With the rapid increment of network bandwidth, the overheads of protocol on host have become the bottleneck of system performance. A lot of work including optimization for protocol mechanism, implementation and architecture have been developed in the fields of protocol acceleration. After analyzing overhead and performance of the protocols, it is attempted to survey the developments of TCP (transfer control protocol) accelerating on mechanism, implementation and architecture. Finally, some future directions are discussed.