Security findings anchored to the services and data you already run, scored by real blast radius — so the one that matters rises above the noise.
A raw CVSS score tells you a vulnerability is bad in the abstract. byteshift tells you what this one reaches in your stack — the difference between a page and a ticket.
Every finding attaches to a real thing you run — a service, a table, a host — not a floating CVE in a spreadsheet. The context you already have, applied automatically.
byteshift knows what each thing connects to, so a finding is ranked by what it can actually reach — a critical on an internet-facing service that touches sensitive data outranks the same CVE on an isolated job.
A secret detector flags the entities that hold sensitive data, so a finding’s score reflects not just reachability but what sits at the end of the path.
Security isn’t a bolt-on scanner here. It sees your stack the same way your incidents do — so a finding’s severity reflects the real topology of your stack, and the highest-scoring finding is the one genuinely most exposed.
Findings don’t open incidents on their own; they sharpen the picture, so when something does break, you already know what was at risk.
Send us your stack as telemetry and the pieces map themselves — security scores each one the moment it shows up.