MCP server architecture — CCA-F Exam Prep

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L2.110
REAL STORYSplit screen. Left: a developer with 15 browser tabs open -- Slack API docs, GitHub API docs, Gmail API docs, Jira API docs, database docs. Each tab has different auth flows, different endpoints, different response formats. Right: the same developer with one Claude Code terminal, five MCP servers listed in a sidebar, all accessible through the same interface. Night and day.

Five APIs. Five auth flows. Five response formats. Five sets of documentation. Five weeks of integration work.

A developer needed her AI assistant to read Slack messages, create GitHub issues, send emails, update Jira tickets, and query a database. Five integrations. Each one took a week. Different authentication, different error handling, different everything.

Then she rewrote each integration as an MCP server. Same five capabilities. But now Claude Code connects to all five through one protocol. One interface. One way to discover tools. One way to call them.