Tool Calling

Tool calling is supported in all types of Realtime sessions. For client-sdk usage, tool calling is configured when generating the connection details using the startRealtimeSession.

For phone calls, tool calling is configured when creating the phone number attachement.

Responding to Tool Calls In A Realtime Session

For maximum flexibility, the AI in a realtime session does not automatically respond with tool call results.

This behavior was chosen because:

When a user message triggers multiple tool calls, it's unclear how to inject the results in a response assistant message.
Some tools can take a long time to complete. In such cases, you might want the conversation to continue in the meantime.

What this means is that it's up to you as the developer to respond into the Realtime Session for tool calls. You can "speak" into the session using speak API.

Here's a complete tool calling example to show how to work with a tool calling flow of reasonable complexity.

Complete Tool Calling Example

A realtime session with id realtime-session-id is running with a send_message tool call available to it.

check_schedule tool definition object

The user says:

"Send a message to Anne saying hello and John saying call me later."

At this point, the Realtime Session does the following sequence:

1. Triggers a webhook of type `tool.calls_started` with the following payload

POST Webhook with type tool.calls_started

2. In parallel makes two POST requests (one for each tool call)

POST Tool call with message to Anne

POST Tool call with message to John

3. Triggers a webhook of type `tool.calls_finished`

NOTE: This webhook is triggered after waiting for all of the tool calls have finsihed completely with a response.

POST Webhook with type tool.calls_finished

Example Backend

In response to step three, you might want to send a response from the "assistant" like "I sent those messages to Anne and John".

Here's an example of how you might do that using the "speak" API.

import express from 'express';
import axios from 'axios'

const router = express.Router();

// Tool call handler
router.post('/gabber_tool_calls/send_message', verifyToolGabberSignature, async (req, res) => {
  try {
    const body = req.body as {msg: string, recipient: string};

    // Here you would implement your actual message sending logic
    // For example:
    // await sendMessage(body.recipient, body.msg);

    res.status(200).json({ message: 'OK' });
  } catch (error) {
    console.error('Error processing tool call:', error);
    res.status(500).json({ error: 'Internal server error' });
  }
});

// Webhook handler
router.post('/gabber_webhook', verifyWebhookGabberSignature, async (req, res) => {
  try {
    const webhook = req.body as ToolCallsFinishedWebhook;

    if (webhook.type === 'tool.calls_finished') {
      const sessionId = webhook.payload.realtime_session;

      // Verify all tool calls were successful
      const allSuccessful = webhook.payload.tool_call_results.every(result => result.code === 200);

      if (allSuccessful) {
        // Generate response summary
        const recipients = webhook.payload.tool_calls
          .map(call => call.function.arguments.recipient)
          .join(' and ');

        speakUrl = `https://api.gabber.dev/realtime/${sessionId}/speak`
        await axios.POST(speakUrl, {
            text: `I send those messages to ${recipients}`
        }, {headers: {"X-Api-Key": process.env.GABBER_API_KEY}})
      }
    }

    res.status(200).json({ message: 'Webhook processed' });
  } catch (error) {
    console.error('Error processing webhook:', error);
    res.status(500).json({ error: 'Internal server error' });
  }
});

function verifyToolGabberSignature(req: GabberRequest, res: Response, next: NextFunction) {
    // Do the verification
    next();
}

function verifyWebhookGabberSignature(req: GabberRequest, res: Response, next: NextFunction) {
    // Do the verification
    next();
}

export default router;

Responding to Tool Calls In A Realtime Session​

Complete Tool Calling Example​

1. Triggers a webhook of type tool.calls_started with the following payload​

2. In parallel makes two POST requests (one for each tool call)​

3. Triggers a webhook of type tool.calls_finished​

Example Backend​

Updating Tools Configuration in a Live Session​