mastra.ai

# 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.

Below is a list of all available documentation pages.

## Docs

- [Get Started](https://mastra.ai/docs.md)
- Essentials
  - [Manual Install](https://mastra.ai/docs/getting-started/manual-install.md)
  - [Build with AI](https://mastra.ai/docs/getting-started/build-with-ai.md)
  - [Storage](https://mastra.ai/docs/storage/overview.md)
  - [File-based Agents](https://mastra.ai/docs/getting-started/file-based-agents.md)
- Core
  - Agents
    - [Overview](https://mastra.ai/docs/agents/overview.md)
    - [Tools](https://mastra.ai/docs/agents/using-tools.md)
    - [Skills](https://mastra.ai/docs/agents/skills.md)
    - [Structured Output](https://mastra.ai/docs/agents/structured-output.md)
    - [Agent Approval](https://mastra.ai/docs/agents/agent-approval.md)
    - [Supervisor Agents](https://mastra.ai/docs/agents/supervisor-agents.md)
    - [Guardrails](https://mastra.ai/docs/agents/guardrails.md)
    - [Processors](https://mastra.ai/docs/agents/processors.md)
    - [Code Mode](https://mastra.ai/docs/agents/code-mode.md)
    - Connections
      - [A2A](https://mastra.ai/docs/agents/a2a.md)
      - [ACP](https://mastra.ai/docs/agents/acp.md)
      - [SDK Agents](https://mastra.ai/docs/agents/sdk-agents.md)
      - MCP
        - [Overview](https://mastra.ai/docs/mcp/overview.md)
        - [MCP Apps](https://mastra.ai/docs/mcp/mcp-apps.md)
  - Workflows
    - [Overview](https://mastra.ai/docs/workflows/overview.md)
    - [Workflow State](https://mastra.ai/docs/workflows/workflow-state.md)
    - [Control Flow](https://mastra.ai/docs/workflows/control-flow.md)
    - [Agents and Tools](https://mastra.ai/docs/workflows/agents-and-tools.md)
    - [Snapshots](https://mastra.ai/docs/workflows/snapshots.md)
    - [Suspend and Resume](https://mastra.ai/docs/workflows/suspend-and-resume.md)
    - [Human-in-the-loop](https://mastra.ai/docs/workflows/human-in-the-loop.md)
    - [Time Travel](https://mastra.ai/docs/workflows/time-travel.md)
    - [Error Handling](https://mastra.ai/docs/workflows/error-handling.md)
    - [Scheduled Workflows](https://mastra.ai/docs/workflows/scheduled-workflows.md)
  - Memory
    - [Overview](https://mastra.ai/docs/memory/overview.md)
    - [Message History](https://mastra.ai/docs/memory/message-history.md)
    - [Observational Memory](https://mastra.ai/docs/memory/observational-memory.md)
    - [Working Memory](https://mastra.ai/docs/memory/working-memory.md)
    - [Semantic Recall](https://mastra.ai/docs/memory/semantic-recall.md)
    - [Memory Processors](https://mastra.ai/docs/memory/memory-processors.md)
    - [Multi-user Threads](https://mastra.ai/docs/memory/multi-user-threads.md)
  - Studio
    - [Overview](https://mastra.ai/docs/studio/overview.md)
    - [Deployment](https://mastra.ai/docs/studio/deployment.md)
    - [Auth](https://mastra.ai/docs/studio/auth.md)
    - [Observability](https://mastra.ai/docs/studio/observability.md)
    - Agent Builder
      - [Overview](https://mastra.ai/docs/agent-builder/overview.md)
      - [Configuration](https://mastra.ai/docs/agent-builder/configuration.md)
      - [Access control](https://mastra.ai/docs/agent-builder/access-control.md)
      - [Model policy](https://mastra.ai/docs/agent-builder/model-policy.md)
      - [Memory](https://mastra.ai/docs/agent-builder/memory.md)
      - [Workspace](https://mastra.ai/docs/agent-builder/workspace.md)
      - [Browser](https://mastra.ai/docs/agent-builder/browser.md)
      - [Channels](https://mastra.ai/docs/agent-builder/channels.md)
      - [Tool providers](https://mastra.ai/docs/agent-builder/integrations.md)
      - [Skill registries](https://mastra.ai/docs/agent-builder/skill-registries.md)
      - [Deploying](https://mastra.ai/docs/agent-builder/deploying.md)
    - Editor
      - [Overview](https://mastra.ai/docs/editor/overview.md)
      - [Tools](https://mastra.ai/docs/editor/tools.md)
      - [Prompts](https://mastra.ai/docs/editor/prompts.md)
- Capabilities
  - Workspaces
    - [Overview](https://mastra.ai/docs/workspace/overview.md)
    - [Filesystem](https://mastra.ai/docs/workspace/filesystem.md)
    - [Sandbox](https://mastra.ai/docs/workspace/sandbox.md)
    - [LSP Inspection](https://mastra.ai/docs/workspace/lsp.md)
    - [Skills](https://mastra.ai/docs/workspace/skills.md)
    - [Search and Indexing](https://mastra.ai/docs/workspace/search.md)
  - Browser
    - [Overview](https://mastra.ai/docs/browser/overview.md)
    - [AgentBrowser](https://mastra.ai/docs/browser/agent-browser.md)
    - [Stagehand](https://mastra.ai/docs/browser/stagehand.md)
    - [Firecrawl](https://mastra.ai/docs/browser/firecrawl.md)
    - [Recording](https://mastra.ai/docs/browser/recording.md)
    - [BrowserViewer](https://mastra.ai/docs/browser/browser-viewer.md)
  - Channels
    - [Overview](https://mastra.ai/docs/capabilities/channels/overview.md)
    - [Slack](https://mastra.ai/docs/capabilities/channels/slack.md)
    - [Microsoft Teams](https://mastra.ai/docs/capabilities/channels/teams.md)
    - [Discord](https://mastra.ai/docs/capabilities/channels/discord.md)
    - [Telegram](https://mastra.ai/docs/capabilities/channels/telegram.md)
    - [WhatsApp](https://mastra.ai/docs/capabilities/channels/whatsapp.md)
    - [More](https://mastra.ai/docs/capabilities/channels/other-adapters.md)
  - RAG
    - [Overview](https://mastra.ai/docs/rag/overview.md)
    - [Chunking and Embedding](https://mastra.ai/docs/rag/chunking-and-embedding.md)
    - [Vector Databases](https://mastra.ai/docs/rag/vector-databases.md)
    - [Retrieval](https://mastra.ai/docs/rag/retrieval.md)
