Flowers and trees can effectively improve the climate because

Specific heat capacity: actually, it's very simple.

Through transpiration, plants slowly release water from their leaves into the atmosphere, making the air humidity higher.

Water has the largest specific heat capacity and can effectively store heat, thus narrowing the temperature difference.

So where there are many flowers and trees, the humidity is high and the temperature difference is small.