Built an MCP server so Claude can query my analytics directly. Use cases I did not expect
Last week I shipped a Model Context Protocol server for my analytics SaaS. Now Claude (or Cursor, or any MCP compatible client) can directly query traffic, revenue, and funnel data.
I expected this to be a nerdy feature for power users. Three surprising things happened:
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Customers started asking Claude weekly questions like 'what changed in my traffic last week that explains the revenue drop'. Claude pulls the data, finds the regression, writes a summary. Saves them a dashboard deep dive.
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One customer built an internal slack bot in 20 minutes that runs
/traffic-yesterdayand posts a summary to their team channel. Just claude desktop + the MCP server, no custom code. -
I personally use it to write my own weekly investor update. 'Pull last week's metrics, compare to previous week, give me a 3 paragraph summary in the tone of a casual update'. Used to take me 90 minutes. Now 5.
The MCP integration changed analytics from 'open dashboard, scan numbers, write report' to 'ask, get answer'. For most people that is the actual workflow they want.
If you want to play with it: zenovay.com, it ships on the paid plans.
Any other MCP server builders here? Curious what use cases you have seen that surprised you.
Valerio
