Performance evaluation plays a vital role in the field of cryptography. It is essential to assess the security, efficiency, and suitability of different algorithms in various applications. By evaluating the performance of cryptography algorithms, we can identify vulnerabilities, weaknesses, and strengths, which are crucial for ensuring the integrity and confidentiality of sensitive data. Moreover, performance evaluation allows for benchmarking, algorithm selection, and continuous improvement in the field, driving advancements in cryptography techniques and enhancing the overall security of systems that rely on cryptography. This paper implements a test algorithm that can evaluate the performance of different parameters for a range of cryptography algorithms. The performance of input is evaluated using parameters such as the Avalanche effect, Correlation coefficient, Bit independence test, Frequency test, Encryption and decryption execution time, Throughput, Brute Force attack, and Information entropy. By comparing results obtained from the performance tests, we can gain valuable insights into the relative strengths and weaknesses of the algorithms. This aids in making informed decisions regarding algorithm selection and improvement, ultimately contributing to the advancement of secure communication and data protection.