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Frank Lee, Principal AI PM at Amplitude, walked through five workflows where Claude Code paired with MCP servers replaces hours of manual product management. The setup connects analytics dashboards, Zendesk, Slack, Gong, and Linear into a single agent loop – deep chart analysis that explains metric movements in 90 seconds, automated weekly dashboard synthesis, cross-source feedback aggregation, and spec drafting that routes directly to code repos or ticket systems. The practical bottleneck is context window management: loading too many MCP connections at once degrades output quality fast. PMs at Notion, Linear, and other product-led teams have started assembling similar stacks over the past few months, turning the role into something closer to decision routing than hands-on analysis.
