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

# Agents

> Production agents with knowledge bases, research pipelines, multimodal processing, and integrations.

Agents that do real work. Each example demonstrates knowledge retrieval, multi-tool orchestration, structured output, or multimodal processing.

```python theme={null}
from agno.agent import Agent
from agno.models.openai import OpenAIResponses
from agno.tools.yfinance import YFinanceTools

agent = Agent(
    model=OpenAIResponses(id="gpt-5.2"),
    tools=[YFinanceTools(stock_price=True, analyst_recommendations=True)],
    instructions=["Use tables to display data"],
    markdown=True,
)

agent.print_response("What's the outlook for NVDA?", stream=True)
```

## Knowledge & RAG

Agents that search, retrieve, and reason over knowledge bases.

<CardGroup cols={2}>
  <Card title="Agno Assist" icon="book" href="/cookbook/agents/agno-assist">
    Documentation assistant with hybrid search and source attribution.
  </Card>

  <Card title="Deep Knowledge" icon="database" href="/cookbook/agents/deep_knowledge">
    Iterative RAG that breaks complex queries into sub-queries.
  </Card>
</CardGroup>

## Research & Analysis

Multi-tool agents for competitive intelligence and due diligence.

<CardGroup cols={3}>
  <Card title="Competitor Analysis" icon="chart-line" href="/cookbook/agents/competitor-analysis-agent">
    Five-phase intelligence with Firecrawl and reasoning tools.
  </Card>

  <Card title="Research Agent" icon="magnifying-glass" href="/cookbook/agents/research-agent">
    Journalism workflow with fact-checking across sources.
  </Card>

  <Card title="Startup Analyst" icon="rocket" href="/cookbook/agents/startup-analyst-agent">
    ScrapeGraph toolkit for investment due diligence.
  </Card>
</CardGroup>

## Multimodal

Agents that process audio, video, and generate speech.

<CardGroup cols={2}>
  <Card title="Speech to Text" icon="waveform" href="/cookbook/agents/speech-to-text-agent">
    Structured transcription with timestamps and speakers.
  </Card>

  <Card title="YouTube Agent" icon="video" href="/cookbook/agents/youtube-agent">
    Video analysis with timestamped topic segmentation.
  </Card>
</CardGroup>

## Integrations

Agents connecting to external platforms and protocols.

<CardGroup cols={2}>
  <Card title="Social Media Agent" icon="hashtag" href="/cookbook/agents/social_media_agent">
    X/Twitter sentiment analysis and engagement metrics.
  </Card>

  <Card title="Web Extraction" icon="globe" href="/cookbook/agents/web-extraction-agent">
    Firecrawl to Pydantic structured output.
  </Card>

  <Card title="Translation Agent" icon="language" href="/cookbook/agents/translation_agent">
    Multi-step translation with emotion detection and TTS.
  </Card>

  <Card title="Airbnb MCP" icon="plug" href="/cookbook/agents/airbnb_mcp">
    Model Context Protocol integration with reasoning.
  </Card>
</CardGroup>