As a disclaimer, I do not believe I've ever seen a captcha when logging in to GitLab. But according to https://docs.gitlab.com/ee/integration/recaptcha.html, you use reCAPTCHA?
Are you aware of the privacy concerns surrounding reCAPTCHA? https://en.wikipedia.org/wiki/ReCAPTCHA#Criticism