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

# Learn Ragner

> Transform APIs into AI Agents.

<img src="https://mintcdn.com/chatxbtprotocol/WBweIXqeUK5m9Mjt/images/api.png?fit=max&auto=format&n=WBweIXqeUK5m9Mjt&q=85&s=31778bf708a0c4331b6814f51cbdd544" alt="RAGNER API Orchestration" className="rounded-lg" width="1864" height="742" data-path="images/api.png" />

## What is RAGNER?

RAGNER is an AI orchestration swarm that transforms your protocol documentation (API, RPC, Contracts, SOAP, GraphQL, etc.) into dynamic, interactive agents. It simplifies **DSL (Domain-Specific Language) integrations** and becomes a callable tool for other AI agents.

These agents act as composable building blocks, capable of executing tasks autonomously while being easily accessible to both developers and non-developers.

<Tip>
  Ragner.ai eliminates friction in developer understanding, integration and
  onboarding for both humans and AI agents.
</Tip>

<Frame caption="Diagram of NVIDIA's RAG Pipeline">
  <img src="https://mintcdn.com/chatxbtprotocol/WBweIXqeUK5m9Mjt/images/rag.png?fit=max&auto=format&n=WBweIXqeUK5m9Mjt&q=85&s=955e3e4ed3879f3ffefddc9e860502d4" alt="RAG Example" className="rounded-lg" width="500" height="500" data-path="images/rag.png" />
</Frame>

<Card title="The name R.A.G:NER">
  Is inspired by the AI ecosystem term **R.A.G (Retrieval-Augmented
  Generation)**. It reflects evolution beyond traditional RAG to create
  context-aware, intuitive, and actionable Agents & tools.
</Card>

## 🔥 The Ragner Difference

The end of integration debt starts here.

#### 1. Documentation Intelligence

Upload any protocol documentation (APIs, RPCs, GraphQL, Smart Contracts), and Ragner instantly generates:

* **Protocol to Agents:** your API endpoints become callable AI tools.
* **Natural Language Interface:** Interact with enterprise APIs using plain English commands. RAGNER translates human instructions into precise API calls

<CodeGroup>
  ```javascript Salesforce Execution Example theme={null}
  // interacting with a ragner salesforce agent
  "Show me real-time sales data from Salesforce API" -> "GET /sales/realtime

  // user asks  -> agent makes api call -> returns data
  ```

  ```python SDK Integration Example: theme={null}
  #   Turn CoinGecko's API documentation into an Agent
  from ragner import rAgent

  defi_agent = rAgent.from_docurl("https://docs.coingecko.com/v3.0.1/")
  response = defi_agent.query("What’s the current APY for Ethereum staking?")
  print(response)
  # Output: "ETH staking APY is 5.2% via Lido. [Source: CoinGecko, updated 3s ago]"
  ```
</CodeGroup>

#### 2.Universal Compatibility

Works seamlessly across all major programming languages, protocols, and frameworks, including the Web3 and Blockchain ecosystem.

**From legacy banks to decentralized networks:**

| **Category**   | **Supported Protocols**                       |
| -------------- | --------------------------------------------- |
| **Web2**       | REST, SOAP, GraphQL, WebSockets               |
| **Web3**       | Ethereum RPC, Solana, Cosmos, Smart Contracts |
| **Enterprise** | SAP, Salesforce, Oracle DB                    |
| **Legacy**     | XML, MQTT, FTP                                |

#### 3.Intelligent Workflow Orchestration

Like building with LEGO blocks, leverage composable swarms to create multi-step workflows by combining multiple Ragnar API Agents without writing code.

```mermaid theme={null}
graph TD
    A[User: "Restock warehouse"] --> B[Inventory Agent]
    B --> C[Supplier API Agent]
    B --> D[Salesforce CRM Agent]
    C --> E[Purchase Order Generator]
    D --> E
    E --> F[Auto-Execute via ERP]
```

#### 4.Serverless Deployment

Deploy AI agents without the need for managing servers, ensuring scalability and reduced operational overhead.

## **Who is it For?**

* **Development Teams**: Streamline API integration and reduce manual coding.
* **Enterprises**: Enhance API usability, boost adoption 5X, grow sales, and streamline developer onboarding.
* **AI Builders**: Automate API-to-agent integration. Enable instant agent-to-agent communication without custom code.
* **Blockchain Innovators**: Turn complex contracts instantly usable with tools. Eliminate smartcontract integration barriers.