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llms.txt
fetched from https://mastra.ai/llms.txt
# 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)
- [Develop](https://mastra.ai/docs/develop.md)
- Build
- Agents
- [Tools](https://mastra.ai/docs/agents/tools.md)
- [Structured Output](https://mastra.ai/docs/agents/structured-output.md)
- [Human-in-the-Loop](https://mastra.ai/docs/agents/human-in-the-loop.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)
- Workflows
- [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)
- [Dynamic Workflows](https://mastra.ai/docs/workflows/dynamic-workflows.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)
- Harness
- [Durable Agents](https://mastra.ai/docs/harness/durable-agents.md)
- [Background Tasks](https://mastra.ai/docs/harness/background-tasks.md)
- [Goals](https://mastra.ai/docs/harness/goals.md)
- [Schedules](https://mastra.ai/docs/harness/schedules.md)
- [Signals](https://mastra.ai/docs/harness/signals.md)
- [Signal Providers](https://mastra.ai/docs/harness/signal-providers.md)
- [Agent Controller](https://mastra.ai/docs/harness/agent-controller.md)
- Memory
- [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)
- Extend
- [Subagents](https://mastra.ai/docs/subagents.md)
- [Skills](https://mastra.ai/docs/skills.md)
- [Channels](https://mastra.ai/docs/channels.md)
- Sandboxes
- [Filesystem](https://mastra.ai/docs/sandbox/filesystem.md)
- [Search](https://mastra.ai/docs/sandbox/search.md)
- [Skills](https://mastra.ai/docs/sandbox/skills.md)
- [Computer](https://mastra.ai/docs/sandbox/computer.md)
- [LSP](https://mastra.ai/docs/sandbox/lsp.md)
- [Browser](https://mastra.ai/docs/browser.md)
- Connections
- [MCP](https://mastra.ai/docs/connections/mcp.md)
- [A2A](https://mastra.ai/docs/connections/a2a.md)
- [ACP](https://mastra.ai/docs/connections/acp.md)
- [SDK Agents](https://mastra.ai/docs/connections/sdk-agents.md)
- Develop / Deploy
- [Storage](https://mastra.ai/docs/storage.md)
- Server
- [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)
- Studio
- [Deployment](https://mastra.ai/docs/studio/deployment.md)
- [Auth](https://mastra.ai/docs/studio/auth.md)
- [Observability](https://mastra.ai/docs/studio/observability.md)
- [Editor](https://mastra.ai/docs/studio/editor.md)
- Auth
- [Composite Auth](https://mastra.ai/docs/auth/composite-auth.md)
- [Custom Auth Provider](https://mastra.ai/docs/auth/custom-auth-provider.md)
- [Fine-Grained Authorization](https://mastra.ai/docs/auth/fga.md)
- [JSON Web Token](https://mastra.ai/docs/auth/jwt.md)
- [Simple Auth](https://mastra.ai/docs/auth/simple-auth.md)
- [Workers](https://mastra.ai/docs/auth/workers.md)
- Deploy
- [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)
- [Workers](https://mastra.ai/docs/deployment/workers.md)
- Observe
- Traces
- [Usage](https://mastra.ai/docs/observability/tracing/overview.md)
- [Logging](https://mastra.ai/docs/observability/logging.md)
- [Feedback](https://mastra.ai/docs/observability/feedback.md)
- [Storage](https://mastra.ai/docs/observability/integrations/exporters/mastra-storage.md)
- [Metrics](https://mastra.ai/docs/observability/metrics/overview.md)
- Evals
- [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)
- [Vitest Integration](https://mastra.ai/docs/evals/vitest-integration.md)
- [Evals with Memory](https://mastra.ai/docs/evals/evals-with-memory.md)
- [Datasets](https://mastra.ai/docs/evals/datasets.md)
- [Experiments](https://mastra.ai/docs/evals/experiments.md)
- More
- Guides
- [Context engineering](https://mastra.ai/docs/guides/context-engineering.md)
