Secure multi-party computation is known as one of the branches of cryptography science. These computations are used to secure data processing between multiple parties. Many applications, such as the implementation of special-purpose protocols can be implemented with secure multiparty computation. Among the special-purpose applications can be referred to the secure auction, secure voting, and so on. In the literature, there is two approaches for implementing the mentioned applications and secure protocols including special-purpose and general-purpose. In special-purpose approach, a secure multi-party computation structure is provided to design and implement a special function. On the contrary, in a general-purpose approach, a structure is provided so that, various functions of secure multi-party computation can be implemented using the approach. In this thesis, the focus is on general-purpose secure multi-party computation. One of the solutions to implement the applications of secure multi-party computation is to use the implemented frameworks of general-purpose secure multi-party computation. These frameworks actually provide an infrastructure for designing and developing secure protocols. Until now, various designs of general-purpose secure multi-party computation frameworks have been implemented. The most prominent of these frameworks are: FairplayMP, SHAREMIND, SEPIA, VIFF and SPDZ. Each of these frameworks, in both the structure and the development environment, has different characteristics and functionality, so different choices may be available for different applications. Some of the distinctive features of the framework are: the speed and efficiency of different protocols, the development environment, the difficulty in learning the instructions and the development of a protocol, the security features provided in the framework and provided security models. The purpose of this thesis is to introduce and evaluate the effectiveness of the general-purpose secure multi-party computation frameworks in terms of time and resources required for implementing and executing the protocols by the frameworks. To this end, it requires the design and implementation of a similar application among the general-purpose secure multi-party computation frameworks. In this context, the secure auction application has been implemented in the intended frameworks. In addition, in order to evaluate the efficiency of frameworks, the basic mathematical operations used in the most applications are compared in the intended frameworks. In order to evaluate the performance of basic protocols, such as the secure multiplication protocol, the secure comparison protocol, and the secure equality protocol, in a variety of circumstances, a benchmark tool has been implemented in intended frameworks. Due to the fact that researchers in this field have provided a large volume of their work on improving the cryptographic structure of secure multi-party computation, little work has been done in implementing applications, especially in the field of applied applications. Examining the characteristics of the development environment of the protocols in various frameworks, can help to different specialist of different science to become more familiar with this field of cryptography science. Also, it helps them in choosing the appropriate framework for application development. Examining the features and performance of the framework can be used to improve existing protocols at different levels, which are discussed in this thesis.Keywords: Secure multi-party computation, Benchmarking secure multi-party computation frameworks, Implementing secure protocol, Designing and implementing secure auction