For automation where you have permission (e.g., testing your own site), these are the standard methods:

: By training a model on hCaptcha’s specific image sets (e.g., "click all the airplanes"), you can build an in-house solver. However, this is resource-intensive as hCaptcha frequently updates its image database.

: Recent research suggests that Large Language Models (LLMs) are becoming increasingly capable of solving visual puzzles by describing the images and selecting the correct coordinates. Ethical and Legal Considerations

# Pseudocode – requires site owner approval import requests captcha_id = send_to_2captcha(site_key, page_url) solution = wait_for_solution(captcha_id) # returns g-recaptcha-response token # Submit token with your form