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How to solve image captcha with Python

How to solve image captcha with Python

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Ethan Collins

Pattern Recognition Specialist

21-Sep-2023

Solving image captcha, image captcha, captcha image with Python, image captcha python solver

⚙️ Prerequisites

  • Python installed
  • Capsolver API key

🤖 Step 1: Install Necessary Packages

Execute the following commands to install the required packages:

pip install capsolver

👨‍💻 Python Code for solve image captcha

Here's a Python sample script to accomplish the task:

import capsolver
import base64
from io import BytesIO

# Change to your key
capsolver.api_key = "Your Key"
## The image in base64
def to_base64(image_location, is_url=True):
    try:
        if is_url:
            response = requests.get(image_location)
            if response.status_code == 200:
                image_bytes = BytesIO(response.content)
            else:
                return "Unable to fetch image. Status code: " + str(response.status_code)
        else:
            with open(image_location, 'rb') as image_file:
                image_bytes = BytesIO(image_file.read())

        base64_string = base64.b64encode(image_bytes.read()).decode('utf-8')
        return base64_string
    except Exception as e:
        return str(e)

def solve_imagecaptcha(module, base64Image):
    solution = capsolver.solve({
        "type": "ImageToTextTask",
        "module": module,
        "body": base64Image
    })
    return solution



def main():

    imageBase64 = "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"
    ## Variable with the base64 image directly
    print("Solving imageCaptcha with base64 image...")
    solution = solve_imagecaptcha(module="queueit", base64Image=imageBase64 )
    print("Solution: ", solution)

    ## Variable with the image URL and convert it to base64
    # imageUrl = "https://www.google.com/recaptcha/api2/demo"
    # imageUrlBase64 = to_base64(imageUrl, is_url=True)
    # print("Solving imageCaptcha with base64 image...")
    # solution = solve_imagecaptcha(module="queueit", base64Image=imageUrlBase64 )
    # print("Solution: ", solution)

    ## Variable with the image PATH and convert it to base64
    # imagePath = "image.jpg"
    # imagePathBase64 = to_base64(imageUrl, is_url=False)
    # print("Solving imageCaptcha with base64 image...")
    # solution = solve_imagecaptcha(module="queueit", base64Image=imagePathBase64 )
    # print("Solution: ", solution)

if __name__ == "__main__":
    main()

⚠️ Change these variables

👀 More information

Compliance Disclaimer: The information provided on this blog is for informational purposes only. CapSolver is committed to compliance with all applicable laws and regulations. The use of the CapSolver network for illegal, fraudulent, or abusive activities is strictly prohibited and will be investigated. Our captcha-solving solutions enhance user experience while ensuring 100% compliance in helping solve captcha difficulties during public data crawling. We encourage responsible use of our services. For more information, please visit our Terms of Service and Privacy Policy.

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