- [Authentication](https://mastra.ai/docs/guides/authentication-identity.md)
- [Streaming](https://mastra.ai/docs/guides/streaming.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
- Providers
## Integrations
- [Overview](https://mastra.ai/integrations.md)
- Channels
- [Discord](https://mastra.ai/integrations/channels/discord.md)
- [GitHub](https://mastra.ai/integrations/channels/github.md)
- [iMessage](https://mastra.ai/integrations/channels/imessage.md)
- [Microsoft Teams](https://mastra.ai/integrations/channels/teams.md)
- [Slack](https://mastra.ai/integrations/channels/slack.md)
- [Telegram](https://mastra.ai/integrations/channels/telegram.md)
- [WhatsApp](https://mastra.ai/integrations/channels/whatsapp.md)
- Frameworks
- [Astro](https://mastra.ai/integrations/frameworks/astro.md)
- [Electron](https://mastra.ai/integrations/frameworks/electron.md)
- [Express](https://mastra.ai/integrations/frameworks/express.md)
- [Hono](https://mastra.ai/integrations/frameworks/hono.md)
- [NestJS](https://mastra.ai/integrations/frameworks/nestjs.md)
- [Next.js](https://mastra.ai/integrations/frameworks/next-js.md)
- [Nuxt](https://mastra.ai/integrations/frameworks/nuxt.md)
- [React + Vite](https://mastra.ai/integrations/frameworks/vite-react.md)
- [SvelteKit](https://mastra.ai/integrations/frameworks/sveltekit.md)
- [TanStack Start](https://mastra.ai/integrations/frameworks/tanstack-start.md)
- Agentic UI
- [AI SDK UI](https://mastra.ai/integrations/agentic-ui/ai-sdk-ui.md)
- [Assistant UI](https://mastra.ai/integrations/agentic-ui/assistant-ui.md)
- [CopilotKit](https://mastra.ai/integrations/agentic-ui/copilotkit.md)
- [OpenUI](https://mastra.ai/integrations/agentic-ui/openui.md)
- Sandboxes
- [AgentCore](https://mastra.ai/integrations/sandboxes/agentcore.md)
- [Apple Container](https://mastra.ai/integrations/sandboxes/apple-container.md)
- [Blaxel](https://mastra.ai/integrations/sandboxes/blaxel.md)
- [Cloudflare Sandbox](https://mastra.ai/integrations/sandboxes/cloudflare-sandbox.md)
- [Daytona](https://mastra.ai/integrations/sandboxes/daytona.md)
- [Docker](https://mastra.ai/integrations/sandboxes/docker.md)
- [E2B](https://mastra.ai/integrations/sandboxes/e2b.md)
- [E2B Desktop](https://mastra.ai/integrations/sandboxes/e2b-desktop.md)
- [Modal](https://mastra.ai/integrations/sandboxes/modal.md)
- [Railway](https://mastra.ai/integrations/sandboxes/railway.md)
- [Vercel](https://mastra.ai/integrations/sandboxes/vercel.md)
- Observability
- [Arize](https://mastra.ai/integrations/observability/arize.md)
- [Arthur](https://mastra.ai/integrations/observability/arthur.md)
- [Braintrust](https://mastra.ai/integrations/observability/braintrust.md)
- [Confident AI](https://mastra.ai/integrations/observability/confident-ai.md)
- [Datadog](https://mastra.ai/integrations/observability/datadog.md)
- [Laminar](https://mastra.ai/integrations/observability/laminar.md)
- [Langfuse](https://mastra.ai/integrations/observability/langfuse.md)
- [LangSmith](https://mastra.ai/integrations/observability/langsmith.md)
- [OpenTelemetry](https://mastra.ai/integrations/observability/opentelemetry.md)
- [PostHog](https://mastra.ai/integrations/observability/posthog.md)
- [Sentry](https://mastra.ai/integrations/observability/sentry.md)
- Databases
- [Aurora DSQL](https://mastra.ai/integrations/databases/aurora-dsql.md)
- [ClickHouse](https://mastra.ai/integrations/databases/clickhouse.md)
- [Cloudflare D1](https://mastra.ai/integrations/databases/cloudflare-d1.md)
- [Cloudflare KV](https://mastra.ai/integrations/databases/cloudflare-kv.md)
- [Convex](https://mastra.ai/integrations/databases/convex.md)
