# Mastra

Mastra is a framework for building AI-powered applications and agents with a modern TypeScript stack. It includes everything you need to go from early prototypes to production-ready applications. Mastra integrates with frontend and backend frameworks like React, Next.js, and Node, or you can deploy it anywhere as a standalone server. It's the easiest way to build, tune, and scale reliable AI products.

Some of its highlights include: Model routing, agents, workflows, human-in-the-loop, context management, and MCP.

The documentation is organized into key sections:

- **Docs**: Core documentation covering concepts, features, and implementation details
- **Models**: Mastra provides a unified interface for working with LLMs across multiple providers
- **Guides**: Step-by-step tutorials for building specific applications
- **Reference**: API reference documentation

Each section contains detailed docs that provide comprehensive information about Mastra's features and how to use them effectively.

These are the most popular starting points:

- [Get Started with Mastra](https://mastra.ai/docs): Create a new project with the `create mastra` CLI or use one of the framework quickstart guides
- [Agent Overview](https://mastra.ai/docs/agents/overview): Agents use LLMs and tools to solve open-ended tasks. They reason about goals, decide which tools to use, retain conversation memory, and iterate internally until the model emits a final answer or an optional stop condition is met.
- [Workflows Overview](https://mastra.ai/docs/workflows/overview): Workflows let you define complex sequences of tasks using clear, structured steps rather than relying on the reasoning of a single agent.
- [Memory Overview](https://mastra.ai/docs/memory/overview): Memory gives your agent coherence across interactions and allows it to improve over time by retaining relevant information from past conversations.

