# Mastra Documentation Community > 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. Below is a list of all available documentation pages. ## Docs - [Get Started](https://mastra.zisheng.pro/docs/llms.txt) - [Develop](https://mastra.zisheng.pro/docs/getting-started/develop/llms.txt) - Build - Agents - [Tools](https://mastra.zisheng.pro/docs/agents/using-tools/llms.txt) - [Structured Output](https://mastra.zisheng.pro/docs/agents/structured-output/llms.txt) - [Human-in-the-Loop](https://mastra.zisheng.pro/docs/agents/agent-approval/llms.txt) - [Guardrails](https://mastra.zisheng.pro/docs/agents/guardrails/llms.txt) - [Processors](https://mastra.zisheng.pro/docs/agents/processors/llms.txt) - [Code Mode](https://mastra.zisheng.pro/docs/agents/code-mode/llms.txt) - Workflows - [Workflow State](https://mastra.zisheng.pro/docs/workflows/workflow-state/llms.txt) - [Control Flow](https://mastra.zisheng.pro/docs/workflows/control-flow/llms.txt) - [Agents and Tools](https://mastra.zisheng.pro/docs/workflows/agents-and-tools/llms.txt) - [Dynamic Workflows](https://mastra.zisheng.pro/docs/workflows/dynamic-workflows/llms.txt) - [Snapshots](https://mastra.zisheng.pro/docs/workflows/snapshots/llms.txt) - [Suspend and Resume](https://mastra.zisheng.pro/docs/workflows/suspend-and-resume/llms.txt) - [Human-in-the-Loop](https://mastra.zisheng.pro/docs/workflows/human-in-the-loop/llms.txt) - [Time Travel](https://mastra.zisheng.pro/docs/workflows/time-travel/llms.txt) - [Error Handling](https://mastra.zisheng.pro/docs/workflows/error-handling/llms.txt) - [Scheduled Workflows](https://mastra.zisheng.pro/docs/workflows/scheduled-workflows/llms.txt) - Harness - [Durable Agents](https://mastra.zisheng.pro/docs/long-running-agents/durable-agents/llms.txt) - [Background Tasks](https://mastra.zisheng.pro/docs/long-running-agents/background-tasks/llms.txt) - [Goals](https://mastra.zisheng.pro/docs/long-running-agents/goals/llms.txt) - [Schedules](https://mastra.zisheng.pro/docs/long-running-agents/schedules/llms.txt) - [Signals](https://mastra.zisheng.pro/docs/long-running-agents/signals/llms.txt) - [Signal Providers](https://mastra.zisheng.pro/docs/long-running-agents/signal-providers/llms.txt) - [Agent Controller](https://mastra.zisheng.pro/docs/harness/agent-controller/llms.txt) - Memory - [Message History](https://mastra.zisheng.pro/docs/memory/message-history/llms.txt) - [Observational Memory](https://mastra.zisheng.pro/docs/memory/observational-memory/llms.txt) - [Working Memory](https://mastra.zisheng.pro/docs/memory/working-memory/llms.txt) - [Semantic Recall](https://mastra.zisheng.pro/docs/memory/semantic-recall/llms.txt) - [Memory Processors](https://mastra.zisheng.pro/docs/memory/memory-processors/llms.txt) - [Multi-User Threads](https://mastra.zisheng.pro/docs/memory/multi-user-threads/llms.txt) - Extend - [Subagents](https://mastra.zisheng.pro/docs/capabilities/subagents/llms.txt) - [Skills](https://mastra.zisheng.pro/docs/agents/skills/llms.txt) - Sandbox - [Filesystem](https://mastra.zisheng.pro/docs/workspace/filesystem/llms.txt) - [Sandbox](https://mastra.zisheng.pro/docs/workspace/sandbox/llms.txt) - [LSP Inspection](https://mastra.zisheng.pro/docs/workspace/lsp/llms.txt) - [Skills](https://mastra.zisheng.pro/docs/workspace/skills/llms.txt) - [Search and Indexing](https://mastra.zisheng.pro/docs/workspace/search/llms.txt) - Channels - [Slack](https://mastra.zisheng.pro/docs/capabilities/channels/slack/llms.txt) - [Microsoft Teams](https://mastra.zisheng.pro/docs/capabilities/channels/teams/llms.txt) - [Discord](https://mastra.zisheng.pro/docs/capabilities/channels/discord/llms.txt) - [Telegram](https://mastra.zisheng.pro/docs/capabilities/channels/telegram/llms.txt) - [WhatsApp](https://mastra.zisheng.pro/docs/capabilities/channels/whatsapp/llms.txt) - [iMessage](https://mastra.zisheng.pro/docs/capabilities/channels/imessage/llms.txt) - [Other Adapters](https://mastra.zisheng.pro/docs/capabilities/channels/other-adapters/llms.txt) - Browser - [AgentBrowser](https://mastra.zisheng.pro/docs/browser/agent-browser/llms.txt) - [Stagehand](https://mastra.zisheng.pro/docs/browser/stagehand/llms.txt) - [Firecrawl](https://mastra.zisheng.pro/docs/browser/firecrawl/llms.txt) - [Recording](https://mastra.zisheng.pro/docs/browser/recording/llms.txt) - [BrowserViewer](https://mastra.zisheng.pro/docs/browser/browser-viewer/llms.txt) - Connections - [A2A](https://mastra.zisheng.pro/docs/agents/a2a/llms.txt) - [ACP](https://mastra.zisheng.pro/docs/agents/acp/llms.txt) - [SDK Agents](https://mastra.zisheng.pro/docs/agents/sdk-agents/llms.txt) - [MCP](https://mastra.zisheng.pro/docs/mcp/overview/llms.txt) - Develop / Deploy - [Storage](https://mastra.zisheng.pro/docs/storage/overview/llms.txt) - Studio - [Deployment](https://mastra.zisheng.pro/docs/studio/deployment/llms.txt) - [Auth](https://mastra.zisheng.pro/docs/studio/auth/llms.txt) - [Observability](https://mastra.zisheng.pro/docs/studio/observability/llms.txt) - [Editor](https://mastra.zisheng.pro/docs/editor/overview/llms.txt) - Server - [Server Adapters](https://mastra.zisheng.pro/docs/server/server-adapters/llms.txt) - [Custom Adapters](https://mastra.zisheng.pro/docs/server/custom-adapters/llms.txt) - [Middleware](https://mastra.zisheng.pro/docs/server/middleware/llms.txt) - [Request Context](https://mastra.zisheng.pro/docs/server/request-context/llms.txt) - [PubSub](https://mastra.zisheng.pro/docs/server/pubsub/llms.txt) - [Custom API Routes](https://mastra.zisheng.pro/docs/server/custom-api-routes/llms.txt) - [Mastra Client](https://mastra.zisheng.pro/docs/server/mastra-client/llms.txt) - Auth - [Auth0](https://mastra.zisheng.pro/docs/server/auth/auth0/llms.txt) - [Better Auth](https://mastra.zisheng.pro/docs/server/auth/better-auth/llms.txt) - [Clerk](https://mastra.zisheng.pro/docs/server/auth/clerk/llms.txt) - [Composite Auth](https://mastra.zisheng.pro/docs/server/auth/composite-auth/llms.txt) - [Custom Auth Provider](https://mastra.zisheng.pro/docs/server/auth/custom-auth-provider/llms.txt) - [Firebase](https://mastra.zisheng.pro/docs/server/auth/firebase/llms.txt) - [Fine-Grained Authorization](https://mastra.zisheng.pro/docs/server/auth/fga/llms.txt) - [Google](https://mastra.zisheng.pro/docs/server/auth/google/llms.txt) - [JSON Web Token](https://mastra.zisheng.pro/docs/server/auth/jwt/llms.txt) - [Okta](https://mastra.zisheng.pro/docs/server/auth/okta/llms.txt) - [Simple Auth](https://mastra.zisheng.pro/docs/server/auth/simple-auth/llms.txt) - [Supabase](https://mastra.zisheng.pro/docs/server/auth/supabase/llms.txt) - [WorkOS](https://mastra.zisheng.pro/docs/server/auth/workos/llms.txt) - [Workers](https://mastra.zisheng.pro/docs/server/auth/workers/llms.txt) - Deployment - [Mastra Server](https://mastra.zisheng.pro/docs/deployment/mastra-server/llms.txt) - [Monorepo](https://mastra.zisheng.pro/docs/deployment/monorepo/llms.txt) - [Cloud Providers](https://mastra.zisheng.pro/docs/deployment/cloud-providers/llms.txt) - [Sandbox](https://mastra.zisheng.pro/docs/deployment/sandbox/llms.txt) - [Web Framework](https://mastra.zisheng.pro/docs/deployment/web-framework/llms.txt) - [Workflow