Security bug discovery for QA

QA can now find and fix security bugs, too.

Give QA new capabilities to uncover security flaws and deliver fixes with tests.

01 / Credential exposure

Find hidden credential leaks.

Hidden credentials surfaced in Pydantic AI traces. Pydantic confirmed the leak and shipped its own broader fix.

Inspect the security finding
Actual Early finding: MCP tokens exported in a span attribute, classified P1 Security, with a linked Fix PR

02 / Memory safety

Spot unsafe memory access.

A replay after disclosure flagged the memory-lifetime defect behind PHP2Shell. External researchers established the exploit.

Request A stores a backtrace reference. Shutdown frees the request memory but leaves the reference stored. A later request can follow that stale reference into freed memory.
Inspect the PHP2Shell replay

03 / Fix the security issue

Bring a fix, not just a finding.

QA initiates repair for eligible findings: a fix, tests, and a draft pull request. Engineers validate and control the merge.

QA initiates repair for a security finding. A fix with tests becomes a draft pull request for engineers to review and validate.
See the Pydantic finding and fix

Security Case Files

Extend QA's reach into security discovery and repair.

Uncover security flaws. Deliver fixes with tests.
[Book a demo]