## Docs

- [Get Started](https://mastra.ai/docs)
- Fundamentals
  - [Studio](https://mastra.ai/docs/getting-started/studio)
  - [Project Structure](https://mastra.ai/docs/getting-started/project-structure)
  - [Manual Install](https://mastra.ai/docs/getting-started/manual-install)
  - [Build with AI](https://mastra.ai/docs/getting-started/build-with-ai)
- Agents
  - [Overview](https://mastra.ai/docs/agents/overview)
  - [Tools](https://mastra.ai/docs/agents/using-tools)
  - [Structured Output](https://mastra.ai/docs/agents/structured-output)
  - [Supervisor Agents](https://mastra.ai/docs/agents/supervisor-agents)
  - [Processors](https://mastra.ai/docs/agents/processors)
  - [Guardrails](https://mastra.ai/docs/agents/guardrails)
  - [Agent Approval](https://mastra.ai/docs/agents/agent-approval)
  - [Voice](https://mastra.ai/docs/agents/adding-voice)
  - [Networks](https://mastra.ai/docs/agents/networks)
- Memory
  - [Overview](https://mastra.ai/docs/memory/overview)
  - [Storage](https://mastra.ai/docs/memory/storage)
  - [Message History](https://mastra.ai/docs/memory/message-history)
  - [Observational Memory](https://mastra.ai/docs/memory/observational-memory)
  - [Working Memory](https://mastra.ai/docs/memory/working-memory)
  - [Semantic Recall](https://mastra.ai/docs/memory/semantic-recall)
  - [Memory Processors](https://mastra.ai/docs/memory/memory-processors)
- Workflows
  - [Overview](https://mastra.ai/docs/workflows/overview)
  - [Workflow State](https://mastra.ai/docs/workflows/workflow-state)
  - [Control Flow](https://mastra.ai/docs/workflows/control-flow)
  - [Agents & Tools](https://mastra.ai/docs/workflows/agents-and-tools)
  - [Snapshots](https://mastra.ai/docs/workflows/snapshots)
  - [Suspend & Resume](https://mastra.ai/docs/workflows/suspend-and-resume)
  - [Human-in-the-loop](https://mastra.ai/docs/workflows/human-in-the-loop)
  - [Time Travel](https://mastra.ai/docs/workflows/time-travel)
  - [Error Handling](https://mastra.ai/docs/workflows/error-handling)
- Streaming
  - [Overview](https://mastra.ai/docs/streaming/overview)
  - [Events](https://mastra.ai/docs/streaming/events)
  - [Tool Streaming](https://mastra.ai/docs/streaming/tool-streaming)
  - [Workflow Streaming](https://mastra.ai/docs/streaming/workflow-streaming)
- MCP
  - [Overview](https://mastra.ai/docs/mcp/overview)
  - [Publishing an MCP Server](https://mastra.ai/docs/mcp/publishing-mcp-server)
- RAG
  - [Overview](https://mastra.ai/docs/rag/overview)
  - [Chunking and Embedding](https://mastra.ai/docs/rag/chunking-and-embedding)
  - [Vector Databases](https://mastra.ai/docs/rag/vector-databases)
  - [Retrieval](https://mastra.ai/docs/rag/retrieval)
  - [GraphRAG](https://mastra.ai/docs/rag/graph-rag)
- Workspaces
  - [Overview](https://mastra.ai/docs/workspace/overview)
  - [Filesystem](https://mastra.ai/docs/workspace/filesystem)
  - [Sandbox](https://mastra.ai/docs/workspace/sandbox)
  - [Skills](https://mastra.ai/docs/workspace/skills)
  - [Search and Indexing](https://mastra.ai/docs/workspace/search)
- Server
  - [Overview](https://mastra.ai/docs/server/mastra-server)
  - [Server Adapters](https://mastra.ai/docs/server/server-adapters)
  - [Custom Adapters](https://mastra.ai/docs/server/custom-adapters)
  - [Middleware](https://mastra.ai/docs/server/middleware)
  - [Request Context](https://mastra.ai/docs/server/request-context)
  - [Custom API Routes](https://mastra.ai/docs/server/custom-api-routes)
  - [Mastra Client](https://mastra.ai/docs/server/mastra-client)
  - Auth
    - [Overview](https://mastra.ai/docs/server/auth/index)
    - [Simple Auth](https://mastra.ai/docs/server/auth/simple-auth)
    - [JSON Web Token](https://mastra.ai/docs/server/auth/jwt)
    - [Better Auth](https://mastra.ai/docs/server/auth/better-auth)
    - [Clerk](https://mastra.ai/docs/server/auth/clerk)
    - [Supabase](https://mastra.ai/docs/server/auth/supabase)
    - [Firebase](https://mastra.ai/docs/server/auth/firebase)
    - [WorkOS](https://mastra.ai/docs/server/auth/workos)
    - [Auth0](https://mastra.ai/docs/server/auth/auth0)
    - [Composite Auth](https://mastra.ai/docs/server/auth/composite-auth)
    - [Custom Auth Provider](https://mastra.ai/docs/server/auth/custom-auth-provider)
- Deployment
  - [Overview](https://mastra.ai/docs/deployment/overview)
  - [Mastra Server](https://mastra.ai/docs/deployment/mastra-server)
  - [Studio](https://mastra.ai/docs/deployment/studio)
  - [Monorepo](https://mastra.ai/docs/deployment/monorepo)
  - [Cloud Providers](https://mastra.ai/docs/deployment/cloud-providers)
  - [Web Framework](https://mastra.ai/docs/deployment/web-framework)
  - [Workflow Runners](https://mastra.ai/docs/deployment/workflow-runners)
- Mastra Cloud
  - [Overview](https://mastra.ai/docs/mastra-cloud/overview)
  - [Setup](https://mastra.ai/docs/mastra-cloud/setup)
  - [Studio](https://mastra.ai/docs/mastra-cloud/studio)
  - [Deployment](https://mastra.ai/docs/mastra-cloud/deployment)
  - [Observability](https://mastra.ai/docs/mastra-cloud/observability)
- Observability
  - [Overview](https://mastra.ai/docs/observability/overview)
  - [Logging](https://mastra.ai/docs/observability/logging)
  - Tracing
    - [Overview](https://mastra.ai/docs/observability/tracing/overview)
    - Bridges
      - [OpenTelemetry](https://mastra.ai/docs/observability/tracing/bridges/otel)
    - Exporters
      - [Default](https://mastra.ai/docs/observability/tracing/exporters/default)
      - [Cloud](https://mastra.ai/docs/observability/tracing/exporters/cloud)
      - [Arize](https://mastra.ai/docs/observability/tracing/exporters/arize)
      - [Braintrust](https://mastra.ai/docs/observability/tracing/exporters/braintrust)
      - [Datadog](https://mastra.ai/docs/observability/tracing/exporters/datadog)
      - [Laminar](https://mastra.ai/docs/observability/tracing/exporters/laminar)
      - [Langfuse](https://mastra.ai/docs/observability/tracing/exporters/langfuse)
      - [LangSmith](https://mastra.ai/docs/observability/tracing/exporters/langsmith)
      - [OpenTelemetry](https://mastra.ai/docs/observability/tracing/exporters/otel)
      - [PostHog](https://mastra.ai/docs/observability/tracing/exporters/posthog)
      - [Sentry](https://mastra.ai/docs/observability/tracing/exporters/sentry)
    - Processors
      - [SensitiveDataFilter](https://mastra.ai/docs/observability/tracing/processors/sensitive-data-filter)
  - Datasets
    - [Overview](https://mastra.ai/docs/observability/datasets/overview)
    - [Running Experiments](https://mastra.ai/docs/observability/datasets/running-experiments)
- Evals
  - [Overview](https://mastra.ai/docs/evals/overview)
  - [Built-in Scorers](https://mastra.ai/docs/evals/built-in-scorers)
  - [Custom Scorers](https://mastra.ai/docs/evals/custom-scorers)
  - [Running in CI](https://mastra.ai/docs/evals/running-in-ci)
- Voice
  - [Overview](https://mastra.ai/docs/voice/overview)
  - [Text to Speech](https://mastra.ai/docs/voice/text-to-speech)
  - [Speech to Text](https://mastra.ai/docs/voice/speech-to-text)
  - [Speech to Speech](https://mastra.ai/docs/voice/speech-to-speech)
- Build with AI
  - [Skills](https://mastra.ai/docs/build-with-ai/skills)
  - [MCP Docs Server](https://mastra.ai/docs/build-with-ai/mcp-docs-server)
- Community
  - [Contributing Templates](https://mastra.ai/docs/community/contributing-templates)
  - [License](https://mastra.ai/docs/community/licensing)
  - [Discord](https://mastra.ai/docs/community/discord)

