How to connect AI Agent and Code
Create a New Scenario to Connect AI Agent and Code
In the workspace, click the “Create New Scenario” button.

Add the First Step
Add the first node – a trigger that will initiate the scenario when it receives the required event. Triggers can be scheduled, called by a AI Agent, triggered by another scenario, or executed manually (for testing purposes). In most cases, AI Agent or Code will be your first step. To do this, click "Choose an app," find AI Agent or Code, and select the appropriate trigger to start the scenario.

Add the AI Agent Node
Select the AI Agent node from the app selection panel on the right.

AI Agent
Configure the AI Agent
Click on the AI Agent node to configure it. You can modify the AI Agent URL and choose between DEV and PROD versions. You can also copy it for use in further automations.
Add the Code Node
Next, click the plus (+) icon on the AI Agent node, select Code from the list of available apps, and choose the action you need from the list of nodes within Code.

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Authenticate Code
Now, click the Code node and select the connection option. This can be an OAuth2 connection or an API key, which you can obtain in your Code settings. Authentication allows you to use Code through Latenode.
Configure the AI Agent and Code Nodes
Next, configure the nodes by filling in the required parameters according to your logic. Fields marked with a red asterisk (*) are mandatory.
Set Up the AI Agent and Code Integration
Use various Latenode nodes to transform data and enhance your integration:
- Branching: Create multiple branches within the scenario to handle complex logic.
- Merging: Combine different node branches into one, passing data through it.
- Plug n Play Nodes: Use nodes that don’t require account credentials.
- Ask AI: Use the GPT-powered option to add AI capabilities to any node.
- Wait: Set waiting times, either for intervals or until specific dates.
- Sub-scenarios (Nodules): Create sub-scenarios that are encapsulated in a single node.
- Iteration: Process arrays of data when needed.
- Code: Write custom code or ask our AI assistant to do it for you.

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Trigger on Webhook
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Save and Activate the Scenario
After configuring AI Agent, Code, and any additional nodes, don’t forget to save the scenario and click "Deploy." Activating the scenario ensures it will run automatically whenever the trigger node receives input or a condition is met. By default, all newly created scenarios are deactivated.
Test the Scenario
Run the scenario by clicking “Run once” and triggering an event to check if the AI Agent and Code integration works as expected. Depending on your setup, data should flow between AI Agent and Code (or vice versa). Easily troubleshoot the scenario by reviewing the execution history to identify and fix any issues.
Most powerful ways to connect AI Agent and Code
AI Agent + Code + Google Sheets: When a new row is added to a Google Sheet containing customer support tickets, the AI Agent processes the ticket. The Code action (JavaScript) determines the sentiment of the processed ticket. Finally, the sentiment analysis result is logged in another column in the same Google Sheet.
Code + AI Agent + Slack: The Code action (JavaScript) is used to monitor logs for errors. When an error is detected, the AI Agent summarizes the error. Finally, a Slack message is sent to a specified channel alerting the team about the issue.
AI Agent and Code integration alternatives
About AI Agent
Use AI Agent in Latenode to automate content creation, data analysis, or customer support. Configure agents with prompts, then integrate them into workflows. Unlike standalone solutions, Latenode lets you connect AI to any app, scale automatically, and customize with code where needed.
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About Code
Need custom logic within your Latenode workflows? Code lets you add JavaScript snippets and NPM modules directly into your automation flows. Transform data, handle complex calculations, and connect to unsupported APIs. Latenode makes it easy to manage code alongside no-code steps, ensuring scalability and maintainability.
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See how Latenode works
FAQ AI Agent and Code
How can I connect my AI Agent account to Code using Latenode?
To connect your AI Agent account to Code on Latenode, follow these steps:
- Sign in to your Latenode account.
- Navigate to the integrations section.
- Select AI Agent and click on "Connect".
- Authenticate your AI Agent and Code accounts by providing the necessary permissions.
- Once connected, you can create workflows using both apps.
Can I automate code generation based on AI Agent's output?
Yes! Latenode lets you use AI Agent's insights to dynamically generate and execute code. Automate tasks & streamline complex processes visually with no-code building, plus JavaScript and AI steps.
What types of tasks can I perform by integrating AI Agent with Code?
Integrating AI Agent with Code allows you to perform various tasks, including:
- Automating code creation from AI-generated specifications.
- Parsing complex data using AI then processing it with code.
- Generating code documentation using AI models automatically.
- Creating dynamic decision trees combining AI and coding logic.
- Testing AI Agent outputs with code-driven validation suites.
Can I use AI Agent to generate comments for my existing codebase?
Yes! Latenode enables you to use AI Agent to analyze your existing code files and generate detailed comments, improving code maintainability.
Are there any limitations to the AI Agent and Code integration on Latenode?
While the integration is powerful, there are certain limitations to be aware of:
- Complex debugging may require advanced coding knowledge.
- AI Agent's token limits affect maximum input size for code generation.
- Real-time code execution is subject to available compute resources.