MCP server architecture — CCA-F Exam Prep

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.