Prevent spam registrations on a membership page

Hi!

A lot of spam registrations are appearing with my client’s WordPress page. It is a membership page so registrations should be allowed though. The spam registrations seem to come from WordPress’ default registration form even though i made a redirect from it to a custom form with a reCAPTCHA. What could be done to prevent the spam registrations? Is it possible without a plugin?

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