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/firecrawl-alexandria

Find a direct path to structured data through ready-made workflows, data APIs, and indexes. Follow the search skill to discover and inspect tools, then the scrape skill to execute them.

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firecrawl-cli
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Install
$ npx -y skills add firecrawl/cli --skill firecrawl-alexandria --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/firecrawl-alexandria

Context preview

The summary Claude sees to decide when to auto-load this skill.

Find a direct path to structured data through ready-made workflows, data APIs, and indexes. Follow the search skill to discover and inspect tools, then the scrape skill to execute them.

SKILL.md

firecrawl-alexandria.SKILL.md
name: firecrawl-alexandria
description: Find a direct path to structured data through ready-made workflows, data APIs, and indexes. Follow the search skill to discover and inspect tools, then the scrape skill to execute them.

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](../firecrawl-search/SKILL.md) to find web results and relevant tools, then inspect only the contracts needed for the task.
  • [Scrape](../firecrawl-scrape/SKILL.md) 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 w

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Command-line interface for Firecrawl. Search, scrape, interact, crawl, map, search research papers, developer sources, and government sources, and run agent jobs directly from your terminal.

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