Pre-configured deployment packages, silent install, first-prompt performance, and MCP tool calling validation.

What Ships

• Pre-configured distribution packages with embedded deployment profiles
• Boot-time agent initialization — zero first-prompt lag
• MCP tool calling reliability scorecard (graduated scenarios, pass rates, latency)
• MCP tool execution trace in the Agent Activity panel
• Silent install and onboarding polish

Use Cases Enabled

• Out-of-the-box deployment — install once, auto-configure, connect to pre-defined MCP servers with zero manual setup
• Managed / demo environments — pre-loaded device images with no configuration on first launch
• MCP reliability gating — measure tool call accuracy across model sizes; produce a go/no-go signal before shipping

Value Proposition

"Deploy GAIA without a setup guide — pre-configured packages, silent installs, and validated MCP reliability from day one."

Key Deliverables

• Profile-embedded installer build pipeline
• Boot-time dependency preloading (no first-prompt penalty)
• MCP reliability test framework integrating with Agent Eval (#573)
• MCP tool call trace UI in Agent Activity panel