v0.3.0

Highlights

• Added aggregate time-series characteristics for inspecting real queries and making
  data-driven model recommendations.
• Added asynchronous shared autotune tools to create, inspect, and cancel tuning tasks for
  one validated configuration across a bounded sample of time series.
• Improved the guided workflow to reuse a user-provided query, request one when missing,
  prefer efficient online models, and validate the final configuration before applying it.

Improvements

• Aligned model guidance and embedded documentation with vmanomaly v1.30, including
  Temporal Envelope, causal online validation, frozen autotune parameters, and the latest
  query-server contracts.
• Added support for documented multivariate models in shared autotune outside VMUI while
  keeping them intentionally hidden from UI discovery and schema flows.
• Improved query sampling, task response handling, validation bounds, compatibility
  reporting, and integration coverage.

Compatibility

• Existing MCP tools remain compatible with vmanomaly v1.28.3 and newer.
• Time-series characteristics and shared autotune require vmanomaly v1.30.0 or newer.
• This release contains no breaking MCP tool changes.