    - [GraphRAG](https://mastra.ai/docs/rag/graph-rag.md)
  - Voice
    - [Overview](https://mastra.ai/docs/voice/overview.md)
    - [Text to Speech](https://mastra.ai/docs/voice/text-to-speech.md)
    - [Speech to Text](https://mastra.ai/docs/voice/speech-to-text.md)
    - [Speech to Speech](https://mastra.ai/docs/voice/speech-to-speech.md)
    - [LiveKit](https://mastra.ai/docs/voice/livekit.md)
- Long-running Agents
  - [Durable Agents](https://mastra.ai/docs/long-running-agents/durable-agents.md)
  - [Background Tasks](https://mastra.ai/docs/long-running-agents/background-tasks.md)
  - [Goals](https://mastra.ai/docs/long-running-agents/goals.md)
  - [Schedules](https://mastra.ai/docs/long-running-agents/schedules.md)
  - [Signals](https://mastra.ai/docs/long-running-agents/signals.md)
  - [Signal Providers](https://mastra.ai/docs/long-running-agents/signal-providers.md)
  - Agent Controller
    - [Overview](https://mastra.ai/docs/agent-controller/overview.md)
    - [Session](https://mastra.ai/docs/agent-controller/session.md)
    - [Modes](https://mastra.ai/docs/agent-controller/modes.md)
    - [Threads and State](https://mastra.ai/docs/agent-controller/threads-and-state.md)
    - [Subagents](https://mastra.ai/docs/agent-controller/subagents.md)
    - [Tool Approvals](https://mastra.ai/docs/agent-controller/tool-approvals.md)
- Production
  - Server
    - [Overview](https://mastra.ai/docs/server/mastra-server.md)
    - [Server Adapters](https://mastra.ai/docs/server/server-adapters.md)
    - [Custom Adapters](https://mastra.ai/docs/server/custom-adapters.md)
    - [Middleware](https://mastra.ai/docs/server/middleware.md)
    - [Request Context](https://mastra.ai/docs/server/request-context.md)
    - [PubSub](https://mastra.ai/docs/server/pubsub.md)
    - [Custom API Routes](https://mastra.ai/docs/server/custom-api-routes.md)
    - [Mastra Client](https://mastra.ai/docs/server/mastra-client.md)
    - Auth
      - [Overview](https://mastra.ai/docs/server/auth/index.md)
      - [Auth0](https://mastra.ai/docs/server/auth/auth0.md)
      - [Better Auth](https://mastra.ai/docs/server/auth/better-auth.md)
      - [Clerk](https://mastra.ai/docs/server/auth/clerk.md)
      - [Composite Auth](https://mastra.ai/docs/server/auth/composite-auth.md)
      - [Custom Auth Provider](https://mastra.ai/docs/server/auth/custom-auth-provider.md)
      - [Firebase](https://mastra.ai/docs/server/auth/firebase.md)
      - [Fine-Grained Authorization](https://mastra.ai/docs/server/auth/fga.md)
      - [Google](https://mastra.ai/docs/server/auth/google.md)
      - [JSON Web Token](https://mastra.ai/docs/server/auth/jwt.md)
      - [Okta](https://mastra.ai/docs/server/auth/okta.md)
      - [Simple Auth](https://mastra.ai/docs/server/auth/simple-auth.md)
      - [Supabase](https://mastra.ai/docs/server/auth/supabase.md)
      - [WorkOS](https://mastra.ai/docs/server/auth/workos.md)
  - Observability
    - [Overview](https://mastra.ai/docs/observability/overview.md)
    - [Config](https://mastra.ai/docs/observability/config.md)
    - [Storage](https://mastra.ai/docs/observability/storage.md)
    - [Logging](https://mastra.ai/docs/observability/logging.md)
    - [Feedback](https://mastra.ai/docs/observability/feedback.md)
    - Metrics
      - [Overview](https://mastra.ai/docs/observability/metrics/overview.md)
      - [Querying metrics](https://mastra.ai/docs/observability/metrics/querying.md)
    - Tracing
      - [Overview](https://mastra.ai/docs/observability/tracing/overview.md)
    - Integrations
      - [Overview](https://mastra.ai/docs/observability/integrations/overview.md)
      - Bridges
        - [Datadog](https://mastra.ai/docs/observability/integrations/bridges/datadog.md)
        - [OpenTelemetry](https://mastra.ai/docs/observability/integrations/bridges/otel.md)
      - Exporters
        - [Mastra Storage](https://mastra.ai/docs/observability/integrations/exporters/mastra-storage.md)
        - [Mastra platform](https://mastra.ai/docs/observability/integrations/exporters/mastra-platform.md)
        - [Arize](https://mastra.ai/docs/observability/integrations/exporters/arize.md)
        - [Arthur](https://mastra.ai/docs/observability/integrations/exporters/arthur.md)
        - [Braintrust](https://mastra.ai/docs/observability/integrations/exporters/braintrust.md)
        - [Datadog](https://mastra.ai/docs/observability/integrations/exporters/datadog.md)
        - [Laminar](https://mastra.ai/docs/observability/integrations/exporters/laminar.md)
        - [Langfuse](https://mastra.ai/docs/observability/integrations/exporters/langfuse.md)
        - [LangSmith](https://mastra.ai/docs/observability/integrations/exporters/langsmith.md)
        - [OpenTelemetry](https://mastra.ai/docs/observability/integrations/exporters/otel.md)
        - [PostHog](https://mastra.ai/docs/observability/integrations/exporters/posthog.md)
        - [Sentry](https://mastra.ai/docs/observability/integrations/exporters/sentry.md)
      - Processors
        - [SensitiveDataFilter](https://mastra.ai/docs/observability/integrations/processors/sensitive-data-filter.md)
  - Evals
    - [Overview](https://mastra.ai/docs/evals/overview.md)
    - [Built-in Scorers](https://mastra.ai/docs/evals/built-in-scorers.md)
    - [Quick Checks](https://mastra.ai/docs/evals/quick-checks.md)
    - [Gates and Verdicts](https://mastra.ai/docs/evals/gates-and-verdicts.md)
    - [Multi-turn Evals](https://mastra.ai/docs/evals/multi-turn.md)
    - [Custom Scorers](https://mastra.ai/docs/evals/custom-scorers.md)
    - [Running in CI](https://mastra.ai/docs/evals/running-in-ci.md)