## Models

- [Overview](https://mastra.ai/models)
- [Embeddings](https://mastra.ai/models/embeddings)
- [Gateways](https://mastra.ai/models/gateways/index)
- [Providers](https://mastra.ai/models/providers/index)

## Guides

- [Overview](https://mastra.ai/guides)
- Getting Started
  - [Quickstart](https://mastra.ai/guides/getting-started/quickstart)
  - [Next.js](https://mastra.ai/guides/getting-started/next-js)
  - [React](https://mastra.ai/guides/getting-started/vite-react)
  - [Astro](https://mastra.ai/guides/getting-started/astro)
  - [SvelteKit](https://mastra.ai/guides/getting-started/sveltekit)
  - [Nuxt](https://mastra.ai/guides/getting-started/nuxt)
  - [Express](https://mastra.ai/guides/getting-started/express)
  - [Hono](https://mastra.ai/guides/getting-started/hono)
  - [Electron](https://mastra.ai/guides/getting-started/electron)
- Concepts
  - [Multi-agent systems](https://mastra.ai/guides/concepts/multi-agent-systems)
- Agent Frameworks
  - [AI SDK](https://mastra.ai/guides/agent-frameworks/ai-sdk)
- Agentic UIs
  - [AI SDK UI](https://mastra.ai/guides/build-your-ui/ai-sdk-ui)
  - [CopilotKit](https://mastra.ai/guides/build-your-ui/copilotkit)
  - [Assistant UI](https://mastra.ai/guides/build-your-ui/assistant-ui)
- Deployment
  - [Amazon EC2](https://mastra.ai/guides/deployment/amazon-ec2)
  - [AWS Lambda](https://mastra.ai/guides/deployment/aws-lambda)
  - [Azure App Services](https://mastra.ai/guides/deployment/azure-app-services)
  - [Cloudflare](https://mastra.ai/guides/deployment/cloudflare)
  - [Digital Ocean](https://mastra.ai/guides/deployment/digital-ocean)
  - [Netlify](https://mastra.ai/guides/deployment/netlify)
  - [Vercel](https://mastra.ai/guides/deployment/vercel)
  - [Inngest](https://mastra.ai/guides/deployment/inngest)
- Tutorials
  - Fundamentals
    - [Agents: Chef Michel](https://mastra.ai/guides/guide/chef-michel)
    - [Tools: Stock Agent](https://mastra.ai/guides/guide/stock-agent)
    - [Tools: Web Search](https://mastra.ai/guides/guide/web-search)
    - [Workflows: AI Recruiter](https://mastra.ai/guides/guide/ai-recruiter)
    - [RAG: Research Assistant](https://mastra.ai/guides/guide/research-assistant)
    - [MCP Server: Notes MCP Server](https://mastra.ai/guides/guide/notes-mcp-server)
  - Multi-agent systems
    - [Supervisor Agents: Research Coordinator](https://mastra.ai/guides/guide/research-coordinator)
  - Workspaces
    - [Workspace: Dev Assistant](https://mastra.ai/guides/guide/dev-assistant)
    - [Skills: Code Review Bot](https://mastra.ai/guides/guide/code-review-bot)
    - [Filesystem: Docs Manager](https://mastra.ai/guides/guide/docs-manager)
  - [WhatsApp Chat Bot](https://mastra.ai/guides/guide/whatsapp-chat-bot)
  - [GitHub Actions: PR Description](https://mastra.ai/guides/guide/github-actions-pr-description)
- Migrations
  - v1.0
    - [Overview](https://mastra.ai/guides/migrations/upgrade-to-v1/overview)
    - [Agents](https://mastra.ai/guides/migrations/upgrade-to-v1/agent)
    - [CLI](https://mastra.ai/guides/migrations/upgrade-to-v1/cli)
    - [Client SDK](https://mastra.ai/guides/migrations/upgrade-to-v1/client)
    - [Deployment](https://mastra.ai/guides/migrations/upgrade-to-v1/deployment)
    - [Evals](https://mastra.ai/guides/migrations/upgrade-to-v1/evals)
    - [Mastra](https://mastra.ai/guides/migrations/upgrade-to-v1/mastra)
    - [MCP](https://mastra.ai/guides/migrations/upgrade-to-v1/mcp)
    - [Memory](https://mastra.ai/guides/migrations/upgrade-to-v1/memory)
    - [Processors](https://mastra.ai/guides/migrations/upgrade-to-v1/processors)
    - [RAG](https://mastra.ai/guides/migrations/upgrade-to-v1/rag)
    - [Storage](https://mastra.ai/guides/migrations/upgrade-to-v1/storage)
    - [Tools](https://mastra.ai/guides/migrations/upgrade-to-v1/tools)
    - [Tracing](https://mastra.ai/guides/migrations/upgrade-to-v1/tracing)
    - [Vectors](https://mastra.ai/guides/migrations/upgrade-to-v1/vectors)
    - [Voice](https://mastra.ai/guides/migrations/upgrade-to-v1/voice)
    - [Workflows](https://mastra.ai/guides/migrations/upgrade-to-v1/workflows)
  - [VNext → Standard APIs](https://mastra.ai/guides/migrations/vnext-to-standard-apis)
  - [AgentNetwork → .network()](https://mastra.ai/guides/migrations/agentnetwork)
  - [.network() → Supervisor Agents](https://mastra.ai/guides/migrations/network-to-supervisor)
  - [AI SDK v4 → v5](https://mastra.ai/guides/migrations/ai-sdk-v4-to-v5)

