"The Kessler Run" is a competition in which participants would have to find the best way to reach and remove 123 debris in LEO orbit with a minimum cost. The starting point of the work was an already finished project that aimed to find one solution to the mentioned competition. Such solution involves the use of graphs method to develop the starting sequences of the solution. Those sequences are however uncompleted and require additional processing in order to get all the 123 debris. The goal of the work was to optimize this filling phase, already featured in the first finished project but needing improvements, in order to obtain better solutions.