Real-world agents

Mastra is a TypeScript framework for building AI agents and AI-powered applications. Mastra agents use LLMs and tools to solve open-ended tasks, reasoning about goals, deciding which tools to use and iterating internally until the model emits a final answer or an optional stopping condition is met. Mastra also provides workflows, memory, workspaces and observability to support the full agent development lifecycle.

Mastra supports building AI-powered applications that combine language understanding, reasoning and action to solve real-world tasks. Mastra use cases include conversational agents for customer support, onboarding or internal queries, domain-specific copilots for coding, legal, finance, research or creative work, workflow automations that trigger, route and complete multi-step processes, and decision-support tools that analyze data and provide actionable recommendations.

Mastra's model routing connects to 90+ providers through one standard interface. Mastra supports models from OpenAI, Anthropic, Gemini and more, allowing developers to use different AI providers through a single API.

Mastra's graph-based workflow engine orchestrates complex multi-step processes with explicit control over execution. Mastra workflows use an intuitive syntax for control flow including .then(), .branch() and .parallel() methods. Mastra workflows also support human-in-the-loop functionality, allowing developers to suspend a workflow and await user input or approval before resuming. Mastra uses storage to remember execution state, so workflows can pause indefinitely and resume where they left off.

Mastra's memory system provides conversation history, data retrieval from APIs, databases and files, and human-like working and semantic memory so agents behave coherently. Developers can give Mastra agents the right context at the right time by combining message history with retrieval from external data sources.

Mastra supports authoring Model Context Protocol (MCP) servers, exposing agents, tools and other structured resources via the MCP interface. MCP servers built with Mastra can be accessed by any system or agent that supports the protocol.