## Reference

- [Overview](https://mastra.ai/reference)
- [Configuration](https://mastra.ai/reference/configuration)
- Agents
  - [Agent Class](https://mastra.ai/reference/agents/agent)
  - [.generate()](https://mastra.ai/reference/agents/generate)
  - [.generateLegacy()](https://mastra.ai/reference/agents/generateLegacy)
  - [.getDefaultGenerateOptionsLegacy()](https://mastra.ai/reference/agents/getDefaultGenerateOptions)
  - [.getDefaultOptions()](https://mastra.ai/reference/agents/getDefaultOptions)
  - [.getDefaultStreamOptionsLegacy()](https://mastra.ai/reference/agents/getDefaultStreamOptions)
  - [.getDescription()](https://mastra.ai/reference/agents/getDescription)
  - [.getInstructions()](https://mastra.ai/reference/agents/getInstructions)
  - [.getLLM()](https://mastra.ai/reference/agents/getLLM)
  - [.getMemory()](https://mastra.ai/reference/agents/getMemory)
  - [.getModel()](https://mastra.ai/reference/agents/getModel)
  - [.getTools()](https://mastra.ai/reference/agents/getTools)
  - [.getVoice()](https://mastra.ai/reference/agents/getVoice)
  - [.listAgents()](https://mastra.ai/reference/agents/listAgents)
  - [.listScorers()](https://mastra.ai/reference/agents/listScorers)
  - [.listTools()](https://mastra.ai/reference/agents/listTools)
  - [.listWorkflows()](https://mastra.ai/reference/agents/listWorkflows)
  - [.network()](https://mastra.ai/reference/agents/network)
- AI SDK
  - [chatRoute()](https://mastra.ai/reference/ai-sdk/chat-route)
  - [handleChatStream()](https://mastra.ai/reference/ai-sdk/handle-chat-stream)
  - [handleNetworkStream()](https://mastra.ai/reference/ai-sdk/handle-network-stream)
  - [handleWorkflowStream()](https://mastra.ai/reference/ai-sdk/handle-workflow-stream)
  - [networkRoute()](https://mastra.ai/reference/ai-sdk/network-route)
  - [toAISdkStream()](https://mastra.ai/reference/ai-sdk/to-ai-sdk-stream)
  - [toAISdkV4Messages()](https://mastra.ai/reference/ai-sdk/to-ai-sdk-v4-messages)
  - [toAISdkV5Messages()](https://mastra.ai/reference/ai-sdk/to-ai-sdk-v5-messages)
  - [withMastra()](https://mastra.ai/reference/ai-sdk/with-mastra)
  - [workflowRoute()](https://mastra.ai/reference/ai-sdk/workflow-route)
- Auth
  - [Auth0](https://mastra.ai/reference/auth/auth0)
  - [Better Auth](https://mastra.ai/reference/auth/better-auth)
  - [Clerk](https://mastra.ai/reference/auth/clerk)
  - [Firebase](https://mastra.ai/reference/auth/firebase)
  - [JSON Web Token](https://mastra.ai/reference/auth/jwt)
  - [Supabase](https://mastra.ai/reference/auth/supabase)
  - [WorkOS](https://mastra.ai/reference/auth/workos)
- CLI
  - [create-mastra](https://mastra.ai/reference/cli/create-mastra)
  - [mastra](https://mastra.ai/reference/cli/mastra)
- Client SDK
  - [Agents API](https://mastra.ai/reference/client-js/agents)
  - [Error Handling](https://mastra.ai/reference/client-js/error-handling)
  - [Logs API](https://mastra.ai/reference/client-js/logs)
  - [Mastra Client SDK](https://mastra.ai/reference/client-js/mastra-client)
  - [Memory API](https://mastra.ai/reference/client-js/memory)
  - [Observability API](https://mastra.ai/reference/client-js/observability)
  - [Telemetry API](https://mastra.ai/reference/client-js/telemetry)
  - [Tools API](https://mastra.ai/reference/client-js/tools)
  - [Vectors API](https://mastra.ai/reference/client-js/vectors)
  - [Workflows API](https://mastra.ai/reference/client-js/workflows)
- Core
  - [Mastra Class](https://mastra.ai/reference/core/mastra-class)
  - [MastraModelGateway](https://mastra.ai/reference/core/mastra-model-gateway)
  - [.addGateway()](https://mastra.ai/reference/core/addGateway)
  - [.getAgent()](https://mastra.ai/reference/core/getAgent)
  - [.getAgentById()](https://mastra.ai/reference/core/getAgentById)
  - [.getDeployer()](https://mastra.ai/reference/core/getDeployer)
  - [.getGateway()](https://mastra.ai/reference/core/getGateway)
  - [.getGatewayById()](https://mastra.ai/reference/core/getGatewayById)
  - [.getLogger()](https://mastra.ai/reference/core/getLogger)
  - [.getMCPServer()](https://mastra.ai/reference/core/getMCPServer)
  - [.getMCPServerById()](https://mastra.ai/reference/core/getMCPServerById)
  - [.getMemory()](https://mastra.ai/reference/core/getMemory)
  - [.getScorer()](https://mastra.ai/reference/core/getScorer)
