If selecting a "monthly" recurrence, there's option to select for example every first Monday, but no option for "every first day of the month"

Rrule supports this, for example every 2nd and 15th day of month:
RRULE:FREQ=MONTHLY;BYMONTHDAY=2,15

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tormu created an issue.