Firecrawl Scraper Skill
SkillWeb & browsingThis skill uses Firecrawl to turn web pages into clean text your AI can read and work with. Once added, your AI can pull content from single pages or entire sites, including pages that rely on JavaScript or block automated access. It also avoids 10 documented mistakes that commonly break web scraping.
Available today. Use it from your connected AI after setup.
No other account needed.
Add the skill, then share a web page address and ask your AI to scrape it or pull out specific details. You can also ask it to re-check a page later to see what has changed.
Then ask your AI: use the Firecrawl Scraper Skill skill
What your AI can do with it
- Scrape any web page into clean, readable text
- Crawl entire websites and map their structure
- Extract structured data from pages
- Track when a page's content changes
- Read PDF and DOCX documents
- Process many pages at once with batch operations
What this skill tells your AI
The instructions your AI receives, as published by dennislee928/ethic-latex in .claude/skills/firecrawl-scraper/SKILL.md and read by ahel’s review.
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
Recommended Architecture (Main Skill + Sub-skill)
This skill uses a two-phase architecture:
- Main skill (current context): Understand user question → Choose endpoint → Assemble JSON payload
- 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
Available actions:
wait,click,write,press,scroll,screenshot,scrape,executeJavascript
3) Parse PDF
cat <<'JSON' | node scripts/firecrawl-api.cjs scrape
{
"url": "https://example.com/document.pdf",
"formats": ["markdown"],
"parsers": ["pdf"]
}
JSON
4) Extract Structured JSON
cat <<'JSON' | node scripts/firecrawl-api.cjs scrape
{
"url": "https://example.com/product",
"formats": [
{
"type": "json",
"prompt": "Extract product information",
"schema": {
"type": "object",
"properties": {
"name": {"type": "string"},
"price": {"type": "number"},
"description": {"type": "string"}
},
"required": ["name", "price"]
}
}
]
}
JSON
5) Crawl Entire Website
cat <<'JSON' | node scripts/firecrawl-api.cjs crawl
{
"url": "https://docs.example.com",
"formats": ["markdown"],
"includePaths": ["^/docs/.*"],
"excludePaths": ["^/blog/.*"],
"maxDiscoveryDepth": 3,
"limit": 100,
"allowExternalLinks": false,
"allowSubdomains": false
}
JSON
5.1) Crawl + Wait for Completion
cat <<'JSON' | node scripts/firecrawl-api.cjs crawl --wait
{
"url": "https://docs.example.com",
"formats": ["markdown"],
"limit": 100
}
JSON
6) Map Website URLs
cat <<'JSON' | node scripts/firecrawl-api.cjs map
{
"url": "https://example.com",
"search": "documentation",
"limit": 5000
}
JSON
7) Batch Scrape Multiple URLs
cat <<'JSON' | node scripts/firecrawl-api.cjs batch-scrape
{
"urls": [
"https://example.com/page1",
"https://example.com/page2",
"https://example.com/page3"
],
"formats": ["markdown"]
}
JSON
Returns async job response: { "success": true, "id": "<batch-id>", "url": "..." }
7.1) Batch Scrape + Wait for Completion
cat <<'JSON' | node scripts/firecrawl-api.cjs batch-scrape --wait
{
"urls": [
"https://example.com/page1",
"https://example.com/page2"
],
"formats": ["markdown"]
}
JSON
7.2) Check Batch Scrape Status
node scripts/firecrawl-api.cjs batch-status <batch-id>
Wait for completion:
node scripts/firecrawl-api.cjs batch-status <batch-id> --wait
7.3) Get Batch Scrape Errors
node scripts/firecrawl-api.cjs batch-errors <batch-id>
8) Check Crawl Status
node scripts/firecrawl-api.cjs crawl-status <crawl-id>
Wait for completion:
node scripts/firecrawl-api.cjs crawl-status <crawl-id> --wait
Key Features
Formats
- markdown: Clean markdown content
- html: Parsed HTML
- rawHtml: Original HTML
- links: All links on page
- images: All images on page
- summary: AI-generated summary
- json: Structured data extraction with schema
- screenshot: Page screenshot (PNG)
Content Control
onlyMainContent: Extract only main content (default: true)includeTags: CSS selectors to includeexcludeTags: CSS selectors to excludewaitFor: Wait time before scraping (ms)maxAge: Cache duration (default: 48 hours)
Actions (Browser Automation)
wait: Wait for specified timeclick: Click element by selectorwrite: Input text into fieldpress: Press keyboard keyscroll: Scroll pageexecuteJavascript: Run custom JS
Crawl Options
includePaths: Regex patterns to includeexcludePaths: Regex patterns to excludemaxDiscoveryDepth: Maximum crawl depthlimit: Maximum pages to crawlallowExternalLinks: Follow external linksallowSubdomains: Follow subdomains
Environment Variables & API Key
Two ways to configure API Key (priority: environment variable > .env):
- Environment variable:
FIRECRAWL_API_KEY .envfile: Place in.env, can copy from.env.example
Response Format
All endpoints return JSON with:
success: Boolean indicating successdata: Extracted content (format depends on endpoint)- For crawl: Returns job ID, use
crawl-status(or GET /v2/crawl/{id}) to check status - For batch-scrape: Returns async job response (
{ success, id, url }), usebatch-status(or GET /v2/batch/scrape/{id}) to poll status - Batch status response includes
status,total,completed,creditsUsed,expiresAt,next,data[]next: pagination URL for large/incomplete results (script returns raw response; follow manually if needed)
Signals
- GitHub stars
- 53
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
firecrawl-scraper- Source
- github.com/dennislee928/ethic-latex