  - [.getScorerById()](https://mastra.ai/reference/core/getScorerById)
  - [.getServer()](https://mastra.ai/reference/core/getServer)
  - [.getStorage()](https://mastra.ai/reference/core/getStorage)
  - [.getStoredAgentById()](https://mastra.ai/reference/core/getStoredAgentById)
  - [.getTelemetry()](https://mastra.ai/reference/core/getTelemetry)
  - [.getVector()](https://mastra.ai/reference/core/getVector)
  - [.getWorkflow()](https://mastra.ai/reference/core/getWorkflow)
  - [.listAgents()](https://mastra.ai/reference/core/listAgents)
  - [.listGateways()](https://mastra.ai/reference/core/listGateways)
  - [.listLogs()](https://mastra.ai/reference/core/listLogs)
  - [.listLogsByRunId()](https://mastra.ai/reference/core/listLogsByRunId)
  - [.listMCPServers()](https://mastra.ai/reference/core/listMCPServers)
  - [.listMemory()](https://mastra.ai/reference/core/listMemory)
  - [.listScorers()](https://mastra.ai/reference/core/listScorers)
  - [.listStoredAgents()](https://mastra.ai/reference/core/listStoredAgents)
  - [.listVectors()](https://mastra.ai/reference/core/listVectors)
  - [.listWorkflows()](https://mastra.ai/reference/core/listWorkflows)
  - [.setLogger()](https://mastra.ai/reference/core/setLogger)
  - [.setStorage()](https://mastra.ai/reference/core/setStorage)
- Deployer
  - [Cloudflare](https://mastra.ai/reference/deployer/cloudflare)
  - [Deployer](https://mastra.ai/reference/deployer/index)
  - [Netlify](https://mastra.ai/reference/deployer/netlify)
  - [Vercel](https://mastra.ai/reference/deployer/vercel)
- Evals
  - [Answer Relevancy Scorer](https://mastra.ai/reference/evals/answer-relevancy)
  - [Answer Similarity Scorer](https://mastra.ai/reference/evals/answer-similarity)
  - [Bias](https://mastra.ai/reference/evals/bias)
  - [Completeness](https://mastra.ai/reference/evals/completeness)
  - [Content Similarity Scorer](https://mastra.ai/reference/evals/content-similarity)
  - [Context Precision Scorer](https://mastra.ai/reference/evals/context-precision)
  - [Context Relevance Scorer](https://mastra.ai/reference/evals/context-relevance)
  - [createScorer()](https://mastra.ai/reference/evals/create-scorer)
  - [Faithfulness](https://mastra.ai/reference/evals/faithfulness)
  - [Hallucination](https://mastra.ai/reference/evals/hallucination)
  - [Keyword Coverage Scorer](https://mastra.ai/reference/evals/keyword-coverage)
  - [MastraScorer](https://mastra.ai/reference/evals/mastra-scorer)
  - [Noise Sensitivity Scorer](https://mastra.ai/reference/evals/noise-sensitivity)
  - [Prompt Alignment Scorer](https://mastra.ai/reference/evals/prompt-alignment)
  - [runEvals()](https://mastra.ai/reference/evals/run-evals)
  - [Scorer Utils](https://mastra.ai/reference/evals/scorer-utils)
  - [Textual Difference Scorer](https://mastra.ai/reference/evals/textual-difference)
  - [Tone Consistency Scorer](https://mastra.ai/reference/evals/tone-consistency)
  - [Tool Call Accuracy Scorers](https://mastra.ai/reference/evals/tool-call-accuracy)
  - [Toxicity](https://mastra.ai/reference/evals/toxicity)
- Harness
  - [Harness Class](https://mastra.ai/reference/harness/harness-class)
- Memory
  - [Cloned Thread Utilities](https://mastra.ai/reference/memory/clone-utilities)
  - [Memory Class](https://mastra.ai/reference/memory/memory-class)
  - [Observational Memory](https://mastra.ai/reference/memory/observational-memory)
  - [.cloneThread()](https://mastra.ai/reference/memory/cloneThread)
  - [.createThread()](https://mastra.ai/reference/memory/createThread)
  - [.deleteMessages()](https://mastra.ai/reference/memory/deleteMessages)
  - [.getThreadById()](https://mastra.ai/reference/memory/getThreadById)
  - [.listThreads()](https://mastra.ai/reference/memory/listThreads)
  - [.recall()](https://mastra.ai/reference/memory/recall)
- Observability
  - Datasets
    - [Dataset Class](https://mastra.ai/reference/datasets/dataset)
    - [DatasetsManager Class](https://mastra.ai/reference/datasets/datasets-manager)
    - [.addItem()](https://mastra.ai/reference/datasets/addItem)
    - [.addItems()](https://mastra.ai/reference/datasets/addItems)
    - [.compareExperiments()](https://mastra.ai/reference/datasets/compareExperiments)
    - [.create()](https://mastra.ai/reference/datasets/create)
    - [.delete()](https://mastra.ai/reference/datasets/delete)
