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  • Introduction
    • Installation
    • Project Structure
    • Using with Cursor/Windsurf
    • Agents: Chef Michel
    • Tools: Stock Agent
    • Workflows: AI Recruiter
    • RAG: Research Assistant
    • AI SDK
    • Integrate with Next.js
    • Overview
    • Agent Memory
    • Adding Tools
    • Using MCP
    • Adding Voice
    • Overview
    • Overview
    • Steps
    • Control Flow
    • Variables
    • Suspend & Resume
    • Dynamic Workflows
    • Error Handling
    • Overview
    • Chunking and Embedding
    • Vector Databases
    • Retrieval
    • Creating a New Project
    • Add to an Existing Project
    • Development Environment
    • Creating A Mastra Server
    • Mastra Client
    • Serverless Deployment
    • Logging
    • Tracing
    • Next.js Tracing
    • Overview
    • Textual Evals
    • Custom Evals
    • Running in CI
    • Overview
    • Text to Speech
    • Speech to Text
    • Voice to Voice
    • Overview
    • Licensing
    • Overview
      • Mastra Class
      • mastra init
      • mastra dev
      • mastra deploy
      • mastra build
      • getAgent()
      • createTool()
      • generate()
      • stream()
      • createDocumentChunkerTool()
      • createGraphRAGTool()
      • createVectorQueryTool()
      • MastraMCPClient
      • MCPConfiguration
      • Workflow
      • Step
      • StepOptions
      • StepCondition
      • .step()
      • .after()
      • .then()
      • .until()
      • .while()
      • .if()
      • .else()
      • .createRun()
      • .start()
      • .execute()
      • .suspend()
      • Snapshots
      • .resume()
      • .commit()
      • .watch()
      • Event-Driven Workflows
      • .afterEvent()
      • .resumeWithEvent()
      • Step Retries
      • AgentNetwork (Experimental)
      • Memory Class
      • .createThread()
      • .query()
      • .getThreadById()
      • .getThreadsByResourceId()
      • LibSQL Storage
      • PostgreSQL Storage
      • Upstash Storage
      • .chunk()
      • .embed()
      • ExtractParams
      • rerank()
      • MDocument
      • Metadata Filters
      • GraphRAG
      • AstraVector
      • ChromaVector
      • CloudflareVector
      • PgVector
      • LibSQLVector
      • PineconeVector
      • QdrantVector
      • TurboPuffer
      • UpstashVector
      • AnswerRelevancy
      • Bias
      • Completeness
      • ContentSimilarity
      • ContextPosition
      • ContextPrecision
      • ContextRelevancy
      • ContextualRecall
      • Faithfulness
      • Hallucination
      • KeywordCoverage
      • PromptAlignment
      • Summarization
      • TextualDifference
      • ToneConsistency
      • Toxicity
      • Mastra Voice
      • Composite Voice
      • Deepgram
      • ElevenLabs
      • Google
      • Murf
      • OpenAI
      • OpenAI Realtime
      • PlayAI
      • Sarvam
      • Speechify
        • Overview
        • SigNoz
        • Braintrust
        • LangSmith
        • Langfuse
        • LangWatch
        • New Relic
        • Traceloop
        • Laminar
      • Logger
      • OTelConfig
      • .createLogger()
      • Agents API
      • Memory API
      • Tools API
      • Workflows API
      • Vectors API
      • Logs API
      • Telemetry API
      • Error Handling
      • Deployer
      • Cloudflare
      • Netlify
      • Vercel

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