Runners](https://mastra.zisheng.pro/docs/deployment/workflow-runners/llms.txt) - [Workers](https://mastra.zisheng.pro/docs/deployment/workers/llms.txt) - Observe - Traces - [Traces](https://mastra.zisheng.pro/docs/observability/tracing/overview/llms.txt) - [Logging](https://mastra.zisheng.pro/docs/observability/logging/llms.txt) - [Feedback](https://mastra.zisheng.pro/docs/observability/feedback/llms.txt) - Integrations - [Overview](https://mastra.zisheng.pro/docs/observability/integrations/overview/llms.txt) - Bridges - [Datadog](https://mastra.zisheng.pro/docs/observability/integrations/bridges/datadog/llms.txt) - [OpenTelemetry](https://mastra.zisheng.pro/docs/observability/integrations/bridges/otel/llms.txt) - Exporters - [Mastra Storage](https://mastra.zisheng.pro/docs/observability/integrations/exporters/mastra-storage/llms.txt) - [Mastra Platform](https://mastra.zisheng.pro/docs/observability/integrations/exporters/mastra-platform/llms.txt) - [Arize](https://mastra.zisheng.pro/docs/observability/integrations/exporters/arize/llms.txt) - [Arthur](https://mastra.zisheng.pro/docs/observability/integrations/exporters/arthur/llms.txt) - [Braintrust](https://mastra.zisheng.pro/docs/observability/integrations/exporters/braintrust/llms.txt) - [Confident AI](https://mastra.zisheng.pro/docs/observability/integrations/exporters/confident-ai/llms.txt) - [Datadog](https://mastra.zisheng.pro/docs/observability/integrations/exporters/datadog/llms.txt) - [Laminar](https://mastra.zisheng.pro/docs/observability/integrations/exporters/laminar/llms.txt) - [Langfuse](https://mastra.zisheng.pro/docs/observability/integrations/exporters/langfuse/llms.txt) - [LangSmith](https://mastra.zisheng.pro/docs/observability/integrations/exporters/langsmith/llms.txt) - [OpenTelemetry](https://mastra.zisheng.pro/docs/observability/integrations/exporters/otel/llms.txt) - [PostHog](https://mastra.zisheng.pro/docs/observability/integrations/exporters/posthog/llms.txt) - [Sentry](https://mastra.zisheng.pro/docs/observability/integrations/exporters/sentry/llms.txt) - Processors - [SensitiveDataFilter](https://mastra.zisheng.pro/docs/observability/integrations/processors/sensitive-data-filter/llms.txt) - Metrics - [Querying Metrics](https://mastra.zisheng.pro/docs/observability/metrics/querying/llms.txt) - Evals - [Built-in Scorers](https://mastra.zisheng.pro/docs/evals/built-in-scorers/llms.txt) - [Quick Checks](https://mastra.zisheng.pro/docs/evals/quick-checks/llms.txt) - [Gates and Verdicts](https://mastra.zisheng.pro/docs/evals/gates-and-verdicts/llms.txt) - [Multi-turn Evals](https://mastra.zisheng.pro/docs/evals/multi-turn/llms.txt) - [Custom Scorers](https://mastra.zisheng.pro/docs/evals/custom-scorers/llms.txt) - [Running in CI](https://mastra.zisheng.pro/docs/evals/running-in-ci/llms.txt) - [Evals with Memory](https://mastra.zisheng.pro/docs/evals/evals-with-memory/llms.txt) - Datasets - [Experiments](https://mastra.zisheng.pro/docs/datasets/running-experiments/llms.txt) ## Models - [Overview](https://mastra.zisheng.pro/models/llms.txt) - [Embeddings](https://mastra.zisheng.pro/models/embeddings/llms.txt) - [Environment Variables](https://mastra.zisheng.pro/models/environment-variables/llms.txt) - Gateways - Providers ## Guides - [Overview](https://mastra.zisheng.pro/guides/llms.txt) - Getting Started - [Quickstart](https://mastra.zisheng.pro/guides/getting-started/quickstart/llms.txt) - [Next.js](https://mastra.zisheng.pro/guides/getting-started/next-js/llms.txt) - [React](https://mastra.zisheng.pro/guides/getting-started/vite-react/llms.txt) - [Astro](https://mastra.zisheng.pro/guides/getting-started/astro/llms.txt) - [SvelteKit](https://mastra.zisheng.pro/guides/getting-started/sveltekit/llms.txt) - [Nuxt](https://mastra.zisheng.pro/guides/getting-started/nuxt/llms.txt) - [Express](https://mastra.zisheng.pro/guides/getting-started/express/llms.txt) - [NestJS](https://mastra.zisheng.pro/guides/getting-started/nestjs/llms.txt) - [Hono](https://mastra.zisheng.pro/guides/getting-started/hono/llms.txt) - [Electron](https://mastra.zisheng.pro/guides/getting-started/electron/llms.txt) - [Manual Install](https://mastra.zisheng.pro/guides/getting-started/manual-install/llms.txt) - Concepts - [Multi-agent systems](https://mastra.zisheng.pro/guides/concepts/multi-agent-systems/llms.txt) - [Streaming](https://mastra.zisheng.pro/guides/concepts/streaming/llms.txt) - Capabilities - RAG - [Overview](https://mastra.zisheng.pro/guides/rag/overview/llms.txt) - [Chunking and Embedding](https://mastra.zisheng.pro/guides/rag/chunking-and-embedding/llms.txt) - [Vector Databases](https://mastra.zisheng.pro/guides/rag/vector-databases/llms.txt) - [Retrieval](https://mastra.zisheng.pro/guides/rag/retrieval/llms.txt) - [GraphRAG](https://mastra.zisheng.pro/guides/rag/graph-rag/llms.txt) - Voice - [Overview](https://mastra.zisheng.pro/guides/voice/overview/llms.txt) - [Text to Speech](https://mastra.zisheng.pro/guides/voice/text-to-speech/llms.txt) - [Speech to Text](https://mastra.zisheng.pro/guides/voice/speech-to-text/llms.txt) - [Speech to Speech](https://mastra.zisheng.pro/guides/voice/speech-to-speech/llms.txt) - [Realtime Voice](https://mastra.zisheng.pro/guides/voice/realtime-voice/llms.txt) - Agentic UIs - [AI SDK UI](https://mastra.zisheng.pro/guides/build-your-ui/ai-sdk-ui/llms.txt) - [Assistant UI](https://mastra.zisheng.pro/guides/build-your-ui/assistant-ui/llms.txt) - [OpenUI](https://mastra.zisheng.pro/guides/build-your-ui/openui/llms.txt) - CopilotKit - [Overview](https://mastra.zisheng.pro/guides/build-your-ui/copilotkit/overview/llms.txt) - [Generative UI](https://mastra.zisheng.pro/guides/build-your-ui/copilotkit/generative-ui/llms.txt) - [Channels](https://mastra.zisheng.pro/guides/build-your-ui/copilotkit/channels/llms.txt) - Agent Frameworks - [AI SDK](https://mastra.zisheng.pro/guides/agent-frameworks/ai-sdk/llms.txt) - Deployment - [Amazon Bedrock AgentCore](https://mastra.zisheng.pro/guides/deployment/aws-bedrock-agentcore/llms.txt) - [Amazon EC2](https://mastra.zisheng.pro/guides/deployment/amazon-ec2/llms.txt) - [AWS Lambda](https://mastra.zisheng.pro/guides/deployment/aws-lambda/llms.txt) - [Azure App Services](https://mastra.zisheng.pro/guides/deployment/azure-app-services/llms.txt) - [Cloudflare](https://mastra.zisheng.pro/guides/deployment/cloudflare/llms.txt) - [Digital Ocean](https://mastra.zisheng.pro/guides/deployment/digital-ocean/llms.txt) - [Inngest](https://mastra.zisheng.pro/guides/deployment/inngest/llms.txt) - [Kubernetes](https://mastra.zisheng.pro/guides/deployment/kubernetes/llms.txt) - [Mastra Workers](https://mastra.zisheng.pro/guides/deployment/mastra-workers/llms.txt) - [Netlify](https://mastra.zisheng.pro/guides/deployment/netlify/llms.txt) - [Temporal](https://mastra.zisheng.pro/guides/deployment/temporal/llms.txt) - [Vercel](https://mastra.zisheng.pro/guides/deployment/vercel/llms.txt) - Tutorials - Fundamentals - [Agents: Chef Michel](https://mastra.zisheng.pro/guides/guide/chef-michel/llms.txt) - [Tools: Stock Agent](https://mastra.zisheng.pro/guides/guide/stock-agent/llms.txt) - [Tools: Web