You're referring to beta blockers, which can reduce the stress response in your sympathetic nervous system.
> Literally the medicine is well known for making you perfectly calm.
> You know that magic pill that can get rid of your approach anxiety? I hear, this is it,
They're not magic. They won't make you perfectly calm and they won't magically rid you of different types of anxiety. Beta blockers are used in mild cases to help tip the scales toward calm, but they won't cure major anxiety or make you superhumanly calm.
Like any medication, it's best used as a combination treatment approach with therapy and other interventions. As always, refer to a doctor for a proper treatment plan, never try to self medicate with prescription medications.