- [DuckDB](https://mastra.ai/integrations/databases/duckdb.md)
- [DynamoDB](https://mastra.ai/integrations/databases/dynamodb.md)
- [Elasticsearch](https://mastra.ai/integrations/databases/elasticsearch.md)
- [Google Cloud Spanner](https://mastra.ai/integrations/databases/spanner.md)
- [LanceDB](https://mastra.ai/integrations/databases/lancedb.md)
- [libSQL](https://mastra.ai/integrations/databases/libsql.md)
- [MongoDB](https://mastra.ai/integrations/databases/mongodb.md)
- [MySQL](https://mastra.ai/integrations/databases/mysql.md)
- [MSSQL](https://mastra.ai/integrations/databases/mssql.md)
- [Neon Postgres](https://mastra.ai/integrations/databases/neon.md)
- [OracleDB](https://mastra.ai/integrations/databases/oracledb.md)
- [PostgreSQL](https://mastra.ai/integrations/databases/postgresql.md)
- [Redis](https://mastra.ai/integrations/databases/redis.md)
- [Valkey](https://mastra.ai/integrations/databases/valkey.md)
- [Upstash](https://mastra.ai/integrations/databases/upstash.md)
- Deploy
- [Amazon Bedrock AgentCore](https://mastra.ai/integrations/deploy/aws-bedrock-agentcore.md)
- [Amazon EC2](https://mastra.ai/integrations/deploy/amazon-ec2.md)
- [AWS Lambda](https://mastra.ai/integrations/deploy/aws-lambda.md)
- [Azure App Services](https://mastra.ai/integrations/deploy/azure-app-services.md)
- [Cloudflare](https://mastra.ai/integrations/deploy/cloudflare.md)
- [Digital Ocean](https://mastra.ai/integrations/deploy/digital-ocean.md)
- [Inngest](https://mastra.ai/integrations/deploy/inngest.md)
- [Kubernetes](https://mastra.ai/integrations/deploy/kubernetes.md)
- [Kubernetes (Helm)](https://mastra.ai/integrations/deploy/kubernetes-helm.md)
- [Neon](https://mastra.ai/integrations/deploy/neon.md)
- [Netlify](https://mastra.ai/integrations/deploy/netlify.md)
- [Render](https://mastra.ai/integrations/deploy/render.md)
- [Temporal](https://mastra.ai/integrations/deploy/temporal.md)
- [Vercel](https://mastra.ai/integrations/deploy/vercel.md)
- Tools
- [Bright Data](https://mastra.ai/integrations/tools/brightdata.md)
- [Firecrawl](https://mastra.ai/integrations/tools/firecrawl.md)
- [Parallel](https://mastra.ai/integrations/tools/parallel.md)
- [Perplexity](https://mastra.ai/integrations/tools/perplexity.md)
- [Tavily](https://mastra.ai/integrations/tools/tavily.md)
- Voice
- [AWS Nova Sonic](https://mastra.ai/integrations/voice/aws-nova-sonic.md)
- [Azure](https://mastra.ai/integrations/voice/azure.md)
- [Cloudflare](https://mastra.ai/integrations/voice/cloudflare.md)
- [Deepgram](https://mastra.ai/integrations/voice/deepgram.md)
- [ElevenLabs](https://mastra.ai/integrations/voice/elevenlabs.md)
- [Gladia](https://mastra.ai/integrations/voice/gladia.md)
- [Google](https://mastra.ai/integrations/voice/google.md)
- [Inworld](https://mastra.ai/integrations/voice/inworld.md)
- [LiveKit](https://mastra.ai/integrations/voice/livekit.md)
- [Mistral](https://mastra.ai/integrations/voice/mistral.md)
- [ModelsLab](https://mastra.ai/integrations/voice/modelslab.md)
- [Murf](https://mastra.ai/integrations/voice/murf.md)
- [OpenAI](https://mastra.ai/integrations/voice/openai.md)
- [Sarvam](https://mastra.ai/integrations/voice/sarvam.md)
- [Speechify](https://mastra.ai/integrations/voice/speechify.md)
- [xAI](https://mastra.ai/integrations/voice/xai.md)
- Auth
- [Auth0](https://mastra.ai/integrations/auth/auth0.md)
- [Better Auth](https://mastra.ai/integrations/auth/better-auth.md)
- [Clerk](https://mastra.ai/integrations/auth/clerk.md)
- [Firebase](https://mastra.ai/integrations/auth/firebase.md)
- [Google](https://mastra.ai/integrations/auth/google.md)