Search](https://mastra.zisheng.pro/guides/guide/web-search/llms.txt) - [Tools: Firecrawl](https://mastra.zisheng.pro/guides/guide/firecrawl/llms.txt) - [Workflows: AI Recruiter](https://mastra.zisheng.pro/guides/guide/ai-recruiter/llms.txt) - [RAG: Research Assistant](https://mastra.zisheng.pro/guides/guide/research-assistant/llms.txt) - [MCP Server: Notes MCP Server](https://mastra.zisheng.pro/guides/guide/notes-mcp-server/llms.txt) - [Signals: CI Signal Provider](https://mastra.zisheng.pro/guides/guide/signal-provider/llms.txt) - Multi-agent systems - [Supervisor Agents: Research Coordinator](https://mastra.zisheng.pro/guides/guide/research-coordinator/llms.txt) - Workspaces - [Workspace: Dev Assistant](https://mastra.zisheng.pro/guides/guide/dev-assistant/llms.txt) - [Skills: Code Review Bot](https://mastra.zisheng.pro/guides/guide/code-review-bot/llms.txt) - [Filesystem: Docs Manager](https://mastra.zisheng.pro/guides/guide/docs-manager/llms.txt) - [Building a Coding Agent](https://mastra.zisheng.pro/guides/guide/coding-agent/llms.txt) - [GitHub Actions: PR Description](https://mastra.zisheng.pro/guides/guide/github-actions-pr-description/llms.txt) - [Channels: Slack Assistant](https://mastra.zisheng.pro/guides/guide/slack-assistant/llms.txt) - [Publishing an MCP Server](https://mastra.zisheng.pro/guides/guide/publishing-mcp-server/llms.txt) - [WhatsApp Chat Bot](https://mastra.zisheng.pro/guides/guide/whatsapp-chat-bot/llms.txt) - Migrations - v1.0 - [Overview](https://mastra.zisheng.pro/guides/migrations/upgrade-to-v1/overview/llms.txt) - [Agents](https://mastra.zisheng.pro/guides/migrations/upgrade-to-v1/agent/llms.txt) - [CLI](https://mastra.zisheng.pro/guides/migrations/upgrade-to-v1/cli/llms.txt) - [Client SDK](https://mastra.zisheng.pro/guides/migrations/upgrade-to-v1/client/llms.txt) - [Deployment](https://mastra.zisheng.pro/guides/migrations/upgrade-to-v1/deployment/llms.txt) - [Evals](https://mastra.zisheng.pro/guides/migrations/upgrade-to-v1/evals/llms.txt) - [Mastra](https://mastra.zisheng.pro/guides/migrations/upgrade-to-v1/mastra/llms.txt) - [MCP](https://mastra.zisheng.pro/guides/migrations/upgrade-to-v1/mcp/llms.txt) - [Memory](https://mastra.zisheng.pro/guides/migrations/upgrade-to-v1/memory/llms.txt) - [Processors](https://mastra.zisheng.pro/guides/migrations/upgrade-to-v1/processors/llms.txt) - [RAG](https://mastra.zisheng.pro/guides/migrations/upgrade-to-v1/rag/llms.txt) - [Storage](https://mastra.zisheng.pro/guides/migrations/upgrade-to-v1/storage/llms.txt) - [Tools](https://mastra.zisheng.pro/guides/migrations/upgrade-to-v1/tools/llms.txt) - [Tracing](https://mastra.zisheng.pro/guides/migrations/upgrade-to-v1/tracing/llms.txt) - [Vectors](https://mastra.zisheng.pro/guides/migrations/upgrade-to-v1/vectors/llms.txt) - [Voice](https://mastra.zisheng.pro/guides/migrations/upgrade-to-v1/voice/llms.txt) - [Workflows](https://mastra.zisheng.pro/guides/migrations/upgrade-to-v1/workflows/llms.txt) - [Mastra Cloud to Mastra platform](https://mastra.zisheng.pro/guides/migrations/mastra-cloud/llms.txt) - [.network() to Supervisor Agents](https://mastra.zisheng.pro/guides/migrations/network-to-supervisor/llms.txt) - [VNext to Standard APIs](https://mastra.zisheng.pro/guides/migrations/vnext-to-standard-apis/llms.txt) - [AgentNetwork to .network()](https://mastra.zisheng.pro/guides/migrations/agentnetwork/llms.txt) - [AI SDK v4 to v5](https://mastra.zisheng.pro/guides/migrations/ai-sdk-v4-to-v5/llms.txt) ## Reference - [Overview](https://mastra.zisheng.pro/reference/llms.txt) - [Configuration](https://mastra.zisheng.pro/reference/configuration/llms.txt) - [Build with AI](https://mastra.zisheng.pro/reference/build-with-ai/llms.txt) - [Project Structure](https://mastra.zisheng.pro/reference/project-structure/llms.txt) - ACP - [AcpAgent](https://mastra.zisheng.pro/reference/acp/acp-agent/llms.txt) - [createACPTool()](https://mastra.zisheng.pro/reference/acp/create-acp-tool/llms.txt) - AgentController - [AgentController Class](https://mastra.zisheng.pro/reference/agent-controller/agent-controller-class/llms.txt) - [Session Class](https://mastra.zisheng.pro/reference/agent-controller/session/llms.txt) - Agents - [Agent Class](https://mastra.zisheng.pro/reference/agents/agent/llms.txt) - [Channels](https://mastra.zisheng.pro/reference/agents/channels/llms.txt) - [createInngestAgent()](https://mastra.zisheng.pro/reference/agents/inngest-agent/llms.txt) - [createSkill()](https://mastra.zisheng.pro/reference/agents/createSkill/llms.txt) - [DurableAgent](https://mastra.zisheng.pro/reference/agents/durable-agent/llms.txt) - [.generate()](https://mastra.zisheng.pro/reference/agents/generate/llms.txt) - [.generateLegacy()](https://mastra.zisheng.pro/reference/agents/generateLegacy/llms.txt) - [.getDefaultGenerateOptionsLegacy()](https://mastra.zisheng.pro/reference/agents/getDefaultGenerateOptions/llms.txt) - [.getDefaultOptions()](https://mastra.zisheng.pro/reference/agents/getDefaultOptions/llms.txt) - [.getDefaultStreamOptionsLegacy()](https://mastra.zisheng.pro/reference/agents/getDefaultStreamOptions/llms.txt) - [.getDescription()](https://mastra.zisheng.pro/reference/agents/getDescription/llms.txt) - [.getInstructions()](https://mastra.zisheng.pro/reference/agents/getInstructions/llms.txt) - [.getLLM()](https://mastra.zisheng.pro/reference/agents/getLLM/llms.txt) - [.getMemory()](https://mastra.zisheng.pro/reference/agents/getMemory/llms.txt) - [.getMetadata()](https://mastra.zisheng.pro/reference/agents/getMetadata/llms.txt) - [.getModel()](https://mastra.zisheng.pro/reference/agents/getModel/llms.txt) - [.getSkill()](https://mastra.zisheng.pro/reference/agents/getSkill/llms.txt) - [.getTools()](https://mastra.zisheng.pro/reference/agents/getTools/llms.txt) - [.getVoice()](https://mastra.zisheng.pro/reference/agents/getVoice/llms.txt) - [.listAgents()](https://mastra.zisheng.pro/reference/agents/listAgents/llms.txt) - [.listScorers()](https://mastra.zisheng.pro/reference/agents/listScorers/llms.txt) - [.listSkills()](https://mastra.zisheng.pro/reference/agents/listSkills/llms.txt) - [.listSuspendedRuns()](https://mastra.zisheng.pro/reference/agents/listSuspendedRuns/llms.txt) - [.listTools()](https://mastra.zisheng.pro/reference/agents/listTools/llms.txt) - [.listWorkflows()](https://mastra.zisheng.pro/reference/agents/listWorkflows/llms.txt) - [.network()](https://mastra.zisheng.pro/reference/agents/network/llms.txt) - AI SDK - [chatRoute()](https://mastra.zisheng.pro/reference/ai-sdk/chat-route/llms.txt) - [handleChatStream()](https://mastra.zisheng.pro/reference/ai-sdk/handle-chat-stream/llms.txt) - [handleNetworkStream()](https://mastra.zisheng.pro/reference/ai-sdk/handle-network-stream/llms.txt) - [handleWorkflowStream()](https://mastra.zisheng.pro/reference/ai-sdk/handle-workflow-stream/llms.txt) - [networkRoute()](https://mastra.zisheng.pro/reference/ai-sdk/network-route/llms.txt) - [toAISdkMessages()](https://mastra.zisheng.pro/reference/ai-sdk/to-ai-sdk-messages/llms.txt) - [toAISdkStream()](https://mastra.zisheng.pro/reference/ai-sdk/to-ai-sdk-stream/llms.txt) - [toAISdkV4Messages()](https://mastra.zisheng.pro/reference/ai-sdk/to-ai-sdk-v4-messages/llms.txt) - [toAISdkV5Messages()](https://mastra.zisheng.pro/reference/ai-sdk/to-ai-sdk-v5-messages/llms.txt) - [withMastra()](https://mastra.zisheng.pro/reference/ai-sdk/with-mastra/llms.txt) - [workflowRoute()](https://mastra.zisheng.pro/reference/ai-sdk/workflow-route/llms.txt) - [workflowSnapshotToStream()](https://mastra.zisheng.pro/reference/ai-sdk/workflow-snapshot-to-stream/llms.txt) - Auth - [Auth0](https://mastra.zisheng.pro/reference/auth/auth0/llms.txt) - [Better Auth](https://mastra.zisheng.pro/reference/auth/better-auth/llms.txt) - [Clerk](https://mastra.zisheng.pro/reference/auth/clerk/llms.txt) - [Fine-Grained Authorization](https://mastra.zisheng.pro/reference/auth/fga/llms.txt) - [Firebase](https://mastra.zisheng.pro/reference/auth/firebase/llms.txt) - [Google](https://mastra.zisheng.pro/reference/auth/google/llms.txt) - [JSON Web Token](https://mastra.zisheng.pro/reference/auth/jwt/llms.txt) - [Okta](https://mastra.zisheng.pro/reference/auth/okta/llms.txt) - [Supabase](https://mastra.zisheng.pro/reference/auth/supabase/llms.txt) - [WorkOS](https://mastra.zisheng.pro/reference/auth/workos/llms.txt) - Browser - [AgentBrowser](https://mastra.zisheng.pro/reference/browser/agent-browser/llms.txt) - [BrowserViewer](https://mastra.zisheng.pro/reference/browser/browser-viewer/llms.txt) - [FirecrawlBrowser](https://mastra.zisheng.pro/reference/browser/firecrawl-browser/llms.txt) - [MastraBrowser Class](https://mastra.zisheng.pro/reference/browser/mastra-browser/llms.txt) - [StagehandBrowser](https://mastra.zisheng.pro/reference/browser/stagehand-browser/llms.txt) - Channel Providers - [ChannelProvider](https://mastra.zisheng.pro/reference/channels/channel-provider/llms.txt) - [SlackProvider](https://mastra.zisheng.pro/reference/channels/slack-provider/llms.txt) - CLI - [create-mastra](https://mastra.zisheng.pro/reference/cli/create-mastra/llms.txt) - [mastra](https://mastra.zisheng.pro/reference/cli/mastra/llms.txt) - Client SDK - [Agents API](https://mastra.zisheng.pro/reference/client-js/agents/llms.txt) - [Conversations API](https://mastra.zisheng.pro/reference/client-js/conversations/llms.txt) - [Error Handling](https://mastra.zisheng.pro/reference/client-js/error-handling/llms.txt) - [Logs API](https://mastra.zisheng.pro/reference/client-js/logs/llms.txt) - [Mastra Client SDK](https://mastra.zisheng.pro/reference/client-js/mastra-client/llms.txt) - [Memory API](https://mastra.zisheng.pro/reference/client-js/memory/llms.txt) - [Observability API](https://mastra.zisheng.pro/reference/client-js/observability/llms.txt) - [Responses API](https://mastra.zisheng.pro/reference/client-js/responses/llms.txt) - [Telemetry API](https://mastra.zisheng.pro/reference/client-js/telemetry/llms.txt) - [Tools API](https://mastra.zisheng.pro/reference/client-js/tools/llms.txt) - [Vectors API](https://mastra.zisheng.pro/reference/client-js/vectors/llms.txt) - [Workflows API](https://mastra.zisheng.pro/reference/client-js/workflows/llms.txt) - Code SDK - [mountAgentControllerOnMastra()](https://mastra.zisheng.pro/reference/code-sdk/mount-agent-controller/llms.txt) - Coding Agent - [buildBasePrompt()](https://mastra.zisheng.pro/reference/coding-agent/build-base-prompt/llms.txt) - [createCodingAgent()](https://mastra.zisheng.pro/reference/coding-agent/create-coding-agent/llms.txt) - Core - [Mastra Class](https://mastra.zisheng.pro/reference/core/mastra-class/llms.txt) - [MastraModelGateway](https://mastra.zisheng.pro/reference/core/mastra-model-gateway/llms.txt) - [.addDynamicWorkflow()](https://mastra.zisheng.pro/reference/core/addDynamicWorkflow/llms.txt) - [.addDynamicWorkflows()](https://mastra.zisheng.pro/reference/core/addDynamicWorkflows/llms.txt) - [.addGateway()](https://mastra.zisheng.pro/reference/core/addGateway/llms.txt) - [.getAgent()](https://mastra.zisheng.pro/reference/core/getAgent/llms.txt) - [.getAgentById()](https://mastra.zisheng.pro/reference/core/getAgentById/llms.txt) - [.getDeployer()](https://mastra.zisheng.pro/reference/core/getDeployer/llms.txt) - [.getEditor()](https://mastra.zisheng.pro/reference/core/getEditor/llms.txt) - [.getGateway()](https://mastra.zisheng.pro/reference/core/getGateway/llms.txt) - [.getGatewayById()](https://mastra.zisheng.pro/reference/core/getGatewayById/llms.txt) - [.getLogger()](https://mastra.zisheng.pro/reference/core/getLogger/llms.txt) - [.getMCPServer()](https://mastra.zisheng.pro/reference/core/getMCPServer/llms.txt) - [.getMCPServerById()](https://mastra.zisheng.pro/reference/core/getMCPServerById/llms.txt) - [.getMemory()](https://mastra.zisheng.pro/reference/core/getMemory/llms.txt) - [.getScorer()](https://mastra.zisheng.pro/reference/core/getScorer/llms.txt) - [.getScorerById()](https://mastra.zisheng.pro/reference/core/getScorerById/llms.txt) - [.getServer()](https://mastra.zisheng.pro/reference/core/getServer/llms.txt) - [.getStorage()](https://mastra.zisheng.pro/reference/core/getStorage/llms.txt) - [.getTelemetry()](https://mastra.zisheng.pro/reference/core/getTelemetry/llms.txt) - [.getTool()](https://mastra.zisheng.pro/reference/core/getTool/llms.txt) - [.getToolById()](https://mastra.zisheng.pro/reference/core/getToolById/llms.txt) - [.getVector()](https://mastra.zisheng.pro/reference/core/getVector/llms.txt) - [.getWorkflow()](https://mastra.zisheng.pro/reference/core/getWorkflow/llms.txt) - [.listAgents()](https://mastra.zisheng.pro/reference/core/listAgents/llms.txt) - [.listGateways()](https://mastra.zisheng.pro/reference/core/listGateways/llms.txt) - [.listLogs()](https://mastra.zisheng.pro/reference/core/listLogs/llms.txt) - [.listLogsByRunId()](https://mastra.zisheng.pro/reference/core/listLogsByRunId/llms.txt) - [.listMCPServers()](https://mastra.zisheng.pro/reference/core/listMCPServers/llms.txt) - [.listMemory()](https://mastra.zisheng.pro/reference/core/listMemory/llms.txt) - [.listScorers()](https://mastra.zisheng.pro/reference/core/listScorers/llms.txt) - [.listTools()](https://mastra.zisheng.pro/reference/core/listTools/llms.txt) - [.listVectors()](https://mastra.zisheng.pro/reference/core/listVectors/llms.txt) - [.listWorkflows()](https://mastra.zisheng.pro/reference/core/listWorkflows/llms.txt) - [.removeWorkspace()](https://mastra.zisheng.pro/reference/core/removeWorkspace/llms.txt) - [.setLogger()](https://mastra.zisheng.pro/reference/core/setLogger/llms.txt) - [.setStorage()](https://mastra.zisheng.pro/reference/core/setStorage/llms.txt) - Deployer - [Cloudflare](https://mastra.zisheng.pro/reference/deployer/cloudflare/llms.txt) - [Deployer](https://mastra.zisheng.pro/reference/deployer/index/llms.txt) - [Netlify](https://mastra.zisheng.pro/reference/deployer/netlify/llms.txt) - [Vercel](https://mastra.zisheng.pro/reference/deployer/vercel/llms.txt) - Editor - [BlobStoreProvider](https://mastra.zisheng.pro/reference/editor/blob-store-provider/llms.txt) - [MastraEditor Class](https://mastra.zisheng.pro/reference/editor/mastra-editor/llms.txt) - [ProcessorProvider](https://mastra.zisheng.pro/reference/editor/processor-provider/llms.txt) - [Prompt blocks](https://mastra.zisheng.pro/reference/editor/prompt-blocks/llms.txt) - [Tool