    - [.deleteExperiment()](https://mastra.ai/reference/datasets/deleteExperiment)
    - [.deleteItem()](https://mastra.ai/reference/datasets/deleteItem)
    - [.deleteItems()](https://mastra.ai/reference/datasets/deleteItems)
    - [.get()](https://mastra.ai/reference/datasets/get)
    - [.getDetails()](https://mastra.ai/reference/datasets/getDetails)
    - [.getExperiment()](https://mastra.ai/reference/datasets/getExperiment)
    - [.getItem()](https://mastra.ai/reference/datasets/getItem)
    - [.getItemHistory()](https://mastra.ai/reference/datasets/getItemHistory)
    - [.list()](https://mastra.ai/reference/datasets/list)
    - [.listExperimentResults()](https://mastra.ai/reference/datasets/listExperimentResults)
    - [.listExperiments()](https://mastra.ai/reference/datasets/listExperiments)
    - [.listItems()](https://mastra.ai/reference/datasets/listItems)
    - [.listVersions()](https://mastra.ai/reference/datasets/listVersions)
    - [.startExperiment()](https://mastra.ai/reference/datasets/startExperiment)
    - [.startExperimentAsync()](https://mastra.ai/reference/datasets/startExperimentAsync)
    - [.update()](https://mastra.ai/reference/datasets/update)
    - [.updateItem()](https://mastra.ai/reference/datasets/updateItem)
  - Logging
    - [PinoLogger](https://mastra.ai/reference/logging/pino-logger)
  - Tracing
    - [Configuration](https://mastra.ai/reference/observability/tracing/configuration)
    - [Instances](https://mastra.ai/reference/observability/tracing/instances)
    - [Interfaces](https://mastra.ai/reference/observability/tracing/interfaces)
    - [Spans](https://mastra.ai/reference/observability/tracing/spans)
    - Bridges
      - [OtelBridge](https://mastra.ai/reference/observability/tracing/bridges/otel)
    - Exporters
      - [Arize](https://mastra.ai/reference/observability/tracing/exporters/arize)
      - [Braintrust](https://mastra.ai/reference/observability/tracing/exporters/braintrust)
      - [Cloud](https://mastra.ai/reference/observability/tracing/exporters/cloud-exporter)
      - [Console](https://mastra.ai/reference/observability/tracing/exporters/console-exporter)
      - [Datadog](https://mastra.ai/reference/observability/tracing/exporters/datadog)
      - [Default](https://mastra.ai/reference/observability/tracing/exporters/default-exporter)
      - [Laminar](https://mastra.ai/reference/observability/tracing/exporters/laminar)
      - [Langfuse](https://mastra.ai/reference/observability/tracing/exporters/langfuse)
      - [LangSmith](https://mastra.ai/reference/observability/tracing/exporters/langsmith)
      - [OpenTelemetry](https://mastra.ai/reference/observability/tracing/exporters/otel)
      - [PostHog](https://mastra.ai/reference/observability/tracing/exporters/posthog)
      - [Sentry](https://mastra.ai/reference/observability/tracing/exporters/sentry)
    - Processors
      - [SensitiveDataFilter](https://mastra.ai/reference/observability/tracing/processors/sensitive-data-filter)
- Processors
  - [BatchPartsProcessor](https://mastra.ai/reference/processors/batch-parts-processor)
  - [LanguageDetector](https://mastra.ai/reference/processors/language-detector)
  - [MessageHistory](https://mastra.ai/reference/processors/message-history-processor)
  - [ModerationProcessor](https://mastra.ai/reference/processors/moderation-processor)
  - [PIIDetector](https://mastra.ai/reference/processors/pii-detector)
  - [Processor Interface](https://mastra.ai/reference/processors/processor-interface)
  - [PromptInjectionDetector](https://mastra.ai/reference/processors/prompt-injection-detector)
  - [SemanticRecall](https://mastra.ai/reference/processors/semantic-recall-processor)
  - [SystemPromptScrubber](https://mastra.ai/reference/processors/system-prompt-scrubber)
  - [TokenLimiterProcessor](https://mastra.ai/reference/processors/token-limiter-processor)
  - [ToolCallFilter](https://mastra.ai/reference/processors/tool-call-filter)
  - [ToolSearchProcessor](https://mastra.ai/reference/processors/tool-search-processor)
  - [UnicodeNormalizer](https://mastra.ai/reference/processors/unicode-normalizer)
  - [WorkingMemory](https://mastra.ai/reference/processors/working-memory-processor)
- RAG
  - [DatabaseConfig](https://mastra.ai/reference/rag/database-config)
