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LlamaIndex Documentation

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LlamaCloud
- Welcome to LlamaCloud
- Parse
- Extract
- Classify
  - Examples
    
    LlamaClassify Examples
    Classify Contract Types
  - Getting Started
    
    Getting Started with Classify
    Classify Python SDK
- Index
  - Getting Started
    
    Getting Started with LlamaCloud
    LlamaCloud Quick Start
  - Usage Guides
    
    LlamaCloud API & Clients Guide
    LlamaCloud Framework Integration
    LlamaCloud Usage Guides
    LlamaCloud No-code UI Guide
  - How-to Guides
    
    Files
    
    Extracting Figures from Documents
    
    Getting Started with LlamaCloud Index & Agents
  - Integrations
    
    Data Sinks
    
    Data Sinks
    AstraDB
    Azure AI Search
    Managed Data Sink
    Milvus
    MongoDB Atlas Vector Search
    Pinecone
    Qdrant
    
    Data Sources
    
    LlamaCloud Data Sources
    Azure Blob Storage Data Source
    Box Storage Data Source
    Confluence Data Source
    File Upload Data Source
    Google Drive Data Source
    Jira Data Source
    Notion Data Source
    Microsoft OneDrive Data Source
    S3 Data Source
    Microsoft SharePoint Data Source
    Slack Data Source
    
    Embedding Models
    
    Embedding Models
    Azure Embedding
    Bedrock Embedding
    Cohere Embedding
    Gemini Embedding
    HuggingFace Embedding
    OpenAI Embedding
  - Multi-Environments
  - Parsing & Transformation in LlamaCloud
  - Retrieval
    
    Advanced
    Basic
    Composite Retrieval
    Image Retrieval
    Retrieval Modes
- General
  - Webhooks
- API Key
- Self-Hosting
  - Architecture
  - Basic Setup
    
    Auth
    
    Databases and Queues
    
    Azure Service Bus as Job Queue
    Overview
    
    File Storage
    Ingress
    
    LLM Integrations
    
    Anthropic API Setup
    AWS Bedrock Setup
    Azure OpenAI Setup
    Google Gemini API Setup
    Google Vertex AI Setup
    OpenAI Setup
    Overview
  - Frequently Asked Questions
  - Get Started
  - Tuning
    
    Service Configurations
- Credit Pricing & Usage
- Organizations
- Cookbooks
  - Cookbooks
  - Enterprise Rollout
- Regions
- Managing Your Subscription
Cloud API Reference 🔗
Workflows
- LlamaIndex Workflows
- Common patterns
- Tutorials
  - Express agent
    
    1. Introduction
    2. Agent Loop
    3. Adding State
    4. Adding HITL
    5. Express Agent
Workflows API Reference 🔗
Framework
- Welcome to LlamaIndex.TS
- Getting started
- Integration
- Migration
  - Migrating from v0.8 to v0.9
  - Deprecated
    
    Agent
    
    Agents
- Modules
  - Agents
    
    Agent Workflows
    Low-Level LLM Execution
    Define workflows using natural language
    
    Tool
    
    Tools
    
    Workflows
  - Data
    
    Documents and Nodes
    
    Data index
    
    Index
    Managed Index
    
    Ingestion pipeline
    
    Ingestion Pipeline
    
    Transformations
    
    Transformations
    Metadata Extraction
    Node Parsers / Text Splitters
    
    Memory
    
    Memory
    
    Readers
    
    Loading Data
    DiscordReader
    JSONReader
    
    Llama parse
    
    LlamaParse
    Image Retrieval
    JSON Mode
    
    Stores
    
    Storage
    
    Chat stores
    
    Chat Stores
    
    Doc stores
    
    Document Stores
    
    Index stores
    
    Index Stores
    
    Kv stores
    
    Key-Value Stores
    
    Vector stores
    
    Vector Stores
    Qdrant Vector Store
    Supabase Vector Store
  - Evaluation
    
    Evaluating
    Correctness Evaluator
    Faithfulness Evaluator
    Relevancy Evaluator
  - Models
    
    Embeddings
    
    Embedding
    DeepInfra
    Gemini
    HuggingFace
    Jina AI
    MistralAI
    MixedbreadAI
    Ollama
    OpenAI
    Together
    VoyageAI
    
    Llms
    
    Large Language Models (LLMs)
    Anthropic
    Azure OpenAI
    Bedrock
    DeepInfra
    DeepSeek LLM
    Fireworks LLM
    Gemini
    Groq
    LLama2
    Mistral
    Ollama
    OpenAI
    Perplexity LLM
    Portkey LLM
    Together LLM
    
    Prompt
    
    Prompts
  - Rag
    
    ChatEngine
    
    Node postprocessors
    
    Node Postprocessors
    Cohere Reranker
    Jina AI Reranker
    MixedbreadAI
    
    Query engines
    
    QueryEngine
    Metadata Filtering
    Router Query Engine
    
    Response Synthesizer
    Retriever
  - Ui
    
    Using @llamaindex/chat-ui
    Using LlamaIndex Server
- More
- Tutorials
Framework API Reference 🔗

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On this page

Overview
🗺️ Ecosystem
Community

On this page

Overview
🗺️ Ecosystem
Community

More

🗺️ Ecosystem

Section titled “🗺️ Ecosystem”

To download or contribute, find LlamaIndex on:

GitHub

NPM

Community

Section titled “Community”

Need help? Have a feature suggestion? Join the LlamaIndex community:

Twitter

Discord

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Using LlamaIndex Server Next
1. Setup