> ## Documentation Index
> Fetch the complete documentation index at: https://docs.tavily.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Examples Hub

> Build with Tavily — from quick API recipes to production research agents.

## Choose by Goal

<CardGroup cols={2}>
  <Card title="Search the web" icon="magnifying-glass" href="/examples/quick-tutorials/search-api">
    Find and aggregate real-time information from across the web with Tavily Search.
  </Card>

  <Card title="Extract content from URLs" icon="file-lines" href="/examples/quick-tutorials/extract-api">
    Pull clean, structured content from any webpage for downstream processing.
  </Card>

  <Card title="Discover site structure" icon="sitemap" href="/examples/quick-tutorials/map-api">
    Map all URLs on a domain without extracting content — fast site discovery.
  </Card>

  <Card title="Crawl a website" icon="spider-web" href="/examples/quick-tutorials/crawl-api">
    Traverse entire sites and turn them into searchable knowledge bases.
  </Card>

  <Card title="Run deep research" icon="flask-vial" href="/examples/quick-tutorials/research-streaming">
    Submit multi-source research queries with streaming progress and structured output.
  </Card>

  <Card title="Build a research agent" icon="robot" href="/examples/agent-toolkit/overview">
    Production-grade agent patterns with the Tavily Agent Toolkit.
  </Card>
</CardGroup>

***

## Choose by Stack

<CardGroup cols={3}>
  <Card title="Python SDK" icon="python" href="/sdk/python/quick-start">
    Search, Extract, Crawl, Map
  </Card>

  <Card title="Agent Toolkit" icon="toolbox" href="/examples/agent-toolkit/overview">
    Tools, agents, and use-case recipes
  </Card>

  <Card title="MCP Server" icon="server" href="/documentation/mcp">
    Cursor, Claude Desktop, Claude Code
  </Card>

  <Card title="CLI" icon="terminal" href="/documentation/tavily-cli">
    Search, extract, crawl from your terminal
  </Card>

  <Card title="Integrations" icon="link-horizontal" href="/documentation/integrations">
    LangChain, Vercel AI SDK, n8n, and more
  </Card>

  <Card title="REST API" icon="code" href="/documentation/api-reference/introduction">
    Direct HTTP endpoints
  </Card>
</CardGroup>

***

## Featured

<CardGroup cols={3}>
  <Card title="Chatbot Agent" icon="message-bot" href="/examples/agent-toolkit/chatbot">
    Routes between quick search and deep research based on query complexity.
  </Card>

  <Card title="Hybrid Research" icon="flask" href="/examples/agent-toolkit/hybrid-research">
    Combine internal data with web research for comprehensive reports.
  </Card>

  <Card title="Crawl to RAG" icon="database" href="/examples/use-cases/crawl-to-rag">
    Turn any website into a searchable knowledge base with MongoDB Atlas.
  </Card>
</CardGroup>

***

## Browse All

<CardGroup cols={2}>
  <Card title="Agent Toolkit" icon="toolbox" href="/examples/agent-toolkit/overview">
    Pre-built tools, agents, and use-case recipes for production research systems.
  </Card>

  <Card title="Demo Apps" icon="window-maximize" href="/examples/use-cases/chat">
    Open-source apps you can try live and deploy: chat, research, data enrichment, and more.
  </Card>

  <Card title="Cookbook" icon="book-open" href="/examples/quick-tutorials/cookbook">
    Guided Jupyter notebooks covering every Tavily API from fundamentals to advanced patterns.
  </Card>

  <Card title="Open Source" icon="code-branch" href="/examples/open-sources/projects">
    Community projects built with Tavily.
  </Card>
</CardGroup>