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The problem that the running rate of wireless communication network decreases due to the accumulation of vulnerability data is presented. According to the definition principle of maximum and minimum ant system, the complete mathematical model expression is established by ant colony algorithm. Combined with the web crawler technology, the load units of the data to be tested are sorted into the established combination form, and the security vulnerability data to be tested is extracted according to the bypass rules. SQL annotation statement and URL coding conditions are analyzed, dynamic query instructions are set, empty information bytes are selected, information stripping expression is established, and wireless communication network security vulnerability detection is realized. The experimental results show that the average amount of vulnerability information detected by the design method reaches 4.37Mb, which effectively improves the amount of detection and solves the problem of communication network operation rate decrease caused by massive accumulation of vulnerability data.