Technologies for distributed detection of security anomalies include a computing device to establish a trusted relationship with a security server. The computing device reads one or more packets of at least one of an inter-virtual network function network or an inter-virtual network function component network in response to establishing the trusted relationship and performs a security threat assessment of the one or more packets. The computing device transmits the security threat assessment to the security server.