AI Ops Assistant with MCP Built an internal ops assistant unifying Jira, Slack, Gmail, Calendar, and HR through a chat interface. Designed a Planner + Executor agent architecture with MCP-based tool discovery across 5 servers, session-based conversation memory, and graceful failure handling. Stack: FastAPI, OpenAI GPT-4o, MCP Python SDK.