    - [Evals with Memory](https://mastra.ai/docs/evals/evals-with-memory.md)
    - Datasets
      - [Overview](https://mastra.ai/docs/evals/datasets/overview.md)
      - [Running Experiments](https://mastra.ai/docs/evals/datasets/running-experiments.md)
  - Deployment
    - [Overview](https://mastra.ai/docs/deployment/overview.md)
    - [Mastra Server](https://mastra.ai/docs/deployment/mastra-server.md)
    - [Monorepo](https://mastra.ai/docs/deployment/monorepo.md)
    - [Cloud Providers](https://mastra.ai/docs/deployment/cloud-providers.md)
    - [Sandbox](https://mastra.ai/docs/deployment/sandbox.md)
    - [Web Framework](https://mastra.ai/docs/deployment/web-framework.md)
    - [Workflow Runners](https://mastra.ai/docs/deployment/workflow-runners.md)

## Models

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

## Guides

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

## Reference

- [Overview](https://mastra.ai/reference.md)
- [Configuration](https://mastra.ai/reference/configuration.md)
- [Project Structure](https://mastra.ai/reference/project-structure.md)
- ACP
  - [AcpAgent](https://mastra.ai/reference/acp/acp-agent.md)
  - [createACPTool()](https://mastra.ai/reference/acp/create-acp-tool.md)
- AgentController
  - [AgentController Class](https://mastra.ai/reference/agent-controller/agent-controller-class.md)
  - [Session Class](https://mastra.ai/reference/agent-controller/session.md)
- Agents
  - [Agent Class](https://mastra.ai/reference/agents/agent.md)
  - [Channels](https://mastra.ai/reference/agents/channels.md)
  - [createInngestAgent()](https://mastra.ai/reference/agents/inngest-agent.md)
  - [createSkill()](https://mastra.ai/reference/agents/createSkill.md)
  - [DurableAgent](https://mastra.ai/reference/agents/durable-agent.md)
  - [.generate()](https://mastra.ai/reference/agents/generate.md)
  - [.generateLegacy()](https://mastra.ai/reference/agents/generateLegacy.md)
  - [.getDefaultGenerateOptionsLegacy()](https://mastra.ai/reference/agents/getDefaultGenerateOptions.md)
  - [.getDefaultOptions()](https://mastra.ai/reference/agents/getDefaultOptions.md)
  - [.getDefaultStreamOptionsLegacy()](https://mastra.ai/reference/agents/getDefaultStreamOptions.md)
  - [.getDescription()](https://mastra.ai/reference/agents/getDescription.md)
  - [.getInstructions()](https://mastra.ai/reference/agents/getInstructions.md)
  - [.getLLM()](https://mastra.ai/reference/agents/getLLM.md)
  - [.getMemory()](https://mastra.ai/reference/agents/getMemory.md)
  - [.getMetadata()](https://mastra.ai/reference/agents/getMetadata.md)
  - [.getModel()](https://mastra.ai/reference/agents/getModel.md)
  - [.getSkill()](https://mastra.ai/reference/agents/getSkill.md)
  - [.getTools()](https://mastra.ai/reference/agents/getTools.md)
  - [.getVoice()](https://mastra.ai/reference/agents/getVoice.md)
  - [.listAgents()](https://mastra.ai/reference/agents/listAgents.md)
  - [.listScorers()](https://mastra.ai/reference/agents/listScorers.md)
  - [.listSkills()](https://mastra.ai/reference/agents/listSkills.md)
  - [.listSuspendedRuns()](https://mastra.ai/reference/agents/listSuspendedRuns.md)
  - [.listTools()](https://mastra.ai/reference/agents/listTools.md)
  - [.listWorkflows()](https://mastra.ai/reference/agents/listWorkflows.md)
  - [.network()](https://mastra.ai/reference/agents/network.md)
- AI SDK
  - [chatRoute()](https://mastra.ai/reference/ai-sdk/chat-route.md)
  - [handleChatStream()](https://mastra.ai/reference/ai-sdk/handle-chat-stream.md)
  - [handleNetworkStream()](https://mastra.ai/reference/ai-sdk/handle-network-stream.md)
  - [handleWorkflowStream()](https://mastra.ai/reference/ai-sdk/handle-workflow-stream.md)
  - [networkRoute()](https://mastra.ai/reference/ai-sdk/network-route.md)
  - [toAISdkMessages()](https://mastra.ai/reference/ai-sdk/to-ai-sdk-messages.md)
  - [toAISdkStream()](https://mastra.ai/reference/ai-sdk/to-ai-sdk-stream.md)
  - [toAISdkV4Messages()](https://mastra.ai/reference/ai-sdk/to-ai-sdk-v4-messages.md)
  - [toAISdkV5Messages()](https://mastra.ai/reference/ai-sdk/to-ai-sdk-v5-messages.md)
  - [withMastra()](https://mastra.ai/reference/ai-sdk/with-mastra.md)
  - [workflowRoute()](https://mastra.ai/reference/ai-sdk/workflow-route.md)
  - [workflowSnapshotToStream()](https://mastra.ai/reference/ai-sdk/workflow-snapshot-to-stream.md)
- Auth
  - [Auth0](https://mastra.ai/reference/auth/auth0.md)
  - [Better Auth](https://mastra.ai/reference/auth/better-auth.md)
  - [Clerk](https://mastra.ai/reference/auth/clerk.md)
  - [Firebase](https://mastra.ai/reference/auth/firebase.md)
  - [Google](https://mastra.ai/reference/auth/google.md)
  - [JSON Web Token](https://mastra.ai/reference/auth/jwt.md)
  - [Okta](https://mastra.ai/reference/auth/okta.md)
  - [Supabase](https://mastra.ai/reference/auth/supabase.md)
  - [WorkOS](https://mastra.ai/reference/auth/workos.md)
- Browser
  - [AgentBrowser](https://mastra.ai/reference/browser/agent-browser.md)
  - [BrowserViewer](https://mastra.ai/reference/browser/browser-viewer.md)
  - [FirecrawlBrowser](https://mastra.ai/reference/browser/firecrawl-browser.md)
  - [MastraBrowser Class](https://mastra.ai/reference/browser/mastra-browser.md)
  - [StagehandBrowser](https://mastra.ai/reference/browser/stagehand-browser.md)
- Channel Providers
  - [ChannelProvider](https://mastra.ai/reference/channels/channel-provider.md)
  - [SlackProvider](https://mastra.ai/reference/channels/slack-provider.md)
- CLI
  - [create-mastra](https://mastra.ai/reference/cli/create-mastra.md)
  - [mastra](https://mastra.ai/reference/cli/mastra.md)
- Client SDK
