Cloud automation vs. browser extension
The two architectures of LinkedIn automation: tools that run in managed cloud sessions versus tools that inject into your own browser. In 2026's enforcement climate, the distinction is the first safety question.
Extensions are convenient and cheap, but they operate by injecting scripts into your live LinkedIn session — precisely the fingerprint behavioral detection was built to catch. Cloud tools move the automation off your browser entirely; quality then depends on session isolation and pacing discipline. Desktop apps sit between: no cloud fingerprint, but your machine must run forever and the limits are usually honor-system. Architecture doesn't guarantee safety — it sets the ceiling on it.
LinkedBoost is the LinkedIn MCP for Claude — agent-run outreach with enforced limits and a human trigger on every send. See how it works →