PebbleAIDocs
  • Welcome
  • Getting Started
  • Quick Start
  • What is PebbleAI?
  • PebbleChat Guide
  • PebbleAgent - Visual AI Builder
  • PebbleObserve - AI Usage
  • Workspaces & Collaboration
  • Admin Overview
  • Capabilities
  • Build Workflows
    • Contribution Guide
      • Building Node
    • API Reference
      • Assistants
      • Attachments
      • Chat Message
      • Chatflows
      • Document Store
      • Feedback
      • Leads
      • Ping
      • Prediction
      • Tools
      • Upsert History
      • Variables
      • Vector Upsert
    • Using Flowise
      • Agentflows
        • Multi-Agents
        • Sequential Agents
          • Video Tutorials
      • Agentflow V2
      • Analytic
        • Arize
        • Langfuse
        • LangWatch
        • Lunary
        • Opik
        • Phoenix
      • Document Stores
      • Embed
      • Evaluations
      • Monitoring
      • Prediction
      • Streaming
      • Uploads
      • Upsertion
      • Variables
      • Workspaces
    • Configuration
      • Auth
        • Application
        • Flows
      • Databases
      • Deployment
        • AWS
        • Azure
        • Digital Ocean
        • GCP
        • Hugging Face
        • Railway
        • Render
        • Replit
        • Sealos
        • Zeabur
      • Rate Limit
      • Running Flowise behind company proxy
      • Running Flowise using Queue
      • Running in Production
      • SSO
    • Integrations
      • External Integrations
        • Open WebUI
        • Streamlit
        • Zapier Zaps
      • LangChain
        • Agents
          • Airtable Agent
          • AutoGPT
          • BabyAGI
          • Conversational Agent
          • Conversational Retrieval Agent
          • CSV Agent
          • MistralAI Tool Agent
          • OpenAI Assistant
            • Threads
          • OpenAI Function Agent
          • OpenAI Tool Agent
          • ReAct Agent Chat
          • ReAct Agent LLM
          • Tool Agent
          • XML Agent
        • Cache
          • InMemory Cache
          • InMemory Embedding Cache
          • Momento Cache
          • Redis Cache
          • Redis Embeddings Cache
          • Upstash Redis Cache
        • Chains
          • Conversation Chain
          • Conversational Retrieval QA Chain
          • GET API Chain
          • LLM Chain
          • Multi Prompt Chain
          • Multi Retrieval QA Chain
          • OpenAPI Chain
          • POST API Chain
          • Retrieval QA Chain
          • Sql Database Chain
          • Vectara QA Chain
          • VectorDB QA Chain
        • Chat Models
          • AWS ChatBedrock
          • ChatOpenAI
          • Azure ChatOpenAI
          • Chat Fireworks
          • ChatSambanova
          • ChatAnthropic
          • ChatCohere
          • ChatCometAPI
          • ChatHuggingFace
          • ChatLocalAI
          • ChatOllama
          • ChatTogetherAI
          • ChatGoogleGenerativeAI
          • Google VertexAI
          • GroqChat
          • IBM Watsonx
          • ChatMistralAI
          • NVIDIA NIM
        • Document Loaders
          • Airtable Document Loader
          • API Document Loader
          • Apify Website Content Crawler
          • BraveSearch API Document Loader
          • Cheerio Web Scraper
          • Confluence
          • CSV Files
          • Custom Document Loader
          • Document Store
          • Docx File
          • EPUB File Loader
          • Figma Document Loader
          • File
          • FireCrawl
          • Folder with Files Loader
          • GitBook
          • GitHub Document Loader
          • Google Drive
          • Google Sheets
          • Jira Document Loader
          • Json File
          • Json Lines File
          • Microsoft Excel Document Loader
          • Microsoft PowerPoint Document Loader
          • Microsoft Word Document Loader
          • Notion
          • Oxylabs Document Loaders
          • PDF Document Loader
          • Plain Text
