Every administration effectively creates their own interpretation of what is permissible in this regard. The rules of engagement as it were that are set down by each administration vary widely. Nonetheless, it has effectively become a one-way ratchet.

I would push back against the idea that intelligence agency behavior changes administration to administration. Looking through history, it's the intelligence agencies which have superior continuity of leadership. Which suggests things about who's directing who.