@waelabdo
Have you tested the different models available on Windy ? ECMWF, GFS, METEOBLUE.
Then you can compare observed temperature by official weather stations with models forecasts. Select Reported temperature and click one of them. (Better to use official weather station with wmo label). You get a comparison between reported and forecast temperature:

AD89BC14-33F6-4547-9AC6-E1D21BEDBE2E.jpeg

See more details with this FAQ link:
https://community.windy.com/topic/9425/how-to-use-the-observation-vs-forecast-feature

GFS and Meteoblue seems better for temperature at midday.

Use also this feature:
https://community.windy.com/topic/9427/how-to-use-the-compare-feature