MCP App Patterns: Form-Driven, Guided Collection, and Dashboards
Three patterns for building structured, UI-driven MCP applications that give users governed access to enterprise business actions.
MCP App Patterns Overview
MCP Apps are structured, UI-driven applications that expose enterprise MCP tools through deterministic interaction surfaces. Three patterns cover the full range of enterprise MCP App use cases.
Form-Driven Execution
Collects structured parameters for an MCP tool call through a form interface. Best for high-stakes, precision-required actions.
Guided Data Collection
Walks users through a multi-step data gathering process where each answer informs the next question.
MCP-Powered Dashboards
Exposes business metrics and reports through a role-scoped, governed dashboard interface.
App Pattern vs. Conversational Agent: When to Choose
| Situation | Use App Pattern | Use Conversational Agent |
|---|---|---|
| Action precision | Must be exactly right | Approximate is acceptable |
| Input structure | Known in advance | Variable across instances |
| User verification | Required before execution | Not required |
| Discovery value | Low — user knows what they want | High — agent surfaces options |
| Governance audit trail | Structured, deterministic | Conversational, requires log parsing |