configuration](https://mastra.zisheng.pro/reference/editor/tools/llms.txt) - [ToolProvider](https://mastra.zisheng.pro/reference/editor/tool-provider/llms.txt) - [Versioning](https://mastra.zisheng.pro/reference/editor/versioning/llms.txt) - Browser - [BrowserProvider](https://mastra.zisheng.pro/reference/editor/browser-provider/llms.txt) - [StorageBrowserRef](https://mastra.zisheng.pro/reference/editor/storage-browser-ref/llms.txt) - Workspace - [FilesystemProvider](https://mastra.zisheng.pro/reference/editor/filesystem-provider/llms.txt) - [SandboxProvider](https://mastra.zisheng.pro/reference/editor/sandbox-provider/llms.txt) - [StorageWorkspaceRef](https://mastra.zisheng.pro/reference/editor/storage-workspace-ref/llms.txt) - Evals - [createScorer()](https://mastra.zisheng.pro/reference/evals/create-scorer/llms.txt) - [filterRun()](https://mastra.zisheng.pro/reference/evals/filter-run/llms.txt) - [MastraScorer](https://mastra.zisheng.pro/reference/evals/mastra-scorer/llms.txt) - [Quick Checks](https://mastra.zisheng.pro/reference/evals/checks/llms.txt) - [runEvals()](https://mastra.zisheng.pro/reference/evals/run-evals/llms.txt) - [Scorer Utils](https://mastra.zisheng.pro/reference/evals/scorer-utils/llms.txt) - Built-in scorers - [Answer Relevancy Scorer](https://mastra.zisheng.pro/reference/evals/answer-relevancy/llms.txt) - [Answer Similarity Scorer](https://mastra.zisheng.pro/reference/evals/answer-similarity/llms.txt) - [Bias](https://mastra.zisheng.pro/reference/evals/bias/llms.txt) - [Completeness](https://mastra.zisheng.pro/reference/evals/completeness/llms.txt) - [Content Similarity Scorer](https://mastra.zisheng.pro/reference/evals/content-similarity/llms.txt) - [Context Precision Scorer](https://mastra.zisheng.pro/reference/evals/context-precision/llms.txt) - [Context Recall Scorer](https://mastra.zisheng.pro/reference/evals/context-recall/llms.txt) - [Context Relevance Scorer](https://mastra.zisheng.pro/reference/evals/context-relevance/llms.txt) - [Faithfulness](https://mastra.zisheng.pro/reference/evals/faithfulness/llms.txt) - [Hallucination](https://mastra.zisheng.pro/reference/evals/hallucination/llms.txt) - [Keyword Coverage Scorer](https://mastra.zisheng.pro/reference/evals/keyword-coverage/llms.txt) - [Noise Sensitivity Scorer](https://mastra.zisheng.pro/reference/evals/noise-sensitivity/llms.txt) - [Prompt Alignment Scorer](https://mastra.zisheng.pro/reference/evals/prompt-alignment/llms.txt) - [Rubric Scorer](https://mastra.zisheng.pro/reference/evals/rubric/llms.txt) - [Summarization Scorer](https://mastra.zisheng.pro/reference/evals/summarization/llms.txt) - [Textual Difference Scorer](https://mastra.zisheng.pro/reference/evals/textual-difference/llms.txt) - [Tone Consistency Scorer](https://mastra.zisheng.pro/reference/evals/tone-consistency/llms.txt) - [Tool Call Accuracy Scorers](https://mastra.zisheng.pro/reference/evals/tool-call-accuracy/llms.txt) - [Toxicity](https://mastra.zisheng.pro/reference/evals/toxicity/llms.txt) - [Trajectory Accuracy Scorers](https://mastra.zisheng.pro/reference/evals/trajectory-accuracy/llms.txt) - Datasets - [Dataset Class](https://mastra.zisheng.pro/reference/datasets/dataset/llms.txt) - [DatasetsManager Class](https://mastra.zisheng.pro/reference/datasets/datasets-manager/llms.txt) - [.addItem()](https://mastra.zisheng.pro/reference/datasets/addItem/llms.txt) - [.addItems()](https://mastra.zisheng.pro/reference/datasets/addItems/llms.txt) - [.compareExperiments()](https://mastra.zisheng.pro/reference/datasets/compareExperiments/llms.txt) - [.create()](https://mastra.zisheng.pro/reference/datasets/create/llms.txt) - [.delete()](https://mastra.zisheng.pro/reference/datasets/delete/llms.txt) - [.deleteExperiment()](https://mastra.zisheng.pro/reference/datasets/deleteExperiment/llms.txt) - [.deleteItem()](https://mastra.zisheng.pro/reference/datasets/deleteItem/llms.txt) - [.deleteItems()](https://mastra.zisheng.pro/reference/datasets/deleteItems/llms.txt) - [.get()](https://mastra.zisheng.pro/reference/datasets/get/llms.txt) - [.getDetails()](https://mastra.zisheng.pro/reference/datasets/getDetails/llms.txt) - [.getExperiment()](https://mastra.zisheng.pro/reference/datasets/getExperiment/llms.txt) - [.getItem()](https://mastra.zisheng.pro/reference/datasets/getItem/llms.txt) - [.getItemHistory()](https://mastra.zisheng.pro/reference/datasets/getItemHistory/llms.txt) - [.list()](https://mastra.zisheng.pro/reference/datasets/list/llms.txt) - [.listExperimentResults()](https://mastra.zisheng.pro/reference/datasets/listExperimentResults/llms.txt) - [.listExperiments()](https://mastra.zisheng.pro/reference/datasets/listExperiments/llms.txt) - [.listItems()](https://mastra.zisheng.pro/reference/datasets/listItems/llms.txt) - [.listVersions()](https://mastra.zisheng.pro/reference/datasets/listVersions/llms.txt) - [.startExperiment()](https://mastra.zisheng.pro/reference/datasets/startExperiment/llms.txt) - [.startExperimentAsync()](https://mastra.zisheng.pro/reference/datasets/startExperimentAsync/llms.txt) - [.update()](https://mastra.zisheng.pro/reference/datasets/update/llms.txt) - [.updateItem()](https://mastra.zisheng.pro/reference/datasets/updateItem/llms.txt) - File-based Agents - [config.ts](https://mastra.zisheng.pro/reference/file-based-agents/config/llms.txt) - [Instructions](https://mastra.zisheng.pro/reference/file-based-agents/instructions/llms.txt) - [Logger](https://mastra.zisheng.pro/reference/file-based-agents/logger/llms.txt) - [Memory](https://mastra.zisheng.pro/reference/file-based-agents/memory/llms.txt) - [Observability](https://mastra.zisheng.pro/reference/file-based-agents/observability/llms.txt) - [Processors](https://mastra.zisheng.pro/reference/file-based-agents/processors/llms.txt) - [Schedules](https://mastra.zisheng.pro/reference/file-based-agents/schedules/llms.txt) - [Scorers](https://mastra.zisheng.pro/reference/file-based-agents/scorers/llms.txt) - [Server](https://mastra.zisheng.pro/reference/file-based-agents/server/llms.txt) - [Skills](https://mastra.zisheng.pro/reference/file-based-agents/skills/llms.txt) - [Storage](https://mastra.zisheng.pro/reference/file-based-agents/storage/llms.txt) - [Studio](https://mastra.zisheng.pro/reference/file-based-agents/studio/llms.txt) - [Subagents](https://mastra.zisheng.pro/reference/file-based-agents/subagents/llms.txt) - [Tools](https://mastra.zisheng.pro/reference/file-based-agents/tools/llms.txt) - [Workflows](https://mastra.zisheng.pro/reference/file-based-agents/workflows/llms.txt) - [Workspace](https://mastra.zisheng.pro/reference/file-based-agents/workspace/llms.txt) - Mastra platform - [API Reference](https://mastra.zisheng.pro/reference/mastra-platform/api/llms.txt) - Memory - [Cloned Thread Utilities](https://mastra.zisheng.pro/reference/memory/clone-utilities/llms.txt) - [Memory Class](https://mastra.zisheng.pro/reference/memory/memory-class/llms.txt) - [Observational