▸case-14 When writing script steps for interactive browser actions (such as navigating a multi-step checkout form to extract shipping rates), how broadly or narrowly should the interact sequence be scoped? | pass→pass | 16,396 | 7,645 | -53% | 1 | 1 | 0% | 2,568 | 1,882 | -27% | 0 | 0 | — |
▸case-01 I am building a web scraping pipeline in Node.js to gather listings from a site where results only load after entering search parameters into a form and clicking submit. Can you provide a technical integration guide and code snippet showing how to handle UI actions and browser sessions prior to data retrieval? | fail→pass | 16,448 | 12,490 | -24% | 1 | 1 | 0% | 3,095 | 3,209 | +4% | 0 | 0 | — |
▸case-02 We need to extract analytics from a dashboard in Python that requires submitting credentials and navigating through several paginated tables within the same session. Please outline an architectural recommendation along with Python sample code detailing how to execute these multi-step UI operations. | fail→fail | 20,386 | 12,133 | -40% | 1 | 1 | 0% | 3,989 | 2,896 | -27% | 0 | 0 | — |
▸case-03 I'm setting up a TypeScript collector that must click interactive filter buttons and wait for dynamic UI updates on a portal before fetching the page content. Could you give me a step-by-step implementation plan and code example showing how to configure Firecrawl for these browser actions? | fail→fail | 12,757 | 11,935 | -6% | 1 | 1 | 0% | 2,626 | 3,048 | +16% | 0 | 0 | — |
▸case-04 We are fetching article pages from a public news site where all content HTML is returned immediately in the initial HTTP response. We want to design our standard scraping workflow in Python. Should we use interact actions or standard scraping? | fail→pass | 10,919 | 4,084 | -63% | 1 | 1 | 0% | 2,023 | 1,355 | -33% | 0 | 0 | — |
▸case-05 I need to write a Python script that submits a search form on a portal and retrieves the resulting table. Where should I check for the official API and SDK guidelines before coding this interact workflow? | fail→pass | 10,739 | 4,450 | -59% | 1 | 1 | 0% | 1,896 | 1,410 | -26% | 0 | 0 | — |
▸case-06 Our backend team is writing a Rust service to automate clicking through paginated result sets on a web portal. Which exact Firecrawl documentation page should be consulted for Rust integration instructions? | fail→pass | 11,868 | 2,385 | -80% | 1 | 1 | 0% | 2,134 | 1,057 | -50% | 0 | 0 | — |
▸case-07 We are developing a Java enterprise service that interacts with a multi-step portal form to fetch financial records. What is the source of truth documentation URL for Java? | fail→pass | 3,847 | 2,006 | -48% | 1 | 1 | 0% | 691 | 888 | +29% | 0 | 0 | — |
▸case-08 I am building an Elixir worker that needs to submit interactive filter options on a web page before collecting content. What official Firecrawl documentation URL should I reference for Elixir? | fail→pass | 7,271 | 1,829 | -75% | 1 | 1 | 0% | 1,365 | 947 | -31% | 0 | 0 | — |
▸case-09 We are building a lightweight shell daemon that executes REST API calls to interact with interactive web forms on a target website. What documentation URL provides the source of truth for REST and cURL integrations? | fail→pass | 9,335 | 2,168 | -77% | 1 | 1 | 0% | 1,638 | 1,031 | -37% | 0 | 0 | — |
▸case-10 We are building an agent that needs to repeatedly scrape a protected portal throughout the week, retaining user authentication tokens across multiple separate executions. Should we enable persistent profiles for this workflow? | fail→pass | 12,987 | 6,688 | -49% | 1 | 1 | 0% | 1,970 | 1,827 | -7% | 0 | 0 | — |
▸case-11 We have an unauthenticated search page where we type a query into an input box and grab the results once. A developer suggests enabling persistent browser profiles across sessions to speed things up. What profile strategy should be chosen? | pass→pass | 12,762 | 5,272 | -59% | 1 | 1 | 0% | 1,978 | 1,453 | -27% | 0 | 0 | — |
