The integrations are what sold me. CybeDefend plugged straight into our CI/GitOps pipeline without me having to rework anything, so onboarding was quick and low-effort. Day to day it saves real time: scans are fast and findings come in with enough context that I'm not spending half an hour figuring out what a flag means before I can act on it. The AI side is genuinely useful, not just a checkbox. Cybe Analysis does a lot of the heavy lifting on the first pass (it triages and adds context so you're not starting from a raw list) and VibeDefend is a nice addition on top. Combined with the MCP integration, this is where it pays off: instead of treating every finding as a one-off, the relevant rules surface while the code is being written, so remediation gets industrialized and stays consistent across the team. Fewer things slip through, less repeated manual triage, and that's where the ROI shows up for us.
CybeDefend
Thanks Olivier! Fair point on the clicks, it goes straight to the product team. In the meantime, most of the remediation can run from the agent: through the MCP it pulls the repo's findings, fixes them in the IDE and updates their status, so the interface is only there to check the result.