firecrawl-scraper

firecrawl-scraper is a skill for Claude Code from BenedictKing/benedictking-skills. It costs 43 tokens per session (1,964 once invoked), scanned A, original, MIT.

A web data extraction tool that reads pages, maps website links, crawls sites, processes PDFs, takes screenshots, and returns structured content.

In plain words
What is it for?
Use it to scrape pages, crawl selected parts of a site, list its URLs, process groups of links, extract PDF data, or check scraping jobs.
Why use it?
It removes much of the manual work involved in collecting information from one page or an entire website.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: mentions Claude Code.

Part of the benedictking-skills plugin — 6 skills shipped together

Good fit Use it to scrape pages, crawl selected parts of a site, list its URLs, process groups of links, extract PDF data, or check scraping jobs.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/benedictking/benedictking-skills/firecrawl-scraper
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add BenedictKing/benedictking-skills --skill firecrawl-scraper
Clone the repo
git clone --depth 1 https://github.com/BenedictKing/benedictking-skills

Made for: Claude Code.

Or install benedictking-skills, the plugin that ships this one along with the rest of its 6 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for firecrawl-scraper

README.md
[![agentmods](https://agentmods.dev/badge/skills/benedictking/benedictking-skills/firecrawl-scraper/github.svg)](https://agentmods.dev/skills/benedictking/benedictking-skills/firecrawl-scraper)
Your own site
<a href="https://agentmods.dev/skills/benedictking/benedictking-skills/firecrawl-scraper"><img src="https://agentmods.dev/badge/skills/benedictking/benedictking-skills/firecrawl-scraper/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for firecrawl-scraper

Your own site · 80×15
<a href="https://agentmods.dev/skills/benedictking/benedictking-skills/firecrawl-scraper"><img src="https://agentmods.dev/badge/skills/benedictking/benedictking-skills/firecrawl-scraper.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 43 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,964 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00043 $0.01964
Opus 5 $0.00022 $0.00982
Sonnet 5 $0.00009 $0.00393
Haiku 4.5 $0.00004 $0.00196

Measured 10d ago against content hash 85c2e5011853, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

firecrawl-scraper scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/firecrawl-api.cjs), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/firecrawl-scraper/SKILL.md · 280 lines

How it starts

The opening of the file, as written. The whole thing — 280 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Firecrawl Scraper Skill

Trigger Conditions & Endpoint Selection

Choose Firecrawl endpoint based on user intent:

  • scrape: Need to extract content from a single web page (markdown, html, json, screenshot, pdf)
  • crawl: Need to crawl entire website with depth control and path filtering
  • map: Need to quickly get a list of all URLs on a website
  • batch-scrape: Need to scrape multiple URLs in parallel
  • crawl-status: Given crawl job ID, check crawl progress/results (optional --wait)
  • batch-status: Given batch job ID, check batch scrape progress/results (optional --wait)
  • batch-errors: Given batch job ID, retrieve batch scrape errors

This skill uses a two-phase architecture:

  1. Main skill (current context): Understand user question → Choose endpoint → Assemble JSON payload
  2. Sub-skill (fork context): Only responsible for HTTP call execution, avoiding conversation history token waste

Execution Method

Use Task tool to invoke firecrawl-fetcher sub-skill, passing command and JSON (stdin):

Task parameters:
- subagent_type: Bash
- description: "Call Firecrawl API"
- prompt: cat <<'JSON' | node scripts/firecrawl-api.cjs <scrape|crawl|map|batch-scrape|crawl-status|batch-status|batch-errors> [--wait]
  { ...payload... }
  JSON

Payload Examples

1) Scrape Single Page

cat <<'JSON' | node scripts/firecrawl-api.cjs scrape
{
  "url": "https://example.com",
  "formats": ["markdown", "links"],
  "onlyMainContent": true,
  "includeTags": [],
  "excludeTags": ["nav", "footer"],
  "waitFor": 0,
  "timeout": 30000
}
JSON

Available formats:

  • "markdown", "html", "rawHtml", "links", "images", "summary"
  • {"type": "json", "prompt": "Extract product info", "schema": {...}}
  • {"type": "screenshot", "fullPage": true, "quality": 85}

2) Scrape with Actions (Page Interaction)

cat <<'JSON' | node scripts/firecrawl-api.cjs scrape
{
  "url": "https://example.com",
  "formats": ["markdown"],
  "actions": [
    {"type": "wait", "milliseconds": 2000},
    {"type": "click", "selector": "#load-more"},
    {"type": "wait", "milliseconds": 1000},
    {"type": "scroll", "direction": "down", "amount": 500}
  ]
}
JSON

Read the full file on GitHub · 280 lines

Files

What ships with it

3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 10d ago First seen · 280 lines · 43 tokens per session scan A 85c2e5011853

Subscribe to this mod's changes

firecrawl-scraper is a skill published in the GitHub repository BenedictKing/benedictking-skills (14 stars, last pushed 1mo ago), licensed MIT. It adds 43 tokens to every session and 1,964 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Related

Other skills, from other repositories

rework-rate

Measure and interpret PR rework rate — the emerging 5th DORA metric.

bradygaster/squad · 20 tokens

playwright-recording

Record browser interactions as video using Playwright. Use for capturing demo videos, app walkthroughs, and UI flows for Remotion videos. Triggers include recording a demo, capturing browser video, screen recording a website, or creating walkthrough footage.

digitalsamba/claude-code-video-toolkit · 53 tokens

memstack-development-webapp-testing

Use when the user says 'write browser tests', 'test this page', 'playwright test', 'e2e test', 'end to end test', 'browser test', 'test the UI', or needs Playwright-based browser testing for a web application. Do NOT use for unit tests, API tests, or non-browser testing.

cwinvestments/memstack · 75 tokens

browser-use

An AI-driven browser automation tool that reads web pages, chooses actions, and carries out tasks from a natural-language description. Unlike a fixed script, it can make decisions while interacting with changing pages.

aAAaqwq/AGI-Super-Team · 57 tokens

bb-browser

AI agent browser automation via CDP. Use when you need to access websites that require login, scrape data from platforms (Twitter/X, Reddit, GitHub, Xueqiu, Bilibili, etc.), bypass IP blocks, or fetch structured data from any site the user is logged into. Triggers: bb-browser, browser fetch, login required, scrape…

aAAaqwq/AGI-Super-Team · 109 tokens

playwright-automation

Browser automation and testing with Playwright. Use when testing web applications, automating browser tasks, taking screenshots, or validating UI behavior.

majiayu000/spellbook · 32 tokens