Firecrawl MCP Agent

Agent

Firecrawl MCP Agent

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About this agent

Firecrawl Web Extraction Agent is an AI-powered web scraping and content extraction assistant powered by the Firecrawl MCP Server. It searches, crawls, scrapes, and extracts structured data from live websites in real time, automatically selecting the best retrieval strategy for each task. Whether discovering relevant pages, scraping a single URL, crawling an entire website, or extracting structured information such as documentation, articles, products, metadata, prices, and more, every response is grounded exclusively in retrieved web content with complete source attribution, exact quotations for important claims, and transparent reporting when information is unavailable or incomplete.

Ideal for web scraping, market research, competitive intelligence, documentation analysis, AI data pipelines, website monitoring, knowledge extraction, and content summarization, this agent enables developers and organizations to build reliable AI workflows powered by live web data. To unlock higher rate limits and the full Firecrawl platform, generate a free API key at https://www.firecrawl.dev/app/api-keys. The agent also supports Firecrawl's keyless mode, allowing you to get started immediately without authentication.

Requirements

PackageInstallation
swarmspip3 install swarms

Environment Variables

FIRECRAWL_API_KEY
FIRECRAWL_API_KEY="..."

Agent Code

The main implementation code for this agent

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Tags

mcp
mcp-server
mcp agent
swarms
swarms-agents
mcp tool
search mcp
search tool

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