Abstraxn Agent Kit supports Firecrawl for read-only web scraping, search, and ecommerce price comparison using your Firecrawl API key (BYOK). Agents call firecrawl_scrape or ecommerce_price_compare; no wallet signing is required.

Dashboard setup

  1. Open Agentic Stack → Integrations for your application.
  2. Enable Firecrawl and paste your API key from firecrawl.dev.
  3. Save — credentials are encrypted server-side and included in agent validation for MCP calls.
Firecrawl credentials are stored per application, not per end user. All agents under that app share the integration when enabled.

MCP tool: firecrawl_scrape

General-purpose scraping for blogs, docs, articles, and public pages.
ParameterRequiredDescription
urlFor scrape modeExact page URL
queryFor search modeWeb search query
modeNoscrape, search, or crawl_lite
formatsNomarkdown, summary, links, json, product
extract_promptNoPrompt for JSON extraction
max_pagesNoMax pages for search (default 5, max 10)
Returns page title, URL, and requested formats. If disabled, returns FIRECRAWL_NOT_ENABLED.

MCP tool: ecommerce_price_compare

Compare product prices across ecommerce sites you provide (max 5 sites per request).
ParameterRequiredDescription
queryYesProduct search text
sitesYesEcommerce base URLs, e.g. https://www.amazon.com
currencyNoHint for price parsing (USD, INR, etc.)
product_urlsNoMap of site → direct product page URL
Strategy per site:
  • Direct product URL → Firecrawl product format scrape
  • Homepage + query → Firecrawl interact flow (search, click, extract price) — same pattern as Firecrawl’s Amazon example
Returns normalized offers per site, best price summary, and warnings for failed sites.

Specialist agents

Agent?serviceAgent=Tools
Web Researchweb_researchfirecrawl_scrape
Shopping Intelligenceshoppingecommerce_price_compare, firecrawl_scrape

Limitations

  • Public pages only — login walls, captchas, and bot blocking may fail
  • Interact-based price extraction returns text that is parsed heuristically
  • Respect site terms of service and Firecrawl rate limits
  • Not a substitute for official store APIs where available

Third-party integrations

BYOK overview and architecture.

MCP tools reference

Full tool catalog.

CoinGecko integration

Market analytics BYOK.

Dashboard setup

Agentic Stack navigation.