- [Okta](https://mastra.ai/integrations/auth/okta.md)
- [Supabase](https://mastra.ai/integrations/auth/supabase.md)
- [WorkOS](https://mastra.ai/integrations/auth/workos.md)
- Browsers
- [AgentBrowser](https://mastra.ai/integrations/browsers/agent-browser.md)
- [BrowserViewer](https://mastra.ai/integrations/browsers/browser-viewer.md)
- [Firecrawl](https://mastra.ai/integrations/browsers/firecrawl.md)
- [Stagehand](https://mastra.ai/integrations/browsers/stagehand.md)
- File storage
- [AgentFS](https://mastra.ai/integrations/file-storage/agentfs.md)
- [Amazon S3](https://mastra.ai/integrations/file-storage/amazon-s3.md)
- [Archil](https://mastra.ai/integrations/file-storage/archil.md)
- [Azure Blob](https://mastra.ai/integrations/file-storage/azure-blob.md)
- [Google Cloud Storage](https://mastra.ai/integrations/file-storage/google-cloud-storage.md)
- [Google Drive](https://mastra.ai/integrations/file-storage/google-drive.md)
- [Mesa](https://mastra.ai/integrations/file-storage/mesa.md)
- [Vercel Files](https://mastra.ai/integrations/file-storage/vercel-files.md)
## Reference
- [Overview](https://mastra.ai/reference.md)
- [Configuration](https://mastra.ai/reference/configuration.md)
- [Build with AI](https://mastra.ai/reference/build-with-ai.md)
- [Manual Install](https://mastra.ai/reference/manual-install.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
- [Overview](https://mastra.ai/reference/ai-sdk/overview.md)
- [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)
- [withSseHeartbeat()](https://mastra.ai/reference/ai-sdk/with-sse-heartbeat.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)
- [Fine-Grained Authorization](https://mastra.ai/reference/auth/fga.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)
- [Neon](https://mastra.ai/reference/auth/neon.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)
- [TelegramProvider](https://mastra.ai/reference/channels/telegram-provider.md)
- CLI
- [create-mastra](https://mastra.ai/reference/cli/create-mastra.md)
- [mastra](https://mastra.ai/reference/cli/mastra.md)
- Client SDK
- [Agent Controller API](https://mastra.ai/reference/client-js/agent-controller.md)
- [Agents API](https://mastra.ai/reference/client-js/agents.md)
- [Conversations API](https://mastra.ai/reference/client-js/conversations.md)
- [Datasets API](https://mastra.ai/reference/client-js/datasets.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)
- [.addDynamicWorkflow()](https://mastra.ai/reference/core/addDynamicWorkflow.md)
- [.addDynamicWorkflows()](https://mastra.ai/reference/core/addDynamicWorkflows.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)
- [Prompt blocks](https://mastra.ai/reference/editor/prompt-blocks.md)
- [Tool configuration](https://mastra.ai/reference/editor/tools.md)
- [ToolProvider](https://mastra.ai/reference/editor/tool-provider.md)
- [Versioning](https://mastra.ai/reference/editor/versioning.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 Recall Scorer](https://mastra.ai/reference/evals/context-recall.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)
- [Multi-turn Judge Scorer](https://mastra.ai/reference/evals/multi-turn-judge.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)
- [Summarization Scorer](https://mastra.ai/reference/evals/summarization.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)
- [.createExperiment()](https://mastra.ai/reference/datasets/createExperiment.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)
- [.finalizeExperiment()](https://mastra.ai/reference/datasets/finalizeExperiment.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)