  - [Agent Builder API](https://mastra.ai/reference/client-js/agent-builder.md)
  - [Agents API](https://mastra.ai/reference/client-js/agents.md)
  - [Conversations API](https://mastra.ai/reference/client-js/conversations.md)
  - [Error Handling](https://mastra.ai/reference/client-js/error-handling.md)
  - [Logs API](https://mastra.ai/reference/client-js/logs.md)
  - [Mastra Client SDK](https://mastra.ai/reference/client-js/mastra-client.md)
  - [Memory API](https://mastra.ai/reference/client-js/memory.md)
  - [Observability API](https://mastra.ai/reference/client-js/observability.md)
  - [Responses API](https://mastra.ai/reference/client-js/responses.md)
  - [Telemetry API](https://mastra.ai/reference/client-js/telemetry.md)
  - [Tools API](https://mastra.ai/reference/client-js/tools.md)
  - [Vectors API](https://mastra.ai/reference/client-js/vectors.md)
  - [Workflows API](https://mastra.ai/reference/client-js/workflows.md)
- Code SDK
  - [mountAgentControllerOnMastra()](https://mastra.ai/reference/code-sdk/mount-agent-controller.md)
- Coding Agent
  - [buildBasePrompt()](https://mastra.ai/reference/coding-agent/build-base-prompt.md)
  - [createCodingAgent()](https://mastra.ai/reference/coding-agent/create-coding-agent.md)
- Core
  - [Mastra Class](https://mastra.ai/reference/core/mastra-class.md)
  - [MastraModelGateway](https://mastra.ai/reference/core/mastra-model-gateway.md)
  - [.addGateway()](https://mastra.ai/reference/core/addGateway.md)
  - [.getAgent()](https://mastra.ai/reference/core/getAgent.md)
  - [.getAgentById()](https://mastra.ai/reference/core/getAgentById.md)
  - [.getDeployer()](https://mastra.ai/reference/core/getDeployer.md)
  - [.getEditor()](https://mastra.ai/reference/core/getEditor.md)
  - [.getGateway()](https://mastra.ai/reference/core/getGateway.md)
  - [.getGatewayById()](https://mastra.ai/reference/core/getGatewayById.md)
  - [.getLogger()](https://mastra.ai/reference/core/getLogger.md)
  - [.getMCPServer()](https://mastra.ai/reference/core/getMCPServer.md)
  - [.getMCPServerById()](https://mastra.ai/reference/core/getMCPServerById.md)
  - [.getMemory()](https://mastra.ai/reference/core/getMemory.md)
  - [.getScorer()](https://mastra.ai/reference/core/getScorer.md)
  - [.getScorerById()](https://mastra.ai/reference/core/getScorerById.md)
  - [.getServer()](https://mastra.ai/reference/core/getServer.md)
  - [.getStorage()](https://mastra.ai/reference/core/getStorage.md)
  - [.getTelemetry()](https://mastra.ai/reference/core/getTelemetry.md)
  - [.getTool()](https://mastra.ai/reference/core/getTool.md)
  - [.getToolById()](https://mastra.ai/reference/core/getToolById.md)
  - [.getVector()](https://mastra.ai/reference/core/getVector.md)
  - [.getWorkflow()](https://mastra.ai/reference/core/getWorkflow.md)
  - [.listAgents()](https://mastra.ai/reference/core/listAgents.md)
  - [.listGateways()](https://mastra.ai/reference/core/listGateways.md)
  - [.listLogs()](https://mastra.ai/reference/core/listLogs.md)
  - [.listLogsByRunId()](https://mastra.ai/reference/core/listLogsByRunId.md)
  - [.listMCPServers()](https://mastra.ai/reference/core/listMCPServers.md)
  - [.listMemory()](https://mastra.ai/reference/core/listMemory.md)
  - [.listScorers()](https://mastra.ai/reference/core/listScorers.md)
  - [.listTools()](https://mastra.ai/reference/core/listTools.md)
  - [.listVectors()](https://mastra.ai/reference/core/listVectors.md)
  - [.listWorkflows()](https://mastra.ai/reference/core/listWorkflows.md)
  - [.removeWorkspace()](https://mastra.ai/reference/core/removeWorkspace.md)
  - [.setLogger()](https://mastra.ai/reference/core/setLogger.md)
  - [.setStorage()](https://mastra.ai/reference/core/setStorage.md)
- Deployer
  - [Cloudflare](https://mastra.ai/reference/deployer/cloudflare.md)
  - [Deployer](https://mastra.ai/reference/deployer/index.md)
  - [Netlify](https://mastra.ai/reference/deployer/netlify.md)
  - [Vercel](https://mastra.ai/reference/deployer/vercel.md)
- Editor
  - [BlobStoreProvider](https://mastra.ai/reference/editor/blob-store-provider.md)
  - [MastraEditor Class](https://mastra.ai/reference/editor/mastra-editor.md)
  - [ProcessorProvider](https://mastra.ai/reference/editor/processor-provider.md)
  - [ToolProvider](https://mastra.ai/reference/editor/tool-provider.md)
  - Agent Builder
    - [AgentBuilderOptions](https://mastra.ai/reference/editor/agent-builder/agent-builder-options.md)
    - [BuilderAgentDefaults](https://mastra.ai/reference/editor/agent-builder/builder-agent-defaults.md)
    - [Models default](https://mastra.ai/reference/editor/agent-builder/builder-models.md)
  - Browser
    - [BrowserProvider](https://mastra.ai/reference/editor/browser-provider.md)
    - [StorageBrowserRef](https://mastra.ai/reference/editor/storage-browser-ref.md)
  - Workspace
    - [FilesystemProvider](https://mastra.ai/reference/editor/filesystem-provider.md)
    - [SandboxProvider](https://mastra.ai/reference/editor/sandbox-provider.md)
    - [StorageWorkspaceRef](https://mastra.ai/reference/editor/storage-workspace-ref.md)
- Evals
  - [createScorer()](https://mastra.ai/reference/evals/create-scorer.md)
  - [filterRun()](https://mastra.ai/reference/evals/filter-run.md)
  - [MastraScorer](https://mastra.ai/reference/evals/mastra-scorer.md)
  - [Quick Checks](https://mastra.ai/reference/evals/checks.md)
  - [runEvals()](https://mastra.ai/reference/evals/run-evals.md)
  - [Scorer Utils](https://mastra.ai/reference/evals/scorer-utils.md)
  - Built-in scorers
    - [Answer Relevancy Scorer](https://mastra.ai/reference/evals/answer-relevancy.md)
