out_path = inp.name.replace('.pdf', '_ocr.pdf')

    try:
        result = ocrmypdf.ocr(
            inp.name, out_path,
            language='eng',
            skip_text=True,
            optimize=2,
        )
        if result == ocrmypdf.ExitCode.ok:
            return send_file(out_path, as_attachment=True,
                             download_name='ocr_output.pdf')
        return {'error': f'OCR failed: {result}'}, 500
    finally:
        os.unlink(inp.name)
        if os.path.exists(out_path):
            os.unlink(out_path)

if __name__ == '__main__':
    app.run(port=5000)

Streamlit web UI

OCRmyPDF provides an optional Streamlit-based web UI:

pip install ocrmypdf[webservice]
# See OCRmyPDF docs for launching the web service

Plugin Ecosystem

OCRmyPDF's plugin interface allows replacing the OCR engine. Available plugins:

OCRmyPDF-EasyOCR

Replaces Tesseract with EasyOCR (PyTorch-based). GPU strongly recommended.

pip install ocrmypdf-easyocr

# Usage
ocrmypdf --plugin ocrmypdf_easyocr -l en input.pdf output.pdf

OCRmyPDF-PaddleOCR

Replaces Tesseract with PaddleOCR. Powerful GPU-accelerated engine.

pip install ocrmypdf-paddleocr

# Usage
ocrmypdf --plugin ocrmypdf_paddleocr input.pdf output.pdf

OCRmyPDF-AppleOCR

Replaces Tesseract with Apple Vision Framework. macOS only.

pip install ocrmypdf-appleocr

# Usage
ocrmypdf --plugin ocrmypdf_appleocr input.pdf output.pdf

paperless-ngx Integration

paperless-ngx uses OCRmyPDF internally for searchable document management. See paperless-ngx docs for configuration.

Custom Plugins

Create a custom OCR plugin by implementing the OCRmyPDF plugin interface:

# my_ocr_plugin.py
from ocrmypdf import OcrEngine, hookimpl

class MyOcrEngine(OcrEngine):
    """Custom OCR engine implementation."""

    @staticmethod
    def version():
        return "1.0.0"

    @staticmethod
    def creator_tag(options):
        return "MyOCR"

    def recognize(self, input_file, output_file, output_text, options):
        # Implement OCR logic here
        pass

@hookimpl
def get_ocr_engine():
    return MyOcrEngine()

# Use custom plugin
ocrmypdf --plugin my_ocr_plugin input.pdf output.pdf

Quick Reference

Task	Code / Command
Python API basic	`ocrmypdf.ocr('in.pdf', 'out.pdf')`
With options	`ocrmypdf.ocr('in.pdf', 'out.pdf', language='eng', deskew=True)`
Check result	`if result == ocrmypdf.ExitCode.ok: ...`
EasyOCR plugin	`ocrmypdf --plugin ocrmypdf_easyocr in.pdf out.pdf`
PaddleOCR plugin	`ocrmypdf --plugin ocrmypdf_paddleocr in.pdf out.pdf`
AppleOCR plugin	`ocrmypdf --plugin ocrmypdf_appleocr in.pdf out.pdf`

Troubleshooting

Import error: Ensure
```
pip install ocrmypdf
```
in your Python environment.
Plugin not found: Check plugin is installed (
```
pip install ocrmypdf-easyocr
```
).
GPU not used (EasyOCR/PaddleOCR): Ensure CUDA/GPU drivers are installed.
Memory issues: Use
```
jobs=1
```
for large files; process in batches.