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Does the invited person need to create a password?

Short answer: No. The invitation link signs them in directly. For later visits they can have a sign-in link emailed to them, or set a password whenever they want.

Signing in on later visits

From the login page, two routes, whichever they prefer:
Route The button
Get a login link by email Email me a login link
Choose a password once and for all Set my password
Either way an email goes to their address: they have nothing to ask you for.
The password belongs to the person, not to the account. You never see it and never have to supply it.

Going further

Does the invited person need to create a password? | DAGOBA