    - [Answer Similarity Scorer](https://mastra.ai/reference/evals/answer-similarity.md)
    - [Bias](https://mastra.ai/reference/evals/bias.md)
    - [Completeness](https://mastra.ai/reference/evals/completeness.md)
    - [Content Similarity Scorer](https://mastra.ai/reference/evals/content-similarity.md)
    - [Context Precision Scorer](https://mastra.ai/reference/evals/context-precision.md)
    - [Context Relevance Scorer](https://mastra.ai/reference/evals/context-relevance.md)
    - [Faithfulness](https://mastra.ai/reference/evals/faithfulness.md)
    - [Hallucination](https://mastra.ai/reference/evals/hallucination.md)
    - [Keyword Coverage Scorer](https://mastra.ai/reference/evals/keyword-coverage.md)
    - [Noise Sensitivity Scorer](https://mastra.ai/reference/evals/noise-sensitivity.md)
    - [Prompt Alignment Scorer](https://mastra.ai/reference/evals/prompt-alignment.md)
    - [Rubric Scorer](https://mastra.ai/reference/evals/rubric.md)
    - [Textual Difference Scorer](https://mastra.ai/reference/evals/textual-difference.md)
    - [Tone Consistency Scorer](https://mastra.ai/reference/evals/tone-consistency.md)
    - [Tool Call Accuracy Scorers](https://mastra.ai/reference/evals/tool-call-accuracy.md)
    - [Toxicity](https://mastra.ai/reference/evals/toxicity.md)
    - [Trajectory Accuracy Scorers](https://mastra.ai/reference/evals/trajectory-accuracy.md)
  - Datasets
    - [Dataset Class](https://mastra.ai/reference/datasets/dataset.md)
    - [DatasetsManager Class](https://mastra.ai/reference/datasets/datasets-manager.md)
    - [.addItem()](https://mastra.ai/reference/datasets/addItem.md)
    - [.addItems()](https://mastra.ai/reference/datasets/addItems.md)
    - [.compareExperiments()](https://mastra.ai/reference/datasets/compareExperiments.md)
    - [.create()](https://mastra.ai/reference/datasets/create.md)
    - [.delete()](https://mastra.ai/reference/datasets/delete.md)
    - [.deleteExperiment()](https://mastra.ai/reference/datasets/deleteExperiment.md)
    - [.deleteItem()](https://mastra.ai/reference/datasets/deleteItem.md)
    - [.deleteItems()](https://mastra.ai/reference/datasets/deleteItems.md)
    - [.get()](https://mastra.ai/reference/datasets/get.md)
    - [.getDetails()](https://mastra.ai/reference/datasets/getDetails.md)
    - [.getExperiment()](https://mastra.ai/reference/datasets/getExperiment.md)
    - [.getItem()](https://mastra.ai/reference/datasets/getItem.md)
    - [.getItemHistory()](https://mastra.ai/reference/datasets/getItemHistory.md)
    - [.list()](https://mastra.ai/reference/datasets/list.md)
    - [.listExperimentResults()](https://mastra.ai/reference/datasets/listExperimentResults.md)
    - [.listExperiments()](https://mastra.ai/reference/datasets/listExperiments.md)
    - [.listItems()](https://mastra.ai/reference/datasets/listItems.md)
    - [.listVersions()](https://mastra.ai/reference/datasets/listVersions.md)
    - [.startExperiment()](https://mastra.ai/reference/datasets/startExperiment.md)
    - [.startExperimentAsync()](https://mastra.ai/reference/datasets/startExperimentAsync.md)
    - [.update()](https://mastra.ai/reference/datasets/update.md)
    - [.updateItem()](https://mastra.ai/reference/datasets/updateItem.md)
- File-based Agents
  - [config.ts](https://mastra.ai/reference/file-based-agents/config.md)
  - [Instructions](https://mastra.ai/reference/file-based-agents/instructions.md)
  - [Logger](https://mastra.ai/reference/file-based-agents/logger.md)
  - [Memory](https://mastra.ai/reference/file-based-agents/memory.md)
  - [Observability](https://mastra.ai/reference/file-based-agents/observability.md)
  - [Processors](https://mastra.ai/reference/file-based-agents/processors.md)
  - [Scorers](https://mastra.ai/reference/file-based-agents/scorers.md)
  - [Server](https://mastra.ai/reference/file-based-agents/server.md)
  - [Skills](https://mastra.ai/reference/file-based-agents/skills.md)
  - [Storage](https://mastra.ai/reference/file-based-agents/storage.md)
  - [Studio](https://mastra.ai/reference/file-based-agents/studio.md)
  - [Subagents](https://mastra.ai/reference/file-based-agents/subagents.md)
  - [Tools](https://mastra.ai/reference/file-based-agents/tools.md)
  - [Workflows](https://mastra.ai/reference/file-based-agents/workflows.md)
  - [Workspace](https://mastra.ai/reference/file-based-agents/workspace.md)
- Mastra platform
  - [API Reference](https://mastra.ai/reference/mastra-platform/api.md)
- Memory
  - [Cloned Thread Utilities](https://mastra.ai/reference/memory/clone-utilities.md)
  - [Memory Class](https://mastra.ai/reference/memory/memory-class.md)
  - [Observational Memory](https://mastra.ai/reference/memory/observational-memory.md)
  - [SerializedMemoryConfig](https://mastra.ai/reference/memory/serialized-memory-config.md)
  - [summarizeConversation()](https://mastra.ai/reference/memory/summarizeConversation.md)
  - [.cloneThread()](https://mastra.ai/reference/memory/cloneThread.md)
  - [.createThread()](https://mastra.ai/reference/memory/createThread.md)
  - [.deleteMessages()](https://mastra.ai/reference/memory/deleteMessages.md)
  - [.getThreadById()](https://mastra.ai/reference/memory/getThreadById.md)
  - [.listThreads()](https://mastra.ai/reference/memory/listThreads.md)
  - [.recall()](https://mastra.ai/reference/memory/recall.md)
  - [.summarizeThread()](https://mastra.ai/reference/memory/summarizeThread.md)
- Observability
  - Feedback
    - [Feedback](https://mastra.ai/reference/observability/feedback.md)
  - Logging
    - [PinoLogger](https://mastra.ai/reference/logging/pino-logger.md)
  - Metrics
    - [Automatic Metrics](https://mastra.ai/reference/observability/metrics/automatic-metrics.md)
