I once heard it asserted that $91$ is the smallest composite number that is not obviously composite. The reasoning was that any composite number divisible by $2$, $3$, or $5$ is obviously composite, and the only composite numbers less than $91$ that are not divisible by $2$, $3$, or $5$ are $49$ and $77$, and it's obvious that those are obviously composite.
I'm going to go out on a limb and wildly guess that $577$ might be the largest prime number that is as obviously prime, or at least as quickly and easily seen to be prime as it is.
It's obviously not divisible by $2$, $3$, or $5$, and $7$ and $11$ are instantly rejected since subtraction of $77$ from this number leaves $500$, and $13$ is rejected since this number plus $13$ is $590$ so we've reduced it to thinking about the two-digit number $59$, and likewise subtracting $17$ from this number leaves $560$, and $56$ is not divisible by $17$, and subtracting $7$ leaves $570$ and $57$ is divisible by $19$, so we reject $19$. Finally, adding $23$ gives $600$, so we reject that, and there's no occasion to go higher than $23$ since $23+1 = 24=\lfloor\sqrt{577}\rfloor$.
So staring at it for ten seconds gives you the answer without writing anything or doing any divisions or looking at factorizations of nearby numbers that don't reduce instantly to two-digit problems. It's not unusual to reject a bunch of primes by doing this, but rejecting all of them by instantaneous reduction to one- or two-digit problems I don't recall seeing before.
Are there any bigger primes than $577$ where this is so quick and simple?
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We have that $677$ is obviously not divisible by $2, 3$, or $5$. Subtracting $77$ leaves $600$ which is not divisible by $7$ or $11$. Adding $13$ to it leaves $690$ which also reduces it to thinking about the two digit number $69$. Likewise subtracting $17$ from this number leaves $660$, and $66$ is not divisible by $17$, and subtracting $57$ leaves $620$ and $62$ is not divisible by $19$, so we reject $19$. Finally, adding $23$ gives $700$, so we reject that, and there's no occasion to go higher than $23$ since we have that $\lfloor\sqrt{677}\rfloor = 26$ so we need only check up to $23$.
As a bonus let's try $977$ which is prime. We have that $977$ is obviously not divisible by $2, 3$, or $5$. Subtracting $77$ leaves $900$ which is not divisible by $7$ or $11$, which also reduces it to thinking about the two digit number $90$ which is neither divisible by $7$ or $11$. Adding $13$ to it leaves $990$ which also reduces it to thinking about the two digit number $99$. Likewise subtracting $17$ from this number leaves $960$, and $96$ is not divisible by $17$, and subtracting $57$ leaves $920$ and $92$ is not divisible by $19$, so we reject $19$. Adding $23$ gives $1000$, so we reject that. Subtracting $87$ leaves $890$ and $89$ is not divisible by $29$, so we reject $29$. Finally, adding $93$ to $977$ gives us $1070$ and $107$ is not divisible by $31$ so we reject $31$ as well. Since we have that $\lfloor\sqrt{977}\rfloor = 31$, we need only check up to $31$ so we are done.