  - [Embed](https://mastra.ai/reference/rag/embeddings)
  - [ExtractParams](https://mastra.ai/reference/rag/extract-params)
  - [GraphRAG](https://mastra.ai/reference/rag/graph-rag)
  - [MDocument](https://mastra.ai/reference/rag/document)
  - [Metadata Filters](https://mastra.ai/reference/rag/metadata-filters)
  - [rerank()](https://mastra.ai/reference/rag/rerank)
  - [rerankWithScorer()](https://mastra.ai/reference/rag/rerankWithScorer)
  - [.chunk()](https://mastra.ai/reference/rag/chunk)
- Server
  - [createRoute()](https://mastra.ai/reference/server/create-route)
  - [Express Adapter](https://mastra.ai/reference/server/express-adapter)
  - [Fastify Adapter](https://mastra.ai/reference/server/fastify-adapter)
  - [Hono Adapter](https://mastra.ai/reference/server/hono-adapter)
  - [Koa Adapter](https://mastra.ai/reference/server/koa-adapter)
  - [MastraServer](https://mastra.ai/reference/server/mastra-server)
  - [registerApiRoute()](https://mastra.ai/reference/server/register-api-route)
  - [Server Routes](https://mastra.ai/reference/server/routes)
- Storage
  - [Overview](https://mastra.ai/reference/storage/overview)
  - [Cloudflare D1 Storage](https://mastra.ai/reference/storage/cloudflare-d1)
  - [Cloudflare KV Storage](https://mastra.ai/reference/storage/cloudflare)
  - [Composite Storage](https://mastra.ai/reference/storage/composite)
  - [Convex Storage](https://mastra.ai/reference/storage/convex)
  - [DynamoDB Storage](https://mastra.ai/reference/storage/dynamodb)
  - [LanceDB Storage](https://mastra.ai/reference/storage/lance)
  - [libSQL Storage](https://mastra.ai/reference/storage/libsql)
  - [MongoDB Storage](https://mastra.ai/reference/storage/mongodb)
  - [MSSQL Storage](https://mastra.ai/reference/storage/mssql)
  - [PostgreSQL Storage](https://mastra.ai/reference/storage/postgresql)
  - [Upstash Storage](https://mastra.ai/reference/storage/upstash)
- Streaming
  - [ChunkType](https://mastra.ai/reference/streaming/ChunkType)
  - Agents
    - [MastraModelOutput](https://mastra.ai/reference/streaming/agents/MastraModelOutput)
    - [.stream()](https://mastra.ai/reference/streaming/agents/stream)
    - [.streamLegacy()](https://mastra.ai/reference/streaming/agents/streamLegacy)
  - Workflows
    - [.observeStream()](https://mastra.ai/reference/streaming/workflows/observeStream)
    - [.resumeStream()](https://mastra.ai/reference/streaming/workflows/resumeStream)
    - [.stream()](https://mastra.ai/reference/streaming/workflows/stream)
    - [.timeTravelStream()](https://mastra.ai/reference/streaming/workflows/timeTravelStream)
- Templates
  - [Overview](https://mastra.ai/reference/templates/overview)
- Tools & MCP
  - [createDocumentChunkerTool()](https://mastra.ai/reference/tools/document-chunker-tool)
  - [createGraphRAGTool()](https://mastra.ai/reference/tools/graph-rag-tool)
  - [createTool()](https://mastra.ai/reference/tools/create-tool)
  - [createVectorQueryTool()](https://mastra.ai/reference/tools/vector-query-tool)
  - [MCPClient](https://mastra.ai/reference/tools/mcp-client)
  - [MCPServer](https://mastra.ai/reference/tools/mcp-server)
- Vectors
  - [Amazon S3 Vector Store](https://mastra.ai/reference/vectors/s3vectors)
  - [Astra Vector Store](https://mastra.ai/reference/vectors/astra)
  - [Chroma Vector Store](https://mastra.ai/reference/vectors/chroma)
  - [Cloudflare Vector Store](https://mastra.ai/reference/vectors/vectorize)
  - [Convex Vector Store](https://mastra.ai/reference/vectors/convex)
  - [Couchbase Vector Store](https://mastra.ai/reference/vectors/couchbase)
  - [DuckDB Vector Store](https://mastra.ai/reference/vectors/duckdb)
  - [ElasticSearch Vector Store](https://mastra.ai/reference/vectors/elasticsearch)
  - [Lance Vector Store](https://mastra.ai/reference/vectors/lance)
  - [libSQL Vector Store](https://mastra.ai/reference/vectors/libsql)
  - [MongoDB Vector Store](https://mastra.ai/reference/vectors/mongodb)
  - [OpenSearch Vector Store](https://mastra.ai/reference/vectors/opensearch)
  - [PG Vector Store](https://mastra.ai/reference/vectors/pg)
  - [Pinecone Vector Store](https://mastra.ai/reference/vectors/pinecone)
  - [Qdrant Vector Store](https://mastra.ai/reference/vectors/qdrant)
  - [Turbopuffer Vector Store](https://mastra.ai/reference/vectors/turbopuffer)