  - Tracing
    - [Configuration](https://mastra.ai/reference/observability/tracing/configuration.md)
    - [Instances](https://mastra.ai/reference/observability/tracing/instances.md)
    - [Interfaces](https://mastra.ai/reference/observability/tracing/interfaces.md)
    - [Span filtering](https://mastra.ai/reference/observability/tracing/span-filtering.md)
    - [Spans](https://mastra.ai/reference/observability/tracing/spans.md)
    - Bridges
      - [DatadogBridge](https://mastra.ai/reference/observability/tracing/bridges/datadog.md)
      - [OtelBridge](https://mastra.ai/reference/observability/tracing/bridges/otel.md)
    - Exporters
      - [Arize](https://mastra.ai/reference/observability/tracing/exporters/arize.md)
      - [Arthur](https://mastra.ai/reference/observability/tracing/exporters/arthur.md)
      - [Braintrust](https://mastra.ai/reference/observability/tracing/exporters/braintrust.md)
      - [CloudExporter (deprecated)](https://mastra.ai/reference/observability/tracing/exporters/cloud-exporter.md)
      - [Console](https://mastra.ai/reference/observability/tracing/exporters/console-exporter.md)
      - [Datadog](https://mastra.ai/reference/observability/tracing/exporters/datadog.md)
      - [DefaultExporter (deprecated)](https://mastra.ai/reference/observability/tracing/exporters/default-exporter.md)
      - [Laminar](https://mastra.ai/reference/observability/tracing/exporters/laminar.md)
      - [Langfuse](https://mastra.ai/reference/observability/tracing/exporters/langfuse.md)
      - [LangSmith](https://mastra.ai/reference/observability/tracing/exporters/langsmith.md)
      - [MastraPlatformExporter](https://mastra.ai/reference/observability/tracing/exporters/mastra-platform-exporter.md)
      - [MastraStorageExporter](https://mastra.ai/reference/observability/tracing/exporters/mastra-storage-exporter.md)
      - [OpenTelemetry](https://mastra.ai/reference/observability/tracing/exporters/otel.md)
      - [PostHog](https://mastra.ai/reference/observability/tracing/exporters/posthog.md)
      - [Sentry](https://mastra.ai/reference/observability/tracing/exporters/sentry.md)
    - Processors
      - [SensitiveDataFilter](https://mastra.ai/reference/observability/tracing/processors/sensitive-data-filter.md)
- Processors
  - [BatchPartsProcessor](https://mastra.ai/reference/processors/batch-parts-processor.md)
  - [CostGuardProcessor](https://mastra.ai/reference/processors/cost-guard-processor.md)
  - [LanguageDetector](https://mastra.ai/reference/processors/language-detector.md)
  - [MessageHistory](https://mastra.ai/reference/processors/message-history-processor.md)
  - [ModerationProcessor](https://mastra.ai/reference/processors/moderation-processor.md)
  - [PIIDetector](https://mastra.ai/reference/processors/pii-detector.md)
  - [PrefillErrorHandler](https://mastra.ai/reference/processors/prefill-error-handler.md)
  - [Processor Interface](https://mastra.ai/reference/processors/processor-interface.md)
  - [PromptInjectionDetector](https://mastra.ai/reference/processors/prompt-injection-detector.md)
  - [ProviderHistoryCompat](https://mastra.ai/reference/processors/provider-history-compat.md)
  - [RegexFilterProcessor](https://mastra.ai/reference/processors/regex-filter-processor.md)
  - [ResponseCache](https://mastra.ai/reference/processors/response-cache.md)
  - [SemanticRecall](https://mastra.ai/reference/processors/semantic-recall-processor.md)
  - [SkillSearchProcessor](https://mastra.ai/reference/processors/skill-search-processor.md)
  - [StreamErrorRetryProcessor](https://mastra.ai/reference/processors/stream-error-retry-processor.md)
  - [SystemPromptScrubber](https://mastra.ai/reference/processors/system-prompt-scrubber.md)
  - [TokenLimiterProcessor](https://mastra.ai/reference/processors/token-limiter-processor.md)
  - [ToolCallFilter](https://mastra.ai/reference/processors/tool-call-filter.md)
  - [ToolSearchProcessor](https://mastra.ai/reference/processors/tool-search-processor.md)
  - [UnicodeNormalizer](https://mastra.ai/reference/processors/unicode-normalizer.md)
  - [WorkingMemory](https://mastra.ai/reference/processors/working-memory-processor.md)
- PubSub
  - [CachingPubSub](https://mastra.ai/reference/pubsub/caching-pubsub.md)
  - [EventEmitterPubSub](https://mastra.ai/reference/pubsub/event-emitter.md)
  - [GoogleCloudPubSub](https://mastra.ai/reference/pubsub/google-cloud-pubsub.md)
  - [LeaseProvider](https://mastra.ai/reference/pubsub/lease-provider.md)
  - [PubSub](https://mastra.ai/reference/pubsub/base.md)
  - [RedisStreamsPubSub](https://mastra.ai/reference/pubsub/redis-streams.md)
  - [UnixSocketPubSub](https://mastra.ai/reference/pubsub/unix-socket-pubsub.md)
- RAG
  - [DatabaseConfig](https://mastra.ai/reference/rag/database-config.md)
  - [Embed](https://mastra.ai/reference/rag/embeddings.md)
  - [ExtractParams](https://mastra.ai/reference/rag/extract-params.md)
  - [GraphRAG](https://mastra.ai/reference/rag/graph-rag.md)
  - [MDocument](https://mastra.ai/reference/rag/document.md)
  - [Metadata Filters](https://mastra.ai/reference/rag/metadata-filters.md)
  - [rerank()](https://mastra.ai/reference/rag/rerank.md)
  - [rerankWithScorer()](https://mastra.ai/reference/rag/rerankWithScorer.md)
  - [.chunk()](https://mastra.ai/reference/rag/chunk.md)
- Schedules
  - [Overview](https://mastra.ai/reference/schedules/overview.md)
- Server
  - [createRoute()](https://mastra.ai/reference/server/create-route.md)
  - [Express Adapter](https://mastra.ai/reference/server/express-adapter.md)
  - [Fastify Adapter](https://mastra.ai/reference/server/fastify-adapter.md)
