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

# Products

> The integration options cotality exposes — MCP servers, AI agents, and REST APIs — and when to use each.

Cotality exposes its property intelligence through three integration layers. Choose the one that fits your architecture and use case.

<CardGroup cols={3}>
  <Card title="MCP servers" icon="plug" href="/mcp/overview">
    Connect any LLM or AI assistant to cotality property data and analytics through the model context protocol. Zero-friction tool discovery for AI-native apps.
  </Card>

  <Card title="AI agents" icon="robot" href="/ai-integrations/valuation-solutions/ai-agents">
    Task-specific conversational agents for appraisal ordering, vendor management, and compliance review. Orchestrated, multi-step, and domain-aware.
  </Card>

  <Card title="REST APIs" icon="code" href="/getting-started/overview#rest-apis">
    Standard HTTP integrations for property data, market analytics, risk scoring, and more. Stable, versioned, and language-agnostic.
  </Card>
</CardGroup>

## When to use what

| You are building…                           | Use             | Why                                                              |
| ------------------------------------------- | --------------- | ---------------------------------------------------------------- |
| An AI-native app or LLM copilot             | **MCP servers** | LLMs discover and call tools at runtime — no hardcoded API logic |
| A workflow automation with natural language | **AI agents**   | Orchestrated multi-step agents with domain knowledge built in    |
| A server-side integration or data pipeline  | **REST APIs**   | Predictable, versioned, works with any language or framework     |

## Early access content

<Note>
  Some capabilities are in **early access** and require authentication to view. If navigation items appear missing, log in to access all documentation.
</Note>

All publicly available capabilities are visible in the navigation without a login. Capabilities in [Alpha or private preview beta](/getting-started/product-lifecycle) are gated and will appear once you are authenticated.