Problem Statement ( Why )

• Manual sprint planning is time-consuming
• Assigning capacity per team member across multiple sprints is tedious
• Teams need consistency — same ceremony tasks, same structure, every sprint

Architecture Overview

• MCP Architecture
• Three systems - Azure Devops, Neon PostgreSQL, and MIcrosoft Graph
• Flow: JSON → Agent → MCP → Azure Devops

Configuration Layer ( Neon DB )

• config_capacity
• sprint_capacity_defaults
• config_project_members

Make sure this setup:

Environment variables:

• AZURE_DEVOPS_ORG_URL / AZURE_DEVOPS_ORG / AZURE_DEVOPS_PROJECT
• Service Principal credentials
• PERSISTENCE_MODE=postgres + DATABASE_URL