Mastra unifies TypeScript agent development with workflows, memory, retrieval, evaluation, observability, and managed deployment, but its many metered layers require careful cost attribution.
Direct verdict
Mastra earns a shortlist for TypeScript teams seeking an integrated path from code to operations. Start with the framework or Starter, instrument one workflow, set ceilings, and verify export and self-hosting paths.
What to verify
Build one durable workflow with memory, retrieval, a tool, approval, schedules, failures, and two models. Measure outcomes, replay, resume, duplicate actions, trace usefulness, data exposure, portability, cold starts, idle compute, and every metered cost.