In order to improve the eavesdropping detection efficiency in a two-step quantum direct communication protocol, an improved eavesdropping detection strategy using the four-particle cluster state is proposed, in which the four-particle cluster state is used to detect eavesdroppers. During the security analysis, the method of the entropy theory is introduced, and two detection strategies are compared quantitatively using the constraint between the information that the eavesdropper can obtain and the interference that has been introduced. If the eavesdroppers intend to obtain all information, the eavesdropping detection rate of the original two-step quantum direct communication protocol using EPR pair block as detection particles will be 50%; while the proposed strategy's detection rate will be 75%. In the end, the security of the proposed protocol is discussed. The analysis results show that the eavesdropping detection strategy presented is more secure. The goal of researching cryptography is to ensure that the secret message is only available to the two authorized parties of the communication and that the transmission will be altered. So far, it is trusted that the only proven secure cryptosystem is the one-time-pad scheme in which the secret key is as long as the message. The two parties staying far apart who want to transmit their secret message must distribute the secret key first. However it is difficult to distribute the secret key securely through a classical channel. The quantum key distribution (QKD), whose task is to create a secret key between two remote authorized users, is one of the most remarkable applications of quantum mechanics and the only proven protocol for secure key distribution. Since Bennett and Brassard presented the pioneer QKD protocol (BB84 protocol) [1] in 1984, a lot of quantum information security processing methods have been advanced, such as quantum teleportation [2][3][4][5][6][7], quantum dense coding [8][9][10], quantum secret sharing [11,12] and so on.In recent years, a novel concept, quantum secure direct communication (QSDC) [13,14] was put forward and studied by some groups. Different from the key distribution whose object is to establish a common random key between two parties, the secure direct communication is to transmit important message directly without establishing a random key to encrypt them first. Thus, the secure direct communication is more demanding on the security. As a secure direct communication, it must satisfy two requirements. First, the secure message should be read out directly by the legitimate user Bob when he receives the quantum states and no additional classical information is needed after the transmission of particles. Second, the secret message which has been encoded already in the quantum states should not leak even though an eavesdropper may get hold of the channel. That is to say, the eavesdropper cannot only be detected but also obtains blind results. As classical message can be copied fully, it is impossible to transmit secret message direct...