How to connect Firecrawl and AI Agent
Create a New Scenario to Connect Firecrawl and AI Agent
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 Firecrawl, triggered by another scenario, or executed manually (for testing purposes). In most cases, Firecrawl or AI Agent will be your first step. To do this, click "Choose an app," find Firecrawl or AI Agent, and select the appropriate trigger to start the scenario.

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

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

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Authenticate AI Agent
Now, click the AI Agent node and select the connection option. This can be an OAuth2 connection or an API key, which you can obtain in your AI Agent settings. Authentication allows you to use AI Agent through Latenode.
Configure the Firecrawl and AI Agent 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 Firecrawl and AI Agent 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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Save and Activate the Scenario
After configuring Firecrawl, AI Agent, 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 Firecrawl and AI Agent integration works as expected. Depending on your setup, data should flow between Firecrawl and AI Agent (or vice versa). Easily troubleshoot the scenario by reviewing the execution history to identify and fix any issues.
Most powerful ways to connect Firecrawl and AI Agent
Firecrawl + AI Agent + Google Sheets: Firecrawl scrapes a website and extracts its content. The AI Agent then analyzes the scraped content, and a summary of the changes is added as a new row in a Google Sheet for review.
Firecrawl + AI Agent + Slack: Firecrawl extracts content from a website. The AI Agent analyzes this content, and if critical changes are detected, a message is sent to a Slack channel to alert the team.
Firecrawl and AI Agent integration alternatives
About Firecrawl
Use Firecrawl in Latenode to extract structured data from websites at scale. Monitor product prices, track competitors, or collect research data automatically. Unlike standalone scrapers, Latenode lets you integrate scraped data into complex workflows with custom logic and direct API connections, all without code.
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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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See how Latenode works
FAQ Firecrawl and AI Agent
How can I connect my Firecrawl account to AI Agent using Latenode?
To connect your Firecrawl account to AI Agent on Latenode, follow these steps:
- Sign in to your Latenode account.
- Navigate to the integrations section.
- Select Firecrawl and click on "Connect".
- Authenticate your Firecrawl and AI Agent accounts by providing the necessary permissions.
- Once connected, you can create workflows using both apps.
Can I automatically summarize scraped web content with AI Agent?
Yes, you can! Latenode simplifies this. Firecrawl extracts data, then AI Agent summarizes it. Get key insights faster, automatically.
What types of tasks can I perform by integrating Firecrawl with AI Agent?
Integrating Firecrawl with AI Agent allows you to perform various tasks, including:
- Automatically generating content briefs from crawled competitor websites.
- Classifying and categorizing scraped product data using AI.
- Creating automated social media posts from crawled articles.
- Extracting and summarizing key data points from industry reports.
- Monitoring brand mentions and analyzing sentiment automatically.
How does Latenode handle Firecrawl data at scale?
Latenode efficiently processes large Firecrawl datasets. Use our scaling features to handle high volumes without performance issues.
Are there any limitations to the Firecrawl and AI Agent integration on Latenode?
While the integration is powerful, there are certain limitations to be aware of:
- Rate limits from Firecrawl and AI Agent APIs may apply.
- Complex AI Agent prompts may require more processing time.
- Initial workflow setup requires basic understanding of both tools.