MCPs work best when they are designed for a specific problem. We tried building a single MCP to serve our entire observability stack, and it failed. Without specific tools, the MCP became too generic for agents to be effective. This talk covers what went wrong and why MCPs should be purpose-built around concrete workflows instead of trying to do everything at once.