20 open-source cybersecurity tools to keep your team ready for anything

Help Net Security published a roundup of 20 open-source cybersecurity tools that leverage AI for vulnerability research, application security testing, container security, endpoint protection, AI security, and penetration testing. The tools include AIMap, which finds and tests exposed AI endpoints such as Ollama servers and MCP endpoints.

AI is changing how security teams find vulnerabilities, analyze code, test applications, and protect infrastructure. Developers are building tools to secure AI systems themselves, from coding agents and memory protection to model exposure discovery. This roundup covers recent open-source releases for vulnerability research, application security testing, container security, endpoint protection, AI security, and penetration testing. AIMap: Open-source tool finds and tests exposed AI endpoints Public-facing Ollama servers, MCP endpoints, and inference proxies have multiplied across … More https://www.helpnetsecurity.com/2026/07/08/20-latest-open-source-cybersecurity-tools/ The post 20 open-source cybersecurity tools to keep your team ready for anything https://www.helpnetsecurity.com/2026/07/08/20-latest-open-source-cybersecurity-tools/ appeared first on Help Net Security https://www.helpnetsecurity.com .