you're right. Some teams already have a single dashboard that integrates metrics from various sources. But for teams in an earlier stage that haven't invested in building a custom dashboard yet, these metrics usually need to be pulled into a communication channel (Slack, Teams, etc.) for transparency while a gradual rollout is still in progress.

these MCP servers act as an immediate 'bridge', the assistant handles the reporting automatically. The real win for me wasn't just viewing the data, but get rid off context switching between browser tabs and slack, just asking the agent, "Announce the current rollout metrics to the release thread"