  - [Hono Adapter](https://mastra.ai/reference/server/hono-adapter.md)
  - [Koa Adapter](https://mastra.ai/reference/server/koa-adapter.md)
  - [MastraServer](https://mastra.ai/reference/server/mastra-server.md)
  - [NestJS Adapter](https://mastra.ai/reference/server/nestjs-adapter.md)
  - [registerApiRoute()](https://mastra.ai/reference/server/register-api-route.md)
  - [Server Routes](https://mastra.ai/reference/server/routes.md)
- Signals
  - [createNotificationInboxTool()](https://mastra.ai/reference/signals/create-notification-inbox-tool.md)
  - [SignalProvider](https://mastra.ai/reference/signals/signal-provider.md)
  - [TaskSignalProvider](https://mastra.ai/reference/signals/task-signal-provider.md)
  - [WebhookSignalProvider](https://mastra.ai/reference/signals/webhook-signal-provider.md)
- Storage
  - [Overview](https://mastra.ai/reference/storage/overview.md)
  - [Aurora DSQL Storage](https://mastra.ai/reference/storage/dsql.md)
  - [ClickHouse Storage](https://mastra.ai/reference/storage/clickhouse.md)
  - [Cloudflare D1 Storage](https://mastra.ai/reference/storage/cloudflare-d1.md)
  - [Cloudflare KV Storage](https://mastra.ai/reference/storage/cloudflare.md)
  - [Composite Storage](https://mastra.ai/reference/storage/composite.md)
  - [Convex Storage](https://mastra.ai/reference/storage/convex.md)
  - [DuckDB Storage](https://mastra.ai/reference/storage/duckdb.md)
  - [DynamoDB Storage](https://mastra.ai/reference/storage/dynamodb.md)
  - [Google Cloud Spanner Storage](https://mastra.ai/reference/storage/spanner.md)
  - [LanceDB Storage](https://mastra.ai/reference/storage/lance.md)
  - [libSQL Storage](https://mastra.ai/reference/storage/libsql.md)
  - [MongoDB Storage](https://mastra.ai/reference/storage/mongodb.md)
  - [MSSQL Storage](https://mastra.ai/reference/storage/mssql.md)
  - [PostgreSQL Storage](https://mastra.ai/reference/storage/postgresql.md)
  - [Redis Storage](https://mastra.ai/reference/storage/redis.md)
  - [Retention (prune)](https://mastra.ai/reference/storage/retention.md)
  - [Upstash Storage](https://mastra.ai/reference/storage/upstash.md)
- Streaming
  - [ChunkType](https://mastra.ai/reference/streaming/ChunkType.md)
  - Agents
    - [MastraModelOutput](https://mastra.ai/reference/streaming/agents/MastraModelOutput.md)
    - [.stream()](https://mastra.ai/reference/streaming/agents/stream.md)
    - [.streamLegacy()](https://mastra.ai/reference/streaming/agents/streamLegacy.md)
    - [.streamUntilIdle()](https://mastra.ai/reference/streaming/agents/streamUntilIdle.md)
  - Workflows
    - [.observeStream()](https://mastra.ai/reference/streaming/workflows/observeStream.md)
    - [.resumeStream()](https://mastra.ai/reference/streaming/workflows/resumeStream.md)
    - [.stream()](https://mastra.ai/reference/streaming/workflows/stream.md)
    - [.timeTravelStream()](https://mastra.ai/reference/streaming/workflows/timeTravelStream.md)
- Templates
  - [Overview](https://mastra.ai/reference/templates/overview.md)
- Tools and MCP
  - [askUserTool](https://mastra.ai/reference/tools/ask-user-tool.md)
  - [Bright Data Tools](https://mastra.ai/reference/tools/brightdata.md)
  - [createCodeMode()](https://mastra.ai/reference/tools/create-code-mode.md)
  - [createDocumentChunkerTool()](https://mastra.ai/reference/tools/document-chunker-tool.md)
  - [createGraphRAGTool()](https://mastra.ai/reference/tools/graph-rag-tool.md)
  - [createTool()](https://mastra.ai/reference/tools/create-tool.md)
  - [createVectorQueryTool()](https://mastra.ai/reference/tools/vector-query-tool.md)
  - [MCPClient](https://mastra.ai/reference/tools/mcp-client.md)
  - [MCPServer](https://mastra.ai/reference/tools/mcp-server.md)
  - [Perplexity Tools](https://mastra.ai/reference/tools/perplexity.md)
  - [submitPlanTool](https://mastra.ai/reference/tools/submit-plan-tool.md)
  - [Task tools](https://mastra.ai/reference/tools/task-tools.md)
  - [Tavily Tools](https://mastra.ai/reference/tools/tavily.md)
- Vectors
  - [Amazon S3 Vector Store](https://mastra.ai/reference/vectors/s3vectors.md)
  - [Astra Vector Store](https://mastra.ai/reference/vectors/astra.md)
  - [Chroma Vector Store](https://mastra.ai/reference/vectors/chroma.md)
  - [Cloudflare Vector Store](https://mastra.ai/reference/vectors/vectorize.md)
  - [Convex Vector Store](https://mastra.ai/reference/vectors/convex.md)
  - [Couchbase Vector Store](https://mastra.ai/reference/vectors/couchbase.md)
  - [DuckDB Vector Store](https://mastra.ai/reference/vectors/duckdb.md)
  - [ElasticSearch Vector Store](https://mastra.ai/reference/vectors/elasticsearch.md)
  - [Lance Vector Store](https://mastra.ai/reference/vectors/lance.md)
  - [libSQL Vector Store](https://mastra.ai/reference/vectors/libsql.md)
  - [MongoDB Vector Store](https://mastra.ai/reference/vectors/mongodb.md)
  - [OpenSearch Vector Store](https://mastra.ai/reference/vectors/opensearch.md)
  - [PG Vector Store](https://mastra.ai/reference/vectors/pg.md)
  - [Pinecone Vector Store](https://mastra.ai/reference/vectors/pinecone.md)
  - [Qdrant Vector Store](https://mastra.ai/reference/vectors/qdrant.md)
  - [Turbopuffer Vector Store](https://mastra.ai/reference/vectors/turbopuffer.md)
  - [Upstash Vector Store](https://mastra.ai/reference/vectors/upstash.md)
- Voice
  - [AWS Nova Sonic](https://mastra.ai/reference/voice/aws-nova-sonic.md)
  - [Azure](https://mastra.ai/reference/voice/azure.md)
  - [Cloudflare](https://mastra.ai/reference/voice/cloudflare.md)
  - [Composite Voice](https://mastra.ai/reference/voice/composite-voice.md)
  - [Deepgram](https://mastra.ai/reference/voice/deepgram.md)
