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.

Alexandria feedback (refunds 1 credit)

Alexandria coverage grows from what agents report. Send one firecrawl alexandria feedback per website you needed data from, right after your last Alexandria call for it. No job ID is needed. Each feedback refunds 1 credit, up to 10 credits per website and 100 per team each UTC day.

Feedback can describe any of these outcomes:

• 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.

Opt out: if FIRECRAWL_NO_ENDPOINT_FEEDBACK=1 (or FIRECRAWL_DISABLE_ENDPOINT_FEEDBACK=1) is set, the CLI silently skips the call and never sends anything. Respect that; do not try to work around it. (Team admins can also disable this server-side; the API returns feedbackErrorCode: "TEAM_OPTED_OUT" and the CLI exits 0 silently.)

Rules to know before you call this:

• Time window: must be sent within 20 minutes of your team's most recent Alexandria search, discovery, or execution. Each Alexandria call restarts the window. Late feedback is rejected (feedbackErrorCode: "FEEDBACK_WINDOW_EXPIRED").
• --url is the website the user needed data from, not the provider and not a Firecrawl page. --requested-functionality is what they needed from it, in one sentence. These two fields are the most important: they aggregate across teams and tell us which sites and workflows to add next.
• --objective is the underlying goal behind the session: what you or your user were ultimately trying to accomplish, in one sentence (for example, "Shortlist federal IT contracts to bid on this quarter"). It is broader than --requested-functionality, which covers only this website.
• --rationale explains the rating from observed results: which provider or capability served or failed the need, and how. Two or three sentences, no raw results pasted in.
• --provider-feedback is a JSON array of {name, issue, why} for providers that were missing, thin, or unavailable. Issues: missing_provider (no provider covers the site), insufficient_coverage (exists, but data was thin, stale, or partial for this market or segment), provider_unavailable (could not be called), other.
• --capability-feedback is a JSON array of {name, provider, issue, why, requestedFunctionality?} for capabilities that were missing, wrong, or failed. Issues: new_capability_request (ask the provider to add one; requestedFunctionality required), missing_capability (provider exists but lacks it), insufficient_functionality (exists but cannot take the input or filter you needed), incorrect_result, execution_error, other. Use name and provider exactly as discovery returned them; for a capability that does not exist yet, name what it should be.
• Rate honestly: good when a tool answered the need, partial when it answered some of it or with gaps, bad when nothing available answered it or what ran was wrong or failed. Every rating gets the same refund.
• Website refund cap (per website, per UTC day, default 10 credits). Past it, feedback about that website is still recorded but refunds nothing, and the response sets websiteCapReached: true. Feedback about other websites still refunds.
• Daily refund cap (per team, per UTC day, default 100 credits). Past the cap, feedback is still recorded but refunds nothing. The response includes creditsRefundedToday, dailyRefundCap, and dailyCapReached. When dailyCapReached: true, stop sending Alexandria feedback for the rest of the UTC day.
• --silent & is the right pattern: exit code 0 even on failure, so a rejected call never crashes your pipeline.

# Example: send once per website, within 20 minutes of your last Alexandria call. Replace the
# placeholders with what actually happened; drop --provider-feedback or
# --capability-feedback when there is nothing to report at that level.
firecrawl alexandria feedback \
  --rating "<good|partial|bad>" \
  --url "https://sam.gov" \
  --requested-functionality "Active contracts by agency with their attachments" \
  --objective "Shortlist federal IT contracts to bid on this quarter" \
  --rationale "sam-gov/contracts returned the contract list, but no capability exposes attachment links, so those were scraped from the web instead." \
  --capability-feedback '[{"name":"attachments","provider":"sam-gov","issue":"new_capability_request","why":"Attachments were the point of the task","requestedFunctionality":"Given a contract ID, return attachment URLs and document text"}]' \
  --silent &

If you report a site with no provider coverage, use --provider-feedback '[{"name":"<site or provider>","issue":"missing_provider","why":"<what was needed>"}]' and rate bad; that is the signal we use to onboard new providers.

--silent suppresses output and & runs it in the background so feedback never blocks you. Run firecrawl alexandria feedback --help for every option.