  - [Upstash Vector Store](https://mastra.ai/reference/vectors/upstash)
- Voice
  - [Azure](https://mastra.ai/reference/voice/azure)
  - [Cloudflare](https://mastra.ai/reference/voice/cloudflare)
  - [Composite Voice](https://mastra.ai/reference/voice/composite-voice)
  - [Deepgram](https://mastra.ai/reference/voice/deepgram)
  - [ElevenLabs](https://mastra.ai/reference/voice/elevenlabs)
  - [Events](https://mastra.ai/reference/voice/voice.events)
  - [Google](https://mastra.ai/reference/voice/google)
  - [Google Gemini Live](https://mastra.ai/reference/voice/google-gemini-live)
  - [Mastra Voice](https://mastra.ai/reference/voice/mastra-voice)
  - [Murf](https://mastra.ai/reference/voice/murf)
  - [OpenAI](https://mastra.ai/reference/voice/openai)
  - [OpenAI Realtime](https://mastra.ai/reference/voice/openai-realtime)
  - [PlayAI](https://mastra.ai/reference/voice/playai)
  - [Sarvam](https://mastra.ai/reference/voice/sarvam)
  - [Speechify](https://mastra.ai/reference/voice/speechify)
  - [.addInstructions()](https://mastra.ai/reference/voice/voice.addInstructions)
  - [.addTools()](https://mastra.ai/reference/voice/voice.addTools)
  - [.answer()](https://mastra.ai/reference/voice/voice.answer)
  - [.close()](https://mastra.ai/reference/voice/voice.close)
  - [.connect()](https://mastra.ai/reference/voice/voice.connect)
  - [.getSpeakers()](https://mastra.ai/reference/voice/voice.getSpeakers)
  - [.listen()](https://mastra.ai/reference/voice/voice.listen)
  - [.off()](https://mastra.ai/reference/voice/voice.off)
  - [.on()](https://mastra.ai/reference/voice/voice.on)
  - [.send()](https://mastra.ai/reference/voice/voice.send)
  - [.speak()](https://mastra.ai/reference/voice/voice.speak)
  - [.updateConfig()](https://mastra.ai/reference/voice/voice.updateConfig)
- Workflows
  - [Run Class](https://mastra.ai/reference/workflows/run)
  - [Step Class](https://mastra.ai/reference/workflows/step)
  - [Workflow Class](https://mastra.ai/reference/workflows/workflow)
  - Methods
    - [.branch()](https://mastra.ai/reference/workflows/workflow-methods/branch)
    - [.commit()](https://mastra.ai/reference/workflows/workflow-methods/commit)
    - [.createRun()](https://mastra.ai/reference/workflows/workflow-methods/create-run)
    - [.dountil()](https://mastra.ai/reference/workflows/workflow-methods/dountil)
    - [.dowhile()](https://mastra.ai/reference/workflows/workflow-methods/dowhile)
    - [.foreach()](https://mastra.ai/reference/workflows/workflow-methods/foreach)
    - [.map()](https://mastra.ai/reference/workflows/workflow-methods/map)
    - [.parallel()](https://mastra.ai/reference/workflows/workflow-methods/parallel)
    - [.sleep()](https://mastra.ai/reference/workflows/workflow-methods/sleep)
    - [.sleepUntil()](https://mastra.ai/reference/workflows/workflow-methods/sleepUntil)
    - [.then()](https://mastra.ai/reference/workflows/workflow-methods/then)
  - Run Methods
    - [.cancel()](https://mastra.ai/reference/workflows/run-methods/cancel)
    - [.restart()](https://mastra.ai/reference/workflows/run-methods/restart)
    - [.resume()](https://mastra.ai/reference/workflows/run-methods/resume)
    - [.start()](https://mastra.ai/reference/workflows/run-methods/start)
    - [.startAsync()](https://mastra.ai/reference/workflows/run-methods/startAsync)
    - [.timeTravel()](https://mastra.ai/reference/workflows/run-methods/timeTravel)
- Workspaces
  - [AgentFSFilesystem](https://mastra.ai/reference/workspace/agentfs-filesystem)
  - [BlaxelSandbox](https://mastra.ai/reference/workspace/blaxel-sandbox)
  - [DaytonaSandbox](https://mastra.ai/reference/workspace/daytona-sandbox)
  - [E2BSandbox](https://mastra.ai/reference/workspace/e2b-sandbox)
  - [GCSFilesystem](https://mastra.ai/reference/workspace/gcs-filesystem)
  - [LocalFilesystem](https://mastra.ai/reference/workspace/local-filesystem)
  - [LocalSandbox](https://mastra.ai/reference/workspace/local-sandbox)
  - [S3Filesystem](https://mastra.ai/reference/workspace/s3-filesystem)
  - [SandboxProcessManager](https://mastra.ai/reference/workspace/process-manager)
  - [Workspace Class](https://mastra.ai/reference/workspace/workspace-class)
  - [WorkspaceFilesystem](https://mastra.ai/reference/workspace/filesystem)
  - [WorkspaceSandbox](https://mastra.ai/reference/workspace/sandbox)