Memory](https://mastra.zisheng.pro/reference/memory/observational-memory/llms.txt) - [SerializedMemoryConfig](https://mastra.zisheng.pro/reference/memory/serialized-memory-config/llms.txt) - [summarizeConversation()](https://mastra.zisheng.pro/reference/memory/summarizeConversation/llms.txt) - [.cloneThread()](https://mastra.zisheng.pro/reference/memory/cloneThread/llms.txt) - [.createThread()](https://mastra.zisheng.pro/reference/memory/createThread/llms.txt) - [.deleteMessages()](https://mastra.zisheng.pro/reference/memory/deleteMessages/llms.txt) - [.getThreadById()](https://mastra.zisheng.pro/reference/memory/getThreadById/llms.txt) - [.listThreads()](https://mastra.zisheng.pro/reference/memory/listThreads/llms.txt) - [.recall()](https://mastra.zisheng.pro/reference/memory/recall/llms.txt) - [.summarizeThread()](https://mastra.zisheng.pro/reference/memory/summarizeThread/llms.txt) - Observability - Feedback - [Feedback](https://mastra.zisheng.pro/reference/observability/feedback/llms.txt) - Logging - [PinoLogger](https://mastra.zisheng.pro/reference/logging/pino-logger/llms.txt) - Metrics - [Automatic Metrics](https://mastra.zisheng.pro/reference/observability/metrics/automatic-metrics/llms.txt) - Tracing - [Configuration](https://mastra.zisheng.pro/reference/observability/tracing/configuration/llms.txt) - [Instances](https://mastra.zisheng.pro/reference/observability/tracing/instances/llms.txt) - [Interfaces](https://mastra.zisheng.pro/reference/observability/tracing/interfaces/llms.txt) - [Span filtering](https://mastra.zisheng.pro/reference/observability/tracing/span-filtering/llms.txt) - [Spans](https://mastra.zisheng.pro/reference/observability/tracing/spans/llms.txt) - Bridges - [DatadogBridge](https://mastra.zisheng.pro/reference/observability/tracing/bridges/datadog/llms.txt) - [OtelBridge](https://mastra.zisheng.pro/reference/observability/tracing/bridges/otel/llms.txt) - Exporters - [Arize](https://mastra.zisheng.pro/reference/observability/tracing/exporters/arize/llms.txt) - [Arthur](https://mastra.zisheng.pro/reference/observability/tracing/exporters/arthur/llms.txt) - [Braintrust](https://mastra.zisheng.pro/reference/observability/tracing/exporters/braintrust/llms.txt) - [CloudExporter (deprecated)](https://mastra.zisheng.pro/reference/observability/tracing/exporters/cloud-exporter/llms.txt) - [Confident AI](https://mastra.zisheng.pro/reference/observability/tracing/exporters/confident-ai/llms.txt) - [Console](https://mastra.zisheng.pro/reference/observability/tracing/exporters/console-exporter/llms.txt) - [Datadog](https://mastra.zisheng.pro/reference/observability/tracing/exporters/datadog/llms.txt) - [DefaultExporter (deprecated)](https://mastra.zisheng.pro/reference/observability/tracing/exporters/default-exporter/llms.txt) - [Laminar](https://mastra.zisheng.pro/reference/observability/tracing/exporters/laminar/llms.txt) - [Langfuse](https://mastra.zisheng.pro/reference/observability/tracing/exporters/langfuse/llms.txt) - [LangSmith](https://mastra.zisheng.pro/reference/observability/tracing/exporters/langsmith/llms.txt) - [MastraPlatformExporter](https://mastra.zisheng.pro/reference/observability/tracing/exporters/mastra-platform-exporter/llms.txt) - [MastraStorageExporter](https://mastra.zisheng.pro/reference/observability/tracing/exporters/mastra-storage-exporter/llms.txt) - [OpenTelemetry](https://mastra.zisheng.pro/reference/observability/tracing/exporters/otel/llms.txt) - [PostHog](https://mastra.zisheng.pro/reference/observability/tracing/exporters/posthog/llms.txt) - [Sentry](https://mastra.zisheng.pro/reference/observability/tracing/exporters/sentry/llms.txt) - Processors - [SensitiveDataFilter](https://mastra.zisheng.pro/reference/observability/tracing/processors/sensitive-data-filter/llms.txt) - Processors - [BatchPartsProcessor](https://mastra.zisheng.pro/reference/processors/batch-parts-processor/llms.txt) - [CostGuardProcessor](https://mastra.zisheng.pro/reference/processors/cost-guard-processor/llms.txt) - [LanguageDetector](https://mastra.zisheng.pro/reference/processors/language-detector/llms.txt) - [MessageHistory](https://mastra.zisheng.pro/reference/processors/message-history-processor/llms.txt) - [ModerationProcessor](https://mastra.zisheng.pro/reference/processors/moderation-processor/llms.txt) - [PIIDetector](https://mastra.zisheng.pro/reference/processors/pii-detector/llms.txt) - [PrefillErrorHandler](https://mastra.zisheng.pro/reference/processors/prefill-error-handler/llms.txt) - [Processor Interface](https://mastra.zisheng.pro/reference/processors/processor-interface/llms.txt) - [PromptInjectionDetector](https://mastra.zisheng.pro/reference/processors/prompt-injection-detector/llms.txt) - [ProviderHistoryCompat](https://mastra.zisheng.pro/reference/processors/provider-history-compat/llms.txt) - [RegexFilterProcessor](https://mastra.zisheng.pro/reference/processors/regex-filter-processor/llms.txt) - [ResponseCache](https://mastra.zisheng.pro/reference/processors/response-cache/llms.txt) - [SemanticRecall](https://mastra.zisheng.pro/reference/processors/semantic-recall-processor/llms.txt) - [SkillSearchProcessor](https://mastra.zisheng.pro/reference/processors/skill-search-processor/llms.txt) - [StreamErrorRetryProcessor](https://mastra.zisheng.pro/reference/processors/stream-error-retry-processor/llms.txt) - [SystemPromptScrubber](https://mastra.zisheng.pro/reference/processors/system-prompt-scrubber/llms.txt) - [TokenLimiterProcessor](https://mastra.zisheng.pro/reference/processors/token-limiter-processor/llms.txt) - [ToolCallFilter](https://mastra.zisheng.pro/reference/processors/tool-call-filter/llms.txt) - [ToolSearchProcessor](https://mastra.zisheng.pro/reference/processors/tool-search-processor/llms.txt) - [UnicodeNormalizer](https://mastra.zisheng.pro/reference/processors/unicode-normalizer/llms.txt) - [WorkingMemory](https://mastra.zisheng.pro/reference/processors/working-memory-processor/llms.txt) - PubSub - [CachingPubSub](https://mastra.zisheng.pro/reference/pubsub/caching-pubsub/llms.txt) - [EventEmitterPubSub](https://mastra.zisheng.pro/reference/pubsub/event-emitter/llms.txt) - [GoogleCloudPubSub](https://mastra.zisheng.pro/reference/pubsub/google-cloud-pubsub/llms.txt) - [LeaseProvider](https://mastra.zisheng.pro/reference/pubsub/lease-provider/llms.txt) - [PubSub](https://mastra.zisheng.pro/reference/pubsub/base/llms.txt) - [RedisStreamsPubSub](https://mastra.zisheng.pro/reference/pubsub/redis-streams/llms.txt) - [UnixSocketPubSub](https://mastra.zisheng.pro/reference/pubsub/unix-socket-pubsub/llms.txt) - RAG - [DatabaseConfig](https://mastra.zisheng.pro/reference/rag/database-config/llms.txt) - [Embed](https://mastra.zisheng.pro/reference/rag/embeddings/llms.txt) - [ExtractParams](https://mastra.zisheng.pro/reference/rag/extract-params/llms.txt) - [GraphRAG](https://mastra.zisheng.pro/reference/rag/graph-rag/llms.txt) - [MDocument](https://mastra.zisheng.pro/reference/rag/document/llms.txt) - [Metadata Filters](https://mastra.zisheng.pro/reference/rag/metadata-filters/llms.txt) - [rerank()](https://mastra.zisheng.pro/reference/rag/rerank/llms.txt) - [rerankWithScorer()](https://mastra.zisheng.pro/reference/rag/rerankWithScorer/llms.txt) - [.chunk()](https://mastra.zisheng.pro/reference/rag/chunk/llms.txt) - Schedules - [Overview](https://mastra.zisheng.pro/reference/schedules/overview/llms.txt) - Server - [createRoute()](https://mastra.zisheng.pro/reference/server/create-route/llms.txt) - [Express Adapter](https://mastra.zisheng.pro/reference/server/express-adapter/llms.txt) - [Fastify Adapter](https://mastra.zisheng.pro/reference/server/fastify-adapter/llms.txt) - [Hono Adapter](https://mastra.zisheng.pro/reference/server/hono-adapter/llms.txt) - [Koa Adapter](https://mastra.zisheng.pro/reference/server/koa-adapter/llms.txt) - [MastraServer](https://mastra.zisheng.pro/reference/server/mastra-server/llms.txt) - [NestJS Adapter](https://mastra.zisheng.pro/reference/server/nestjs-adapter/llms.txt) - [registerApiRoute()](https://mastra.zisheng.pro/reference/server/register-api-route/llms.txt) - [Server Routes](https://mastra.zisheng.pro/reference/server/routes/llms.txt) - Signals - [createNotificationInboxTool()](https://mastra.zisheng.pro/reference/signals/create-notification-inbox-tool/llms.txt) - [SignalProvider](https://mastra.zisheng.pro/reference/signals/signal-provider/llms.txt) - [TaskSignalProvider](https://mastra.zisheng.pro/reference/signals/task-signal-provider/llms.txt) - [WebhookSignalProvider](https://mastra.zisheng.pro/reference/signals/webhook-signal-provider/llms.txt) - Storage - [Overview](https://mastra.zisheng.pro/reference/storage/overview/llms.txt) - [Aurora DSQL Storage](https://mastra.zisheng.pro/reference/storage/dsql/llms.txt) - [ClickHouse Storage](https://mastra.zisheng.pro/reference/storage/clickhouse/llms.txt) - [Cloudflare D1 Storage](https://mastra.zisheng.pro/reference/storage/cloudflare-d1/llms.txt) - [Cloudflare KV Storage](https://mastra.zisheng.pro/reference/storage/cloudflare/llms.txt) - [Composite Storage](https://mastra.zisheng.pro/reference/storage/composite/llms.txt) - [Convex Storage](https://mastra.zisheng.pro/reference/storage/convex/llms.txt) - [DuckDB Storage](https://mastra.zisheng.pro/reference/storage/duckdb/llms.txt) - [DynamoDB Storage](https://mastra.zisheng.pro/reference/storage/dynamodb/llms.txt) - [Google Cloud Spanner Storage](https://mastra.zisheng.pro/reference/storage/spanner/llms.txt) - [LanceDB Storage](https://mastra.zisheng.pro/reference/storage/lance/llms.txt) - [libSQL Storage](https://mastra.zisheng.pro/reference/storage/libsql/llms.txt) - [MongoDB Storage](https://mastra.zisheng.pro/reference/storage/mongodb/llms.txt) - [MSSQL Storage](https://mastra.zisheng.pro/reference/storage/mssql/llms.txt) - [OracleDB Storage](https://mastra.zisheng.pro/reference/storage/oracledb/llms.txt) - [PostgreSQL Storage](https://mastra.zisheng.pro/reference/storage/postgresql/llms.txt) - [Redis Storage](https://mastra.zisheng.pro/reference/storage/redis/llms.txt) - [Retention (prune)](https://mastra.zisheng.pro/reference/storage/retention/llms.txt) - [Upstash Storage](https://mastra.zisheng.pro/reference/storage/upstash/llms.txt) - Streaming - [ChunkType](https://mastra.zisheng.pro/reference/streaming/ChunkType/llms.txt) - [smoothStream()](https://mastra.zisheng.pro/reference/streaming/smoothStream/llms.txt) - Agents - [MastraModelOutput](https://mastra.zisheng.pro/reference/streaming/agents/MastraModelOutput/llms.txt) - [.stream()](https://mastra.zisheng.pro/reference/streaming/agents/stream/llms.txt) - [.streamLegacy()](https://mastra.zisheng.pro/reference/streaming/agents/streamLegacy/llms.txt) - [.streamUntilIdle()](https://mastra.zisheng.pro/reference/streaming/agents/streamUntilIdle/llms.txt) - Workflows - [.observeStream()](https://mastra.zisheng.pro/reference/streaming/workflows/observeStream/llms.txt) - [.resumeStream()](https://mastra.zisheng.pro/reference/streaming/workflows/resumeStream/llms.txt) - [.stream()](https://mastra.zisheng.pro/reference/streaming/workflows/stream/llms.txt) - [.timeTravelStream()](https://mastra.zisheng.pro/reference/streaming/workflows/timeTravelStream/llms.txt) - Templates - [Overview](https://mastra.zisheng.pro/reference/templates/overview/llms.txt) - Tools and MCP - [askUserTool](https://mastra.zisheng.pro/reference/tools/ask-user-tool/llms.txt) - [Bright Data Tools](https://mastra.zisheng.pro/reference/tools/brightdata/llms.txt) - [createBedrockKBTool()](https://mastra.zisheng.pro/reference/tools/bedrock-kb-tool/llms.txt) - [createCodeMode()](https://mastra.zisheng.pro/reference/tools/create-code-mode/llms.txt) - [createDocumentChunkerTool()](https://mastra.zisheng.pro/reference/tools/document-chunker-tool/llms.txt) - [createGraphRAGTool()](https://mastra.zisheng.pro/reference/tools/graph-rag-tool/llms.txt) - [createTool()](https://mastra.zisheng.pro/reference/tools/create-tool/llms.txt) - [createVectorQueryTool()](https://mastra.zisheng.pro/reference/tools/vector-query-tool/llms.txt) - [IsolatedVmCodeModeTransport](https://mastra.zisheng.pro/reference/tools/isolated-vm-transport/llms.txt) - [MCPClient](https://mastra.zisheng.pro/reference/tools/mcp-client/llms.txt) - [MCPServer](https://mastra.zisheng.pro/reference/tools/mcp-server/llms.txt) - [Perplexity Tools](https://mastra.zisheng.pro/reference/tools/perplexity/llms.txt) - [submitPlanTool](https://mastra.zisheng.pro/reference/tools/submit-plan-tool/llms.txt) - [Task tools](https://mastra.zisheng.pro/reference/tools/task-tools/llms.txt) - [Tavily Tools](https://mastra.zisheng.pro/reference/tools/tavily/llms.txt) - Vectors - [Amazon S3 Vector Store](https://mastra.zisheng.pro/reference/vectors/s3vectors/llms.txt) - [Astra Vector Store](https://mastra.zisheng.pro/reference/vectors/astra/llms.txt) - [Chroma Vector Store](https://mastra.zisheng.pro/reference/vectors/chroma/llms.txt) - [Cloudflare Vector Store](https://mastra.zisheng.pro/reference/vectors/vectorize/llms.txt) - [Convex Vector Store](https://mastra.zisheng.pro/reference/vectors/convex/llms.txt) - [Couchbase Vector Store](https://mastra.zisheng.pro/reference/vectors/couchbase/llms.txt) - [DuckDB Vector Store](https://mastra.zisheng.pro/reference/vectors/duckdb/llms.txt) - [ElasticSearch Vector Store](https://mastra.zisheng.pro/reference/vectors/elasticsearch/llms.txt) - [Lance Vector Store](https://mastra.zisheng.pro/reference/vectors/lance/llms.txt) - [libSQL Vector Store](https://mastra.zisheng.pro/reference/vectors/libsql/llms.txt) - [MongoDB Vector Store](https://mastra.zisheng.pro/reference/vectors/mongodb/llms.txt) - [OpenSearch Vector Store](https://mastra.zisheng.pro/reference/vectors/opensearch/llms.txt) - [OracleDB Vector Store](https://mastra.zisheng.pro/reference/vectors/oracledb/llms.txt) - [PG Vector Store](https://mastra.zisheng.pro/reference/vectors/pg/llms.txt) - [Pinecone Vector Store](https://mastra.zisheng.pro/reference/vectors/pinecone/llms.txt) - [Qdrant Vector Store](https://mastra.zisheng.pro/reference/vectors/qdrant/llms.txt) - [Turbopuffer Vector Store](https://mastra.zisheng.pro/reference/vectors/turbopuffer/llms.txt) - [Upstash Vector Store](https://mastra.zisheng.pro/reference/vectors/upstash/llms.txt) - Voice - [AWS Nova Sonic](https://mastra.zisheng.pro/reference/voice/aws-nova-sonic/llms.txt) - [Azure](https://mastra.zisheng.pro/reference/voice/azure/llms.txt) - [Cloudflare](https://mastra.zisheng.pro/reference/voice/cloudflare/llms.txt) - [Composite