JGraphT is a free Java class library that provides mathematical graph-theory objects and algorithms. JGraphT supports a rich gallery of graphs and is designed to be powerful, extensible, and easy to use.
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Why not in Maven repo? Only version 0.8.3 can be found there. Otherwise, great product.