Pretty easy to do this with a CD4093 quad NAND gate. One gate as the oscillator, two as the latch, an external 2N7000 small MOSFET to drive the LED, and one gate as an inverter to drive the transistor. One 14-pin chip, 1 transistor, 2 caps, 3 resistors (plus whatever is current-limiting the...