Poisson geometry provides a mathematical foundation for classical mechanics through Poisson brackets, describing the algebra of functions on a symplectic manifold. It also serves as a semiclassical limit of quantum mechanics, linking classical and quantum descriptions by quantizing Poisson algebras into non-commutative algebras of operators.