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

# Tool Calling

> Enable AI models to use external functions and services by defining tool schemas or connecting to Model Context Protocol (MCP) servers. This allows AI to interact with databases, APIs, file systems, and more.

## Function Calling with Custom Tools

Enable AI models to use external functions by defining tool schemas using OpenAI format. Models can then call these functions automatically based on user requests.

```bash theme={null}
curl --location 'http://localhost:8080/v1/chat/completions' \
--header 'Content-Type: application/json' \
--data '{
    "model": "openai/gpt-4o-mini",
    "messages": [
        {"role": "user", "content": "What is 15 + 27? Use the calculator tool."}
    ],
    "tools": [
        {
            "type": "function",
            "function": {
                "name": "calculator",
                "description": "A calculator tool for basic arithmetic operations",
                "parameters": {
                    "type": "object",
                    "properties": {
                        "operation": {
                            "type": "string",
                            "description": "The operation to perform",
                            "enum": ["add", "subtract", "multiply", "divide"]
                        },
                        "a": {
                            "type": "number",
                            "description": "The first number"
                        },
                        "b": {
                            "type": "number",
                            "description": "The second number"
                        }
                    },
                    "required": ["operation", "a", "b"]
                }
            }
        }
    ],
    "tool_choice": "auto"
}'
```

**Response includes tool calls:**

```json theme={null}
{
    "choices": [{
        "message": {
            "role": "assistant", 
            "tool_calls": [{
                "id": "call_abc123",
                "type": "function",
                "function": {
                    "name": "calculator",
                    "arguments": "{\"operation\":\"add\",\"a\":15,\"b\":27}"
                }
            }]
        }
    }]
}
```

## Connecting to MCP Servers

Connect to Model Context Protocol (MCP) servers to give AI models access to external tools and services without manually defining each function.

<Tabs group="tool-calling">
  <Tab title="Using Web UI">
    <img src="https://mintcdn.com/bifrost/_ilYf7u7HJP58LQG/media/ui-mcp-config.png?fit=max&auto=format&n=_ilYf7u7HJP58LQG&q=85&s=6e9d5cd353f66dc5943e0bdf819a1f95" alt="MCP Configuration Interface" width="3492" height="2358" data-path="media/ui-mcp-config.png" />

    1. Go to **[http://localhost:8080](http://localhost:8080)**
    2. Navigate to **"MCP Clients"** in the sidebar
    3. Click **"Add MCP Client"**
    4. Enter server details and save
  </Tab>

  <Tab title="Using API">
    ```bash theme={null}
    curl --location 'http://localhost:8080/api/mcp/client' \
    --header 'Content-Type: application/json' \
    --data '{
        "name": "filesystem",
        "connection_type": "stdio",
        "stdio_config": {
            "command": ["npx", "@modelcontextprotocol/server-filesystem", "/tmp"],
            "args": []
        }
    }'
    ```

    **List configured MCP clients:**

    ```bash theme={null}
    curl --location 'http://localhost:8080/api/mcp/clients'
    ```
  </Tab>

  <Tab title="Using config.json">
    ```json theme={null}
    {
        "mcp": {
            "client_configs": [
                {
                    "name": "filesystem",
                    "connection_type": "stdio",
                    "stdio_config": {
                        "command": ["npx", "@modelcontextprotocol/server-filesystem", "/tmp"],
                        "args": []
                    }
                },
                {
                    "name": "youtube-search",
                    "connection_type": "http",
                    "connection_string": "http://your-youtube-mcp-url"
                }
            ]
        }
    }
    ```
  </Tab>
</Tabs>

Read more about MCP connections and advanced end to end tool execution in the [MCP Features](../../mcp/overview) section.

## Tool Choice Options

Control how the AI uses tools:

```bash theme={null}
# Force use of specific tool
"tool_choice": {
    "type": "function",
    "function": {"name": "calculator"}
}

# Let AI decide automatically (default)
"tool_choice": "auto"

# Disable tool usage
"tool_choice": "none"
```

## Next Steps

Now that you understand tool calling, explore these related topics:

### Essential Topics

* **[Multimodal AI](./multimodal)** - Process images, audio, and multimedia content
* **[Streaming Responses](./streaming)** - Real-time response generation with tool calls
* **[Provider Configuration](./provider-configuration)** - Multiple providers for redundancy
* **[Integrations](./integrations)** - Drop-in compatibility with existing SDKs

### Advanced Topics

* **[MCP Features](../../mcp/overview)** - Advanced MCP server management and configuration
* **[Core Features](../../features/drop-in-replacement)** - Advanced Bifrost capabilities
* **[Architecture](../../architecture/core/request-flow)** - How Bifrost works internally