kubectl, the Snowflake or Google Cloud CLI, a language toolchain, the team’s conventions, is what the agent finds installed when its session starts. It is attached per agent, not per session: every conversation of that agent starts on the same computer.
This is a different thing from the two other places an agent has:
A CLI in the runtime environment often replaces a skill. An agent with the AWS CLI and a kubeconfig operates the account the way an engineer does, one command at a time, instead of needing a skill for every operation. The same holds for a Snowflake or Google Cloud CLI, or anything else a laptop would have.
What goes in
Settings > Runtime environments > New runtime environment: “Context, packages, setup scripts and config files an agent inherits when it attaches this environment.”
Settings > Runtime environments. Shown with sample data.