- [.runExperimentItem()](https://mastra.ai/reference/datasets/runExperimentItem.md)
- [.startExperiment()](https://mastra.ai/reference/datasets/startExperiment.md)
- [.startExperimentAsync()](https://mastra.ai/reference/datasets/startExperimentAsync.md)
- [.submitExperimentResult()](https://mastra.ai/reference/datasets/submitExperimentResult.md)
- [.update()](https://mastra.ai/reference/datasets/update.md)
- [.updateExperiment()](https://mastra.ai/reference/datasets/updateExperiment.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)
- [Schedules](https://mastra.ai/reference/file-based-agents/schedules.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)
- 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)
- [.settled()](https://mastra.ai/reference/memory/settled.md)
- [.summarizeThread()](https://mastra.ai/reference/memory/summarizeThread.md)
- Migrations
- [AgentNetwork to .network()](https://mastra.ai/reference/migrations/agentnetwork.md)
- [AI SDK v4 to v5](https://mastra.ai/reference/migrations/ai-sdk-v4-to-v5.md)
- [Mastra Cloud to Mastra platform](https://mastra.ai/reference/migrations/mastra-cloud.md)
- [VNext to Standard APIs](https://mastra.ai/reference/migrations/vnext-to-standard-apis.md)
- [.network() to Supervisor Agents](https://mastra.ai/reference/migrations/network-to-supervisor.md)
- v1.0
- [Overview](https://mastra.ai/reference/migrations/upgrade-to-v1/overview.md)
- [Agents](https://mastra.ai/reference/migrations/upgrade-to-v1/agent.md)
- [CLI](https://mastra.ai/reference/migrations/upgrade-to-v1/cli.md)
- [Client SDK](https://mastra.ai/reference/migrations/upgrade-to-v1/client.md)
- [Deployment](https://mastra.ai/reference/migrations/upgrade-to-v1/deployment.md)
- [Evals](https://mastra.ai/reference/migrations/upgrade-to-v1/evals.md)
- [Mastra](https://mastra.ai/reference/migrations/upgrade-to-v1/mastra.md)
- [MCP](https://mastra.ai/reference/migrations/upgrade-to-v1/mcp.md)
- [Memory](https://mastra.ai/reference/migrations/upgrade-to-v1/memory.md)
- [Processors](https://mastra.ai/reference/migrations/upgrade-to-v1/processors.md)
- [RAG](https://mastra.ai/reference/migrations/upgrade-to-v1/rag.md)
- [Storage](https://mastra.ai/reference/migrations/upgrade-to-v1/storage.md)
- [Tools](https://mastra.ai/reference/migrations/upgrade-to-v1/tools.md)
- [Tracing](https://mastra.ai/reference/migrations/upgrade-to-v1/tracing.md)
- [Vectors](https://mastra.ai/reference/migrations/upgrade-to-v1/vectors.md)
- [Voice](https://mastra.ai/reference/migrations/upgrade-to-v1/voice.md)
- [Workflows](https://mastra.ai/reference/migrations/upgrade-to-v1/workflows.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)
- [Metric queries](https://mastra.ai/reference/observability/metrics/queries.md)
- Tracing
- [Configuration](https://mastra.ai/reference/observability/tracing/configuration.md)
- [Advanced trace queries](https://mastra.ai/reference/observability/tracing/trace-query.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)
- [Confident AI](https://mastra.ai/reference/observability/tracing/exporters/confident-ai.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)
- [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)
- [TokenCostControl](https://mastra.ai/reference/processors/token-cost-control.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)
- [ValkeyStreamsPubSub](https://mastra.ai/reference/pubsub/valkey-streams.md)
- RAG
- [Overview](https://mastra.ai/reference/rag/overview.md)
- [Chunking and Embedding](https://mastra.ai/reference/rag/chunking-and-embedding.md)