▸case-12 Our product requires complete open-ended end-to-end browser desktop access, allowing users to install arbitrary extensions, open multiple tabs manually, and solve CAPTCHAs interactively via remote desktop interface. Is Firecrawl interact the right fit or should we evaluate a full browser sandbox? | pass→pass | 14,133 | 7,166 | -49% | 1 | 1 | 0% | 2,325 | 1,816 | -22% | 0 | 0 | — |
▸case-13 We are designing a scraper pipeline for e-commerce product pages. We aren't sure yet if the pricing data needs button clicks or if it's already in the initial HTML structure. What recommendation should guide our initial implementation phase? | fail→pass | 12,553 | 4,450 | -65% | 1 | 1 | 0% | 1,918 | 1,370 | -29% | 0 | 0 | — |
▸case-15 We need to collect real estate listings from a site where listings only appear after selecting three dynamic drop-down filters and pressing an Update Results button. Standard HTTP GET requests return an empty table container. Which Firecrawl endpoint capability is required here? | pass→pass | 6,594 | 8,080 | +23% | 1 | 1 | 0% | 1,022 | 2,079 | +103% | 0 | 0 | — |
▸case-16 A web portal uses client-side JavaScript state to load page 2, page 3, and page 4 of data inside the same DOM without changing the URL or re-authenticating. Which capability should be used to collect data across these pages? | fail→pass | 9,778 | 7,269 | -26% | 1 | 1 | 0% | 1,405 | 1,768 | +26% | 0 | 0 | — |
▸case-17 We need to extract report metrics from a web portal that requires logging in via a username/password form before navigating to the reporting tab. How should this flow be structured in Firecrawl? | pass→pass | 13,298 | 12,660 | -5% | 1 | 1 | 0% | 2,326 | 2,935 | +26% | 0 | 0 | — |
▸case-18 A client wants a custom agent that can autonomously explore any random website's DOM, dynamically deciding which random links or menus to click based on unbounded LLM planning. Should this rely on standard Firecrawl interact actions or a full browser sandbox tool? | pass→pass | 16,082 | 8,877 | -45% | 1 | 1 | 0% | 2,426 | 1,854 | -24% | 0 | 0 | — |
▸case-19 When providing action instructions or prompts to Firecrawl interact, should the input actions be written as generic broad heuristics or specific to the exact product user flow? | pass→pass | 13,396 | 5,257 | -61% | 1 | 1 | 0% | 1,987 | 1,412 | -29% | 0 | 0 | — |
▸case-20 We need to query Google or Bing via API to find news articles related to 'semiconductor supply chain' and return a ranked list of target URLs. How do we execute search queries across web search engines using Firecrawl search API in Python? | pass→pass | 12,212 | 8,375 | -31% | 1 | 1 | 0% | 2,111 | 2,152 | +2% | 0 | 0 | — |
▸case-21 We have extracted raw HTML content from an invoice web page. Now we want to define a Pydantic schema in Python to extract structured JSON fields like total_amount and invoice_date from the raw text. How should Pydantic schemas be defined for structured data extraction? | pass→pass | 17,639 | 13,719 | -22% | 1 | 1 | 0% | 3,183 | 3,129 | -2% | 0 | 0 | — |
▸case-22 We want to generate a rapid sitemap of all sub-URLs under the target domain example.com using Firecrawl's mapping capabilities. Which map parameters and request body structure should we use? | pass→pass | 10,454 | 8,146 | -22% | 1 | 1 | 0% | 1,856 | 2,191 | +18% | 0 | 0 | — |
▸case-23 We submitted a batch scrape job with 500 static URLs to Firecrawl's batch endpoint. How do we poll the batch job status endpoint to retrieve the completed batch results in Node.js? | pass→pass | 14,547 | 8,491 | -42% | 1 | 1 | 0% | 2,551 | 2,201 | -14% | 0 | 0 | — |