  - [ElevenLabs](https://mastra.ai/reference/voice/elevenlabs.md)
  - [Events](https://mastra.ai/reference/voice/voice.events.md)
  - [Google](https://mastra.ai/reference/voice/google.md)
  - [Google Gemini Live](https://mastra.ai/reference/voice/google-gemini-live.md)
  - [Inworld](https://mastra.ai/reference/voice/inworld.md)
  - [Inworld Realtime](https://mastra.ai/reference/voice/inworld-realtime.md)
  - [LiveKit](https://mastra.ai/reference/voice/livekit.md)
  - [Mastra Voice](https://mastra.ai/reference/voice/mastra-voice.md)
  - [Mistral](https://mastra.ai/reference/voice/mistral.md)
  - [Murf](https://mastra.ai/reference/voice/murf.md)
  - [OpenAI](https://mastra.ai/reference/voice/openai.md)
  - [OpenAI Realtime](https://mastra.ai/reference/voice/openai-realtime.md)
  - [PlayAI](https://mastra.ai/reference/voice/playai.md)
  - [Sarvam](https://mastra.ai/reference/voice/sarvam.md)
  - [Speechify](https://mastra.ai/reference/voice/speechify.md)
  - [xAI Realtime](https://mastra.ai/reference/voice/xai-realtime.md)
  - [.addInstructions()](https://mastra.ai/reference/voice/voice.addInstructions.md)
  - [.addTools()](https://mastra.ai/reference/voice/voice.addTools.md)
  - [.answer()](https://mastra.ai/reference/voice/voice.answer.md)
  - [.close()](https://mastra.ai/reference/voice/voice.close.md)
  - [.connect()](https://mastra.ai/reference/voice/voice.connect.md)
  - [.getSpeakers()](https://mastra.ai/reference/voice/voice.getSpeakers.md)
  - [.listen()](https://mastra.ai/reference/voice/voice.listen.md)
  - [.off()](https://mastra.ai/reference/voice/voice.off.md)
  - [.on()](https://mastra.ai/reference/voice/voice.on.md)
  - [.send()](https://mastra.ai/reference/voice/voice.send.md)
  - [.speak()](https://mastra.ai/reference/voice/voice.speak.md)
  - [.updateConfig()](https://mastra.ai/reference/voice/voice.updateConfig.md)
- Workflows
  - [Run Class](https://mastra.ai/reference/workflows/run.md)
  - [Step Class](https://mastra.ai/reference/workflows/step.md)
  - [Workflow Class](https://mastra.ai/reference/workflows/workflow.md)
  - [Workflow State Reader](https://mastra.ai/reference/workflows/workflow-state-reader.md)
  - Methods
    - [.branch()](https://mastra.ai/reference/workflows/workflow-methods/branch.md)
    - [.commit()](https://mastra.ai/reference/workflows/workflow-methods/commit.md)
    - [.createRun()](https://mastra.ai/reference/workflows/workflow-methods/create-run.md)
    - [.dountil()](https://mastra.ai/reference/workflows/workflow-methods/dountil.md)
    - [.dowhile()](https://mastra.ai/reference/workflows/workflow-methods/dowhile.md)
    - [.foreach()](https://mastra.ai/reference/workflows/workflow-methods/foreach.md)
    - [.map()](https://mastra.ai/reference/workflows/workflow-methods/map.md)
    - [.parallel()](https://mastra.ai/reference/workflows/workflow-methods/parallel.md)
    - [.sleep()](https://mastra.ai/reference/workflows/workflow-methods/sleep.md)
    - [.sleepUntil()](https://mastra.ai/reference/workflows/workflow-methods/sleepUntil.md)
    - [.then()](https://mastra.ai/reference/workflows/workflow-methods/then.md)
  - Run Methods
    - [.cancel()](https://mastra.ai/reference/workflows/run-methods/cancel.md)
    - [.restart()](https://mastra.ai/reference/workflows/run-methods/restart.md)
    - [.resume()](https://mastra.ai/reference/workflows/run-methods/resume.md)
    - [.start()](https://mastra.ai/reference/workflows/run-methods/start.md)
    - [.startAsync()](https://mastra.ai/reference/workflows/run-methods/startAsync.md)
    - [.timeTravel()](https://mastra.ai/reference/workflows/run-methods/timeTravel.md)
- Workspaces
  - [AgentCoreRuntimeSandbox](https://mastra.ai/reference/workspace/agentcore-runtime-sandbox.md)
  - [AgentFSFilesystem](https://mastra.ai/reference/workspace/agentfs-filesystem.md)
  - [AppleContainerSandbox](https://mastra.ai/reference/workspace/apple-container-sandbox.md)
  - [ArchilFilesystem](https://mastra.ai/reference/workspace/archil-filesystem.md)
  - [AzureBlobFilesystem](https://mastra.ai/reference/workspace/azure-blob-filesystem.md)
  - [BlaxelSandbox](https://mastra.ai/reference/workspace/blaxel-sandbox.md)
  - [DaytonaSandbox](https://mastra.ai/reference/workspace/daytona-sandbox.md)
  - [DockerSandbox](https://mastra.ai/reference/workspace/docker-sandbox.md)
  - [E2BSandbox](https://mastra.ai/reference/workspace/e2b-sandbox.md)
  - [FilesSDKFilesystem](https://mastra.ai/reference/workspace/files-sdk-filesystem.md)
  - [GCSFilesystem](https://mastra.ai/reference/workspace/gcs-filesystem.md)
  - [GoogleDriveFilesystem](https://mastra.ai/reference/workspace/google-drive-filesystem.md)
  - [LocalFilesystem](https://mastra.ai/reference/workspace/local-filesystem.md)
  - [LocalSandbox](https://mastra.ai/reference/workspace/local-sandbox.md)
  - [MesaFilesystem](https://mastra.ai/reference/workspace/mesa-filesystem.md)
  - [ModalSandbox](https://mastra.ai/reference/workspace/modal-sandbox.md)
  - [RailwaySandbox](https://mastra.ai/reference/workspace/railway-sandbox.md)
  - [S3Filesystem](https://mastra.ai/reference/workspace/s3-filesystem.md)
  - [SandboxProcessManager](https://mastra.ai/reference/workspace/process-manager.md)
  - [VercelSandbox](https://mastra.ai/reference/workspace/vercel-sandbox.md)
  - [VercelServerlessSandbox](https://mastra.ai/reference/workspace/vercel-serverless.md)
  - [Workspace Class](https://mastra.ai/reference/workspace/workspace-class.md)
  - [WorkspaceFilesystem](https://mastra.ai/reference/workspace/filesystem.md)
  - [WorkspaceSandbox](https://mastra.ai/reference/workspace/sandbox.md)