Scrape, search and browse the web with a Firecrawl AI agent webhook

Knowledge & search workflow for n8n with 14 active steps. Starts with Webhook. Uses OpenRouter. Integrations include OpenRouter.

By FirecrawlWorkflowReference information

What it does

14 active nodes · Starts with Webhook.

Steps in the template include:

Receive Scrape Request (Webhook)
Validate Output Schema (Code)
Return Schema Error (Respond to Webhook)
Research & Extract Web Data (AI Agent)

Nodes and integrations

Webhook
Code
Respond to Webhook ×2
AI Agent
OpenRouter Chat Model ×3
Structured Output Parser
firecrawl Tool ×5

See the author’s step names

Receive Scrape Request (Webhook)
Validate Output Schema (Code)
Return Schema Error (Respond to Webhook)
Research & Extract Web Data (AI Agent)
Return Structured Results (Respond to Webhook)
Primary Chat Model (OpenRouter Chat Model)
Fallback Chat Model (OpenRouter Chat Model)
Parser Chat Model (OpenRouter Chat Model)
Format Response to Schema (Structured Output Parser)
/scrape with Firecrawl (firecrawl Tool) — scrape
/search with Firecrawl (firecrawl Tool) — MapSearch / search
Interact context with Firecrawl (firecrawl Tool) — Interact
Execute interaction with Firecrawl (firecrawl Tool) — Interact / interact
Stop interaction with Firecrawl (firecrawl Tool) — Interact / interactStop

Accounts and credentials

OpenRouter access

Credential types in the graph: openRouterApi, firecrawlApi

AI models and swaps

OpenRouter · Chat

anthropic/claude-sonnet-4.6 in Primary Chat Model. Potentially swappable with a compatible n8n chat model node. Match tool calling and structured output before testing.

OpenRouter · Chat

anthropic/claude-haiku-4.5 in Fallback Chat Model. Potentially swappable with a compatible n8n chat model node. Match tool calling and structured output before testing.

OpenRouter · Chat

anthropic/claude-haiku-4.5 in Parser Chat Model. Potentially swappable with a compatible n8n chat model node. Test the replacement with the next step.

Inputs and setup options

Receive Scrape Request: HTTP POST

Resource information

Credit basis: Author listed by n8n
Pricing: Template access shown on n8n
License: Not specified
Last record update: Nov 5, 2026