Slow queries kill productivity. Your app feels sluggish. Users complain. You know something's wrong but don't know what.
The Performance Analysis MCP server bundle helps you find and fix performance problems. Nine MCP tools for finding slow queries, analyzing execution plans, optimizing indexes, and monitoring database health. It's your performance debugging toolkit.
Analyze PostgreSQL query performance, optimize indexes, and monitor database health to fix slow queries and improve speed.
Our bundle search tool was taking 12 seconds at P95. Users would ask Claude to "find the Slack integration," watch nothing happen, then ask again. Claude would make the same call twice, wait 24 seconds total, and users would close the tab thinking our service was down.
The tool worked perfectly. It just worked slowly. And in the world of AI assistants, slow might as well be broken.
Our MCP server's P95 latency was 12 seconds and users thought it was broken. Here's how we fixed it for fast agent interactions.