          • Playwright Web Scraper
          • Puppeteer Web Scraper
          • S3 File Loader
          • SearchApi For Web Search
          • SerpApi For Web Search
          • Spider Web Scraper/Crawler
          • Text File
          • Unstructured File Loader
          • Unstructured Folder Loader
        • Embeddings
          • AWS Bedrock Embeddings
          • Azure OpenAI Embeddings
          • Cohere Embeddings
          • Google GenerativeAI Embeddings
          • Google VertexAI Embeddings
          • HuggingFace Inference Embeddings
          • LocalAI Embeddings
          • MistralAI Embeddings
          • Ollama Embeddings
          • OpenAI Embeddings
          • OpenAI Embeddings Custom
          • TogetherAI Embedding
          • VoyageAI Embeddings
        • LLMs
          • AWS Bedrock
          • Azure OpenAI
          • Cohere
          • GoogleVertex AI
          • HuggingFace Inference
          • Ollama
          • OpenAI
          • Replicate
        • Memory
          • Buffer Memory
          • Buffer Window Memory
          • Conversation Summary Buffer Memory
          • Conversation Summary Memory
          • DynamoDB Chat Memory
          • Mem0 Memory
          • MongoDB Atlas Chat Memory
          • Redis-Backed Chat Memory
          • Upstash Redis-Backed Chat Memory
          • Zep Memory
        • Moderation
          • OpenAI Moderation
          • Simple Prompt Moderation
        • Output Parsers
          • Advanced Structured Output Parser
          • CSV Output Parser
          • Custom List Output Parser
          • Structured Output Parser
        • Prompts
          • Chat Prompt Template
          • Few Shot Prompt Template
          • Prompt Template
        • Record Managers
        • Retrievers
          • Cohere Rerank Retriever
          • Custom Retriever
          • Embeddings Filter Retriever
          • Extract Metadata Retriever
          • HyDE Retriever
          • LLM Filter Retriever
          • Multi Query Retriever
          • Voyage AI Rerank Retriever
          • Prompt Retriever
          • Reciprocal Rank Fusion Retriever
          • Similarity Score Threshold Retriever
          • Vector Store Retriever
        • Text Splitters
          • Character Text Splitter
          • Code Text Splitter
          • Html-To-Markdown Text Splitter
          • Markdown Text Splitter
          • Recursive Character Text Splitter
          • Token Text Splitter
        • Tools
          • BraveSearch API
          • Calculator
          • Chain Tool
          • Chatflow Tool
          • Custom Tool
          • Exa Search
          • Gmail
          • Google Calendar
          • Google Custom Search
          • Google Drive
          • Google Sheets
          • Microsoft Outlook
          • Microsoft Teams
          • OpenAPI Toolkit
          • Code Interpreter by E2B
          • Read File
          • Request Get
          • Request Post
          • Retriever Tool
          • SearchApi
          • SearXNG
          • Serp API
          • Serper
          • TavilyAI
          • Web Browser
          • Write File
        • Vector Stores
          • AstraDB
          • Chroma
          • Couchbase
          • Elastic
          • Faiss
          • In-Memory Vector Store
          • Milvus
          • MongoDB Atlas
          • OpenSearch
          • Pinecone
          • Postgres
          • Qdrant
          • Redis
          • SingleStore
          • Supabase
          • Upstash
          • Vectara
          • Weaviate
          • Zep Collection - Cloud
          • Zep Collection - Open Source
      • LlamaIndex
        • Agents
          • OpenAI Tool Agent
          • Anthropic Tool Agent
        • Chat Models
          • AzureChatOpenAI
          • ChatAnthropic
          • ChatGroq
          • ChatMistral
          • ChatOllama
          • ChatOpenAI
          • ChatTogetherAI
        • Embeddings
          • Azure OpenAI Embeddings
