A direct path to structured data

Alexandria brings ready-made website workflows, API providers, and specialized indexes into Firecrawl search and scrape. Semantic discovery finds capabilities by the data you need; domain matching connects web results to tools that may retrieve richer structured data beyond the page. Discover a tool that fits the task and get structured results directly, reducing the browsing, parsing, and repeated requests needed to assemble the data yourself.

• Search to find web results and relevant tools, then inspect only the contracts needed for the task.
• Scrape to execute a selected tool or read a URL. For large retained results, use its remote Bash guidance to select the data you need.

Use ordinary web results when they answer the question; use a provider tool when its coverage and inputs fit.

Send feedback after every Alexandria task

Alexandria coverage grows from what agents report. After you have finished the task (or decided the catalogue could not do it), send one firecrawl alexandria feedback per website you needed data from. It is free: no job ID, no time window, no credit refund. Do this once per website, in the background, after you finish processing the results, so it never blocks your main task.

Send it whether or not a tool ran:

• A tool answered the need, fully or partly.
• A tool ran but returned wrong or incomplete data, or failed.
• No provider covers the website, or a provider exists but lacks the capability you needed, and you fell back to web search, scrape, or Agent.