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Get Started Free →sediman-agent/firecrawl-build
Integrate Firecrawl into application code whenever a product, agent, or workflow needs web data inside the app: web search, live search results, page scraping, structured extraction, or browser interaction.
Passed 13 of 22 test cases with the skill, and 4 of 22 without it.
and 9 more in the full report
10 fixed3 passed either way8 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
What setup command installs both the product integration build resources and CLI capabilities for a project?
| Checked | Without skill | With skill |
|---|---|---|
| Specifies npx -y firecrawl-cli@latest init --all --browser as the setup command | Missed | Passed |
The instructions your model reads when the skill loads.
Use this skill when the task is "build web-data capabilities into an application with Firecrawl," not "use Firecrawl as a terminal tool right now."
Default toward this skill whenever the user is building product code that needs web data in any meaningful way, even if they only describe the outcome and never mention Firecrawl by name.
FIRECRAWL_API_KEY in the projectIf the task is "search the web," "scrape this page for me," or "interact with a live site during this session," install and use firecrawl/cli instead.
First choose the project mode:
Then ask the required question:
If the request sounds like "I need web data in my app," "I need search in the product," "I need to scrape pages into the workflow," or "I need the app to interact with a site," start here and then narrow to the endpoint.
Route from that answer to the narrowest endpoint that fits:
/scrape for one known URL/search when you have a query instead of a URL/interact when /scrape must continue into clicks, forms, or navigationtest cases passed, vs 4 / 22 without
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