For the ESP32 devices you do not need a specific bootloader. The ESP32’s have their bootloader in ROM, and it cannot be overwritten. It starts when you push the Boot, and then the Reset button, or set the GPIO pins accordingly. For the C3, GPIO2 and GPIO8 must be high and GPIO9 must be low to enter download boot mode. esptool.py can as well switch the device into download boot mode.