How to connect AI Agent and Firecrawl
Create a New Scenario to Connect AI Agent and Firecrawl
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 Firecrawl will be your first step. To do this, click "Choose an app," find AI Agent or Firecrawl, 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 Firecrawl Node
Next, click the plus (+) icon on the AI Agent node, select Firecrawl from the list of available apps, and choose the action you need from the list of nodes within Firecrawl.

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Authenticate Firecrawl
Now, click the Firecrawl node and select the connection option. This can be an OAuth2 connection or an API key, which you can obtain in your Firecrawl settings. Authentication allows you to use Firecrawl through Latenode.
Configure the AI Agent and Firecrawl 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 Firecrawl 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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AI Anthropic Claude 3
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Trigger on Webhook
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Save and Activate the Scenario
After configuring AI Agent, Firecrawl, 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 Firecrawl integration works as expected. Depending on your setup, data should flow between AI Agent and Firecrawl (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 Firecrawl
Firecrawl + AI Agent + Slack: Firecrawl extracts content from a specified URL. The AI Agent then summarizes this content, and the summary is posted to a designated Slack channel.
Firecrawl + AI Agent + Google Sheets: Firecrawl extracts website data. The AI Agent categorizes the data and saves it into a new row in a Google Sheet.
AI Agent and Firecrawl 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 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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See how Latenode works
FAQ AI Agent and Firecrawl
How can I connect my AI Agent account to Firecrawl using Latenode?
To connect your AI Agent account to Firecrawl 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 Firecrawl accounts by providing the necessary permissions.
- Once connected, you can create workflows using both apps.
Can I automatically summarize crawled website content using AI Agent?
Yes, you can! Latenode lets you build workflows to trigger AI Agent summaries after Firecrawl scrapes a website. This saves time and provides instant insights from web data.
What types of tasks can I perform by integrating AI Agent with Firecrawl?
Integrating AI Agent with Firecrawl allows you to perform various tasks, including:
- Automatically classify crawled articles using AI-powered topic detection.
- Generate SEO-optimized meta descriptions from Firecrawl data with AI Agent.
- Extract key entities from web pages using AI Agent after Firecrawl scrapes.
- Monitor competitor websites and summarize content changes using AI analysis.
- Create AI-driven content briefs from scraped data for content creation teams.
HowdoesLatenodehandleAI AgentandFirecrawlconnectionerrors?
Latenode provides detailed error logs and visual debugging tools. You can easily identify and resolve issues in your AI Agent and Firecrawl workflows, ensuring smooth operation.
Are there any limitations to the AI Agent and Firecrawl integration on Latenode?
While the integration is powerful, there are certain limitations to be aware of:
- Complex prompt engineering in AI Agent may require advanced Latenode skills.
- Rate limits of AI Agent and Firecrawl plans still apply within Latenode.
- Very large crawl results might impact workflow execution time.