          • OpenAI Embedding
        • Engine
          • Context Chat Engine
          • Query Engine
          • Simple Chat Engine
          • Sub-Question Query Engine
        • Response Synthesizer
          • Compact And Refine
          • Refine
          • Simple Response Builder
          • Tree Summarize
        • Tools
          • Query Engine Tool
        • Vector Stores
          • Pinecone
          • SimpleStore
      • Utilities
        • Custom JS Function
        • If Else
        • Set/Get Variable
        • Sticky Note
    • Tutorials
      • Agent as Tool
      • Agentic RAG
      • Customer Support
      • Deep Research
      • Human In The Loop
      • Interacting with API
      • RAG
      • SQL Agent
      • Structured Output
      • Supervisor and Workers
      • Tools & MCP
      • Character Text Splitter
    • Use Cases
      • Calling Children Flows
      • Interacting with API
      • Multiple Documents QnA
      • SQL QnA
      • Upserting Data
      • Web Scrape QnA
      • Calling Webhook
  • Monitor Usage
    • Example Project
    • Get Started
    • Start Tracing
    • Use Prompt Management
    • Set up Evals
    • Products
      • Overview
      • Get Started
      • Concepts
        • Essential
        • Sessions
        • User Tracking
        • Environments
        • Tags
        • Metadata
        • Trace IDs & Distributed Tracing
        • Advanced
        • User Feedback
        • Log Levels
        • Query Data ↗
        • Metrics API ↗
        • Custom Dashboards ↗
        • Agent Graphs
        • Comments
        • Masking
        • MCP Tracing
        • Multi-Modality
        • Observation Types
        • Event queuing/batching
        • Releases & Versioning
        • Sampling
        • Token & Cost Tracking
        • Trace URLs
        • Overview
        • Instrumentation
        • Advanced Features
        • Troubleshooting & FAQ
        • Upgrade Path
        • Python Reference ↗
        • JS/TS Reference ↗
      • Integrations ↗
      • Troubleshooting & FAQ
      • Overview
      • Get Started
      • Data Model
        • Essential
        • Version Control
        • Composability
        • Message Placeholders
        • Playground
        • Advanced
        • Evaluate Prompts ↗
        • A/B Testing
        • Caching
        • Config
        • Folders
        • GitHub Integration
        • Guaranteed Availability
        • Link to Traces
        • MCP Server
        • n8n Node
        • Webhooks
      • Troubleshooting & FAQ
      • Overview
        • LLM-as-a-Judge
        • Human Annotations
        • Custom Scores
        • Score Analytics
        • Data Model
        • Overview
        • Datasets
        • Experiments via SDK
        • Experiments via UI
        • Data Model
      • Guides ↗
      • Troubleshooting & FAQ
    • Platform
      • Overview
        • Custom Dashboards
        • Metrics API
        • Export to PostHog ↗
        • Export to Mixpanel ↗
      • Overview
        • Export from UI
        • Export to Blob Storage
        • Export for Fine-Tuning
        • MCP Server
        • Public API
        • Query via SDKs
      • Auth
      • Authentication & SSO
      • SCIM and Org API
      • Security
      • Audit Logs
      • Data Deletion
      • Data Retention
      • Security Docs ↗
      • Configuration
      • LLM Connections
      • Spend Alerts
      • Misc
      • Billable Units
      • Troubleshooting & FAQ
    • Security & Guardrails
    • More
    • Roadmap
    • Docs MCP Server
      • API Reference ↗
      • Python SDK ↗
      • JS SDK ↗
      • Java SDK ↗
    • Security & Compliance ↗
    • Support ↗
  • Support
  • Troubleshooting
  • License
  • Open Source Acknowledgments
Build WorkflowsIntegrationsLangChainToolsRead File

Read File

🚀

Enhanced

Direct integration with Langfuse tracing

⚠️

This tool will be removed in Flowise v3.0.11

Read File Node

Code Interpreter by E2BRequest Get
© 2025 Pebble Cloud. All rights reserved.