user-context

Data analytics source routing preferences are persisted across sessions by loading and managing durable choices from local state files. This ensures workflows automatically use the right connectors without requiring manual reconfiguration each time.

The best way to track onboarding state is by managing local state files that record setup progress, connector confirmation, and prompt history. This tracks setup steps to guide new users through the initial configuration process.

A semantic-layer registry works by maintaining discoverable pointers in local state files to source-backed semantic-layer skills. This provides downstream analytics workflows with accessible metrics and business definitions.

Yes, you can use script-driven preflight to generate a deterministic JSON payload that normalizes user context, connector confirmation, and onboarding progress. Downstream analytics skills consume this payload to load compact context before answering.

Yes, local state files are required for plugin initialization and context maintenance because they store the durable source-routing preferences, onboarding status, and semantic-layer registry entries necessary for persisted user choices.