- [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)
- [GraphRAG Guide](https://mastra.ai/reference/rag/graph-rag-guide.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)
- [Retrieval](https://mastra.ai/reference/rag/retrieval.md)
- [Vector Databases](https://mastra.ai/reference/rag/vector-databases.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)
- [Elysia Adapter](https://mastra.ai/reference/server/elysia-adapter.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)
- [Next.js Adapter](https://mastra.ai/reference/server/next-adapter.md)
- [registerApiRoute()](https://mastra.ai/reference/server/register-api-route.md)
- [Server Routes](https://mastra.ai/reference/server/routes.md)
- [TanStack Start Adapter](https://mastra.ai/reference/server/tanstack-start-adapter.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)
- [Composite Storage](https://mastra.ai/reference/storage/composite.md)
- [Retention (prune)](https://mastra.ai/reference/storage/retention.md)
- [Turso Storage](https://mastra.ai/reference/storage/turso.md)
- Streaming
- [ChunkType](https://mastra.ai/reference/streaming/ChunkType.md)
- [smoothStream()](https://mastra.ai/reference/streaming/smoothStream.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)
- [createBedrockKBTool()](https://mastra.ai/reference/tools/bedrock-kb-tool.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)
- [IsolatedVmCodeModeTransport](https://mastra.ai/reference/tools/isolated-vm-transport.md)
- [MCPClient](https://mastra.ai/reference/tools/mcp-client.md)
- [MCPServer](https://mastra.ai/reference/tools/mcp-server.md)
- [QuickJsCodeModeTransport](https://mastra.ai/reference/tools/quickjs-transport.md)
- [submitPlanTool](https://mastra.ai/reference/tools/submit-plan-tool.md)
- [Task tools](https://mastra.ai/reference/tools/task-tools.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)
- [OracleDB Vector Store](https://mastra.ai/reference/vectors/oracledb.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
- [Overview](https://mastra.ai/reference/voice/overview.md)
- [Composite Voice](https://mastra.ai/reference/voice/composite-voice.md)
- [Events](https://mastra.ai/reference/voice/voice.events.md)
- [Mastra Voice](https://mastra.ai/reference/voice/mastra-voice.md)
- [Speech to Speech](https://mastra.ai/reference/voice/speech-to-speech.md)
- [Speech to Text](https://mastra.ai/reference/voice/speech-to-text.md)
- [Text to Speech](https://mastra.ai/reference/voice/text-to-speech.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)
- Workers
- [Overview](https://mastra.ai/reference/workers/overview.md)
- Workflows
- [Dynamic Workflow Definition](https://mastra.ai/reference/workflows/dynamic-workflow-definition.md)
- [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
- [.agent()](https://mastra.ai/reference/workflows/workflow-methods/agent.md)
- [.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)
- [.tool()](https://mastra.ai/reference/workflows/workflow-methods/tool.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
- [LocalFilesystem](https://mastra.ai/reference/workspace/local-filesystem.md)
- [LocalSandbox](https://mastra.ai/reference/workspace/local-sandbox.md)
- [PlatformFilesystem](https://mastra.ai/reference/workspace/platform-filesystem.md)
- [PlatformSandbox](https://mastra.ai/reference/workspace/platform-sandbox.md)
- [SandboxProcessManager](https://mastra.ai/reference/workspace/process-manager.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)
AI models mentioned in this file
- Mistral — “- [Mistral](https://mastra.ai/integrations/voice/mistral.md)” (llms.txt)