Its good with all the feedback regarding scenarios and hosting of scenarios, as this is one are we need to improve
Currently as mapcreator you can set an info-popup (called scenario intro) for a scenario (under the scenario settings in the mapeditor) which will come on your turn1. So its not when joining a game but still something... Ill have a look at showing the scenario description when joining the game...