Firecrawl
Web scraping, crawling, search, and AI extraction. Use firecrawl_scrape for single pages, firecrawl_search for web search + scraping, firecrawl_map for URL discovery, firecrawl_crawl for multi-page crawls, firecrawl_extract for structured extraction.
Tasks you can run with Firecrawl on Deepline
Firecrawl is wired into Deepline. 18 actions are available out of the box, runnable from the CLI or as a column step in an enrichment spreadsheet.
Quick start
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=firecrawl_agent:{"prompt":"{{prompt}}"}' --jsonAvailable actions
Agent
Complex web tasks using AI agent with natural language instructions
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=firecrawl_agent:{"prompt":"{{prompt}}"}' --jsonBatch Scrape
Scraping a known list of URLs in parallel
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=firecrawl_batch_scrape:{"urls":["{{urls}}"]}' --jsonCancel Agent
Cancelling a running agent job
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=firecrawl_cancel_agent:{"id":"{{id}}"}' --jsonCancel Batch Scrape
Cancelling a running batch scrape job
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=firecrawl_cancel_batch_scrape:{"id":"{{id}}"}' --jsonCancel Crawl
Cancelling a running crawl job
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=firecrawl_cancel_crawl:{"id":"{{id}}"}' --jsonCheck Credits
Checking remaining Firecrawl credits before operations
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=firecrawl_check_credits:{}' --jsonCrawl Params Preview
Previewing crawl parameters before starting a crawl
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=firecrawl_crawl_params_preview:{"url":"{{url}}","prompt":"{{prompt}}"}' --jsonCrawl
Crawling a website by following links from a starting URL
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=firecrawl_crawl:{"url":"{{url}}"}' --jsonExtract
Extracting structured data from URLs using AI with JSON schema
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=firecrawl_extract:{"urls":["{{urls}}"]}' --jsonGet Agent Status
Checking status of a running agent job
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=firecrawl_get_agent_status:{"id":"{{id}}"}' --jsonGet Batch Scrape Errors
Retrieving errors from a batch scrape job
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=firecrawl_get_batch_scrape_errors:{"id":"{{id}}"}' --jsonGet Batch Scrape Status
Checking status of a running batch scrape job
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=firecrawl_get_batch_scrape_status:{"id":"{{id}}"}' --jsonGet Crawl Errors
Retrieving errors from a crawl job
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=firecrawl_get_crawl_errors:{"id":"{{id}}"}' --jsonGet Crawl Status
Checking status of a running crawl job
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=firecrawl_get_crawl_status:{"id":"{{id}}"}' --jsonGet Extract Status
Checking status of a running extract job
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=firecrawl_get_extract_status:{"id":"{{id}}"}' --jsonMap
Discovering URLs on a website without scraping content
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=firecrawl_map:{"url":"{{url}}"}' --jsonScrape
Scraping a single URL and extracting content as markdown, HTML, or structured data
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=firecrawl_scrape:{"url":"{{url}}"}' --jsonSearch
Web search with automatic scraping of result pages
deepline enrich --input leads.csv --output leads.enriched.csv --with 'result=firecrawl_search:{"query":"{{query}}"}' --jsonWhat people are saying about Firecrawl
Real quotes from 4 cited sources across Reddit, HN, X, G2, and community forums.
“Firecrawl sends back clean, LLM-ready markdown — no messy HTML, no JavaScript noise, no pagination headaches. For standard web pages, documentation sites, SaaS marketing pages, product catalogs, and most public content — Firecrawl performs extremely well.”
“Firecrawl scored a 33.69% success rate at 2 requests/second, dropping to 26.69% at 10 req/s in an independent benchmark. The self-hosted version is open-source but many have found it to be buggy, tough to manage, and not quite as capable as the paid cloud version.”
“At the Hobby tier, you're paying roughly $0.0053 per page ($16 for 3,000), while the Standard plan drops to $0.00083 per page ($83 for 100,000). The cost can be unpredictable with the hosted version's credit system, which is fine when starting but can creep up once you scale.”
“Firecrawl is one of the most popular and efficient web scraping APIs of 2026, with developer sentiment on X and tech blogs trending positive, with most praise focused on speed and the clean API design.”
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