- Add `advisor-tool-2026-03-01` beta header support when advisor server tools are declared or explicitly requested.
- Ensure proper ordering of the advisor tool beta before advanced tool use and effort betas.
- Inject and preserve advisor tool beta across token counting and fingerprint preservation paths.
Closes: #5330