Voice](https://mastra.zisheng.pro/reference/voice/composite-voice/llms.txt) - [Deepgram](https://mastra.zisheng.pro/reference/voice/deepgram/llms.txt) - [ElevenLabs](https://mastra.zisheng.pro/reference/voice/elevenlabs/llms.txt) - [Events](https://mastra.zisheng.pro/reference/voice/voice.events/llms.txt) - [Google](https://mastra.zisheng.pro/reference/voice/google/llms.txt) - [Google Gemini Live](https://mastra.zisheng.pro/reference/voice/google-gemini-live/llms.txt) - [Inworld](https://mastra.zisheng.pro/reference/voice/inworld/llms.txt) - [Inworld Realtime](https://mastra.zisheng.pro/reference/voice/inworld-realtime/llms.txt) - [LiveKit](https://mastra.zisheng.pro/reference/voice/livekit/llms.txt) - [Mastra Voice](https://mastra.zisheng.pro/reference/voice/mastra-voice/llms.txt) - [Mistral](https://mastra.zisheng.pro/reference/voice/mistral/llms.txt) - [Murf](https://mastra.zisheng.pro/reference/voice/murf/llms.txt) - [OpenAI](https://mastra.zisheng.pro/reference/voice/openai/llms.txt) - [OpenAI Realtime](https://mastra.zisheng.pro/reference/voice/openai-realtime/llms.txt) - [PlayAI](https://mastra.zisheng.pro/reference/voice/playai/llms.txt) - [Sarvam](https://mastra.zisheng.pro/reference/voice/sarvam/llms.txt) - [Speechify](https://mastra.zisheng.pro/reference/voice/speechify/llms.txt) - [xAI Realtime](https://mastra.zisheng.pro/reference/voice/xai-realtime/llms.txt) - [.addInstructions()](https://mastra.zisheng.pro/reference/voice/voice.addInstructions/llms.txt) - [.addTools()](https://mastra.zisheng.pro/reference/voice/voice.addTools/llms.txt) - [.answer()](https://mastra.zisheng.pro/reference/voice/voice.answer/llms.txt) - [.close()](https://mastra.zisheng.pro/reference/voice/voice.close/llms.txt) - [.connect()](https://mastra.zisheng.pro/reference/voice/voice.connect/llms.txt) - [.getSpeakers()](https://mastra.zisheng.pro/reference/voice/voice.getSpeakers/llms.txt) - [.listen()](https://mastra.zisheng.pro/reference/voice/voice.listen/llms.txt) - [.off()](https://mastra.zisheng.pro/reference/voice/voice.off/llms.txt) - [.on()](https://mastra.zisheng.pro/reference/voice/voice.on/llms.txt) - [.send()](https://mastra.zisheng.pro/reference/voice/voice.send/llms.txt) - [.speak()](https://mastra.zisheng.pro/reference/voice/voice.speak/llms.txt) - [.updateConfig()](https://mastra.zisheng.pro/reference/voice/voice.updateConfig/llms.txt) - Workers - [Overview](https://mastra.zisheng.pro/reference/workers/overview/llms.txt) - Workflows - [Dynamic Workflow Definition](https://mastra.zisheng.pro/reference/workflows/dynamic-workflow-definition/llms.txt) - [Run Class](https://mastra.zisheng.pro/reference/workflows/run/llms.txt) - [Step Class](https://mastra.zisheng.pro/reference/workflows/step/llms.txt) - [Workflow Class](https://mastra.zisheng.pro/reference/workflows/workflow/llms.txt) - [Workflow State Reader](https://mastra.zisheng.pro/reference/workflows/workflow-state-reader/llms.txt) - Methods - [.agent()](https://mastra.zisheng.pro/reference/workflows/workflow-methods/agent/llms.txt) - [.branch()](https://mastra.zisheng.pro/reference/workflows/workflow-methods/branch/llms.txt) - [.commit()](https://mastra.zisheng.pro/reference/workflows/workflow-methods/commit/llms.txt) - [.createRun()](https://mastra.zisheng.pro/reference/workflows/workflow-methods/create-run/llms.txt) - [.dountil()](https://mastra.zisheng.pro/reference/workflows/workflow-methods/dountil/llms.txt) - [.dowhile()](https://mastra.zisheng.pro/reference/workflows/workflow-methods/dowhile/llms.txt) - [.foreach()](https://mastra.zisheng.pro/reference/workflows/workflow-methods/foreach/llms.txt) - [.map()](https://mastra.zisheng.pro/reference/workflows/workflow-methods/map/llms.txt) - [.parallel()](https://mastra.zisheng.pro/reference/workflows/workflow-methods/parallel/llms.txt) - [.sleep()](https://mastra.zisheng.pro/reference/workflows/workflow-methods/sleep/llms.txt) - [.sleepUntil()](https://mastra.zisheng.pro/reference/workflows/workflow-methods/sleepUntil/llms.txt) - [.then()](https://mastra.zisheng.pro/reference/workflows/workflow-methods/then/llms.txt) - [.tool()](https://mastra.zisheng.pro/reference/workflows/workflow-methods/tool/llms.txt) - Run Methods - [.cancel()](https://mastra.zisheng.pro/reference/workflows/run-methods/cancel/llms.txt) - [.restart()](https://mastra.zisheng.pro/reference/workflows/run-methods/restart/llms.txt) - [.resume()](https://mastra.zisheng.pro/reference/workflows/run-methods/resume/llms.txt) - [.start()](https://mastra.zisheng.pro/reference/workflows/run-methods/start/llms.txt) - [.startAsync()](https://mastra.zisheng.pro/reference/workflows/run-methods/startAsync/llms.txt) - [.timeTravel()](https://mastra.zisheng.pro/reference/workflows/run-methods/timeTravel/llms.txt) - Workspaces - [AgentCoreRuntimeSandbox](https://mastra.zisheng.pro/reference/workspace/agentcore-runtime-sandbox/llms.txt) - [AgentFSFilesystem](https://mastra.zisheng.pro/reference/workspace/agentfs-filesystem/llms.txt) - [AppleContainerSandbox](https://mastra.zisheng.pro/reference/workspace/apple-container-sandbox/llms.txt) - [ArchilFilesystem](https://mastra.zisheng.pro/reference/workspace/archil-filesystem/llms.txt) - [AzureBlobFilesystem](https://mastra.zisheng.pro/reference/workspace/azure-blob-filesystem/llms.txt) - [BlaxelSandbox](https://mastra.zisheng.pro/reference/workspace/blaxel-sandbox/llms.txt) - [DaytonaSandbox](https://mastra.zisheng.pro/reference/workspace/daytona-sandbox/llms.txt) - [DockerSandbox](https://mastra.zisheng.pro/reference/workspace/docker-sandbox/llms.txt) - [E2BSandbox](https://mastra.zisheng.pro/reference/workspace/e2b-sandbox/llms.txt) - [FilesSDKFilesystem](https://mastra.zisheng.pro/reference/workspace/files-sdk-filesystem/llms.txt) - [GCSFilesystem](https://mastra.zisheng.pro/reference/workspace/gcs-filesystem/llms.txt) - [GoogleDriveFilesystem](https://mastra.zisheng.pro/reference/workspace/google-drive-filesystem/llms.txt) - [LocalFilesystem](https://mastra.zisheng.pro/reference/workspace/local-filesystem/llms.txt) - [LocalSandbox](https://mastra.zisheng.pro/reference/workspace/local-sandbox/llms.txt) - [MesaFilesystem](https://mastra.zisheng.pro/reference/workspace/mesa-filesystem/llms.txt) - [ModalSandbox](https://mastra.zisheng.pro/reference/workspace/modal-sandbox/llms.txt) - [PlatformFilesystem](https://mastra.zisheng.pro/reference/workspace/platform-filesystem/llms.txt) - [PlatformSandbox](https://mastra.zisheng.pro/reference/workspace/platform-sandbox/llms.txt) - [RailwaySandbox](https://mastra.zisheng.pro/reference/workspace/railway-sandbox/llms.txt) - [S3Filesystem](https://mastra.zisheng.pro/reference/workspace/s3-filesystem/llms.txt) - [SandboxProcessManager](https://mastra.zisheng.pro/reference/workspace/process-manager/llms.txt) - [VercelSandbox](https://mastra.zisheng.pro/reference/workspace/vercel-sandbox/llms.txt) - [VercelServerlessSandbox](https://mastra.zisheng.pro/reference/workspace/vercel-serverless/llms.txt) - [Workspace Class](https://mastra.zisheng.pro/reference/workspace/workspace-class/llms.txt) - [WorkspaceFilesystem](https://mastra.zisheng.pro/reference/workspace/filesystem/llms.txt) - [WorkspaceSandbox](https://mastra.zisheng.pro/reference/workspace/sandbox/llms.txt)