All Toolsโ€บImage Metadata Auditor
๐Ÿ”ง AI Photo Authenticity DetectionJune 20, 2026โœ… Tests passing

Image Metadata Auditor

This Python library focuses on analyzing image metadata such as EXIF data to identify inconsistencies or anomalies that might indicate an image was generated or manipulated by AI tools. It allows developers to validate metadata integrity and detect possible tampering.

What It Does

  • Extracts EXIF metadata from image files.
  • Detects anomalies such as:
  • Use of AI or editing software.
  • Mismatched timestamps.
  • Missing critical metadata fields.

Installation

To install the required dependencies, run:

pip install Pillow exifread

Usage

Run the tool from the command line:

python image_metadata_auditor.py <image_path>

Example:

python image_metadata_auditor.py example.jpg

Source Code

import os
from typing import Dict
from PIL import Image
import exifread

def audit_metadata(image_path: str) -> Dict[str, any]:
    """
    Analyze the metadata of an image to detect anomalies or inconsistencies.

    Args:
        image_path (str): The file path to the image.

    Returns:
        Dict[str, any]: A dictionary containing metadata and any detected anomalies.
    """
    if not os.path.isfile(image_path):
        raise FileNotFoundError(f"File not found: {image_path}")

    metadata = {}
    anomalies = []

    try:
        # Extract EXIF data using exifread
        with open(image_path, 'rb') as img_file:
            exif_data = exifread.process_file(img_file, details=False)

        for tag, value in exif_data.items():
            metadata[tag] = str(value)

        # Analyze metadata for anomalies
        if 'Image Software' in metadata:
            software = metadata['Image Software'].lower()
            if 'ai' in software or 'generated' in software or 'photoshop' in software:
                anomalies.append(f"Potential AI or editing software detected: {software}")

        if 'EXIF DateTimeOriginal' in metadata and 'EXIF DateTimeDigitized' in metadata:
            if metadata['EXIF DateTimeOriginal'] != metadata['EXIF DateTimeDigitized']:
                anomalies.append("Mismatch between original and digitized timestamps.")

        # Check for suspiciously missing metadata
        required_fields = ['Image Make', 'Image Model', 'EXIF DateTimeOriginal']
        for field in required_fields:
            if field not in metadata:
                anomalies.append(f"Missing critical metadata field: {field}")

    except Exception as e:
        return {
            "metadata": {},
            "anomalies": [f"Error processing image: {str(e)}"]
        }

    return {
        "metadata": metadata,
        "anomalies": anomalies
    }

if __name__ == "__main__":
    import argparse

    parser = argparse.ArgumentParser(description="Image Metadata Auditor")
    parser.add_argument("image_path", type=str, help="Path to the image file to audit")

    args = parser.parse_args()

    try:
        result = audit_metadata(args.image_path)
        print("Metadata:")
        for key, value in result["metadata"].items():
            print(f"  {key}: {value}")

        if result["anomalies"]:
            print("\nAnomalies detected:")
            for anomaly in result["anomalies"]:
                print(f"  - {anomaly}")
        else:
            print("\nNo anomalies detected.")

    except FileNotFoundError as e:
        print(f"Error: {e}")
    except Exception as e:
        print(f"An unexpected error occurred: {e}")

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Details

Tool Name
image_metadata_auditor
Category
AI Photo Authenticity Detection
Generated
June 20, 2026
Tests
Passing โœ…
Fix Loops
5

Quick Install

Clone just this tool:

git clone --depth 1 --filter=blob:none --sparse \
  https://github.com/ptulin/autoaiforge.git
cd autoaiforge
git sparse-checkout set generated_tools/2026-06-20/image_metadata_auditor
cd generated_tools/2026-06-20/image_metadata_auditor
pip install -r requirements.txt 2>/dev/null || true
python image_metadata_auditor.py
Image Metadata Auditor โ€” AI Tools by AutoAIForge