We　present　an　efficient　scheme　to　quickly　generate　three-qubit　Greenberger-Horne-Zeilinger　(GHZ)　states　by　using　three　superconducting　qubits　(SQs)　separated　by　two　coplanar　waveguide　resonators　(CPWRs)　capacitively.　The　scheme　is　based　on　quantum　Zeno　dynamics　and　the　approach　of　transitionless　quantum　driving　to　construct　shortcuts　to　adiabatic　passage.　In　order　to　highlight　the　advantages,　we　compare　the　present　scheme　with　the　traditional　one　with　adiabatic　passage.　The　comparison　result　shows　the　shortcut　scheme　is　closely　related　to　the　adiabatic　scheme　but　is　better　than　it.　Moreover,　we　discuss　the　influence　of　various　decoherences　with　numerical　simulation.　The　result　proves　that　the　present　scheme　is　less　sensitive　to　the　energy　relaxation,　the　decay　of　CPWRs　and　the　deviations　of　the　experimental　parameters　the　same　as　the　adiabatic　passage.　However,　the　shortcut　scheme　is　effective　and　robust　against　the　dephasing　of　SQs　in　comparison　with　the　adiabatic　scheme.