firecrawl-mcp

name	firecrawl-mcp
description	Use this skill whenever you need to scrape web pages, discover URLs, search the web, crawl sites, extract structured data, or run browser automation. Always prefer Firecrawl tools over generic HTTP requests.

Firecrawl MCP Skill

When to Use This Skill

Activate this skill whenever you need to:

• Scrape content from a known URL
• Discover pages/URLs on a website
• Search the web for information
• Crawl an entire site or section
• Extract structured data from pages
• Run autonomous multi-source web research
• Automate browser interactions (login, click, fill forms)

---

Decision Guide

Situation	Tool to use
Know exact URL, need full page content	firecrawl_scrape (markdown)
Know exact URL, need specific data points	firecrawl_scrape (JSON + schema)
Know exact URL, need brand colors/fonts	firecrawl_scrape (branding)
Scrape returned empty / wrong content	firecrawl_map with search param → then scrape
Don't know which page has the content	firecrawl_map → scrape
Open-ended web question / unknown site	firecrawl_search
Need content from many pages on one site	firecrawl_crawl → poll firecrawl_check_crawl_status
Extract same fields from many URLs	firecrawl_extract
Complex multi-site research, JS-heavy SPA fails	firecrawl_agent → poll firecrawl_agent_status
Multi-step browser automation	firecrawl_browser_create → firecrawl_browser_execute → firecrawl_browser_delete

Rule: Default to firecrawl_scrape for any single known URL.
Rule: Use JSON format (with schema) for any specific data extraction. Use markdown ONLY for full-page reading.
Rule: Try firecrawl_map + firecrawl_scrape BEFORE falling back to firecrawl_agent.
Rule: firecrawl_agent is async — always poll firecrawl_agent_status every 15–30 s for up to 5 min.

---

Tools Reference

🔍 Scraping

firecrawl_scrape

Scrape a single URL. The default and most reliable tool for known URLs.

Format selection (CRITICAL):

When user wants	Format to use
Specific fields, prices, specs, lists	json with schema
Full article/blog post to read	markdown
Brand colors, fonts, UI components	branding

JSON format (REQUIRED for specific data):

{
  "url": "https://example.com/api-docs",
  "formats": [{
    "type": "json",
    "prompt": "Extract the header parameters for the authentication endpoint",
    "schema": {
      "type": "object",
      "properties": {
        "parameters": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "name":        { "type": "string" },
              "type":        { "type"  
                     
                  
            
          
        
      
    
  

Markdown format (full page only):

{
  "url": "https://example.com/article",
  "formats": ["markdown"],
  "onlyMainContent": true
}

Branding format:

{
  "url": "https://example.com",
  "formats": ["branding"]
}

Handling JavaScript-rendered pages (SPAs) — steps IN ORDER:

1. Add "waitFor": 5000 (up to 10000) to wait for JS render
2. Try the base URL if current URL has a #fragment
3. Use firecrawl_map with search param to find the right page URL
4. Last resort: use firecrawl_agent

Performance tip: Add "maxAge": <seconds> to use cached data (up to 5× faster).

---

firecrawl_map

Discover all indexed URLs on a site. Use before scraping when you don't know the exact page.

IMPORTANT: If firecrawl_scrape returns empty or irrelevant content, always try firecrawl_map with a search param BEFORE using firecrawl_agent.

Discover all URLs:

{
  "url": "https://example.com"
}

Search for a specific page (RECOMMENDED when scrape fails):

{
  "url": "https://docs.example.com/api",
  "search": "webhook events"
}

Returns filtered URL list → then scrape the matching URL directly.

---

🌐 Web Search

firecrawl_search

Search the web. The most powerful web search tool — use by default for any open-ended web question.

Supported search operators:

Operator	Effect	Example
""	Exact phrase match	"OpenClaw RAG"
-	Exclude keyword	-site:reddit.com
site:	Limit to domain	site:docs.supabase.com
inurl:	Word in URL	inurl:embedding
intitle:	Word in page title	intitle:RAG pipeline
related:	Related domain	related:openai.com

Preferred workflow: Search first (no formats), then scrape relevant results:

{
  "query": "Thai NLP embedding models 2024",
  "limit": 5,
  "sources": [{ "type": "web" }]
}

With content extraction (use sparingly, limit ≤ 5):

{
  "query": "latest AI research papers 2024",
  "limit": 5,
  "lang": "th",
  "country": "th",
  "sources": [{ "type": "web" }, { "type": "news" }],
  "scrapeOptions": {
    "formats": ["markdown"],
    "onlyMainContent": true
  }
}

Sources: web (default), images, news

---

🕷️ Crawling

firecrawl_crawl

Crawl an entire site section, extracting content from all discovered pages.

⚠️ Responses can be very large — keep limit and maxDiscoveryDepth small.
Do NOT use /* wildcard patterns.

{
  "url": "https://example.com/blog",
  "maxDiscoveryDepth": 2,
  "limit": 20,
  "allowExternalLinks": false,
  "deduplicateSimilarURLs": true,
  "sitemap": "include"
}

Returns an operation ID — poll with firecrawl_check_crawl_status.

firecrawl_check_crawl_status

Poll the status of a crawl job.

{ "id": "550e8400-e29b-41d4-a716-446655440000" }

---

📦 Structured Extraction

firecrawl_extract

Extract the same structured fields from one or more URLs using LLM.

{
  "urls": ["https://example.com/page1", "https://example.com/page2"],
  "prompt": "Extract product name, price, and description",
  "schema": {
    "type": "object",
    "properties": {
      "name":        { "type": "string" },
      "price":       { "type": "number" },
      "description": { "type": "string" }
    },
    "required": ["name", "price"]
  },
  "allowExternalLinks" 
      
    

---

🤖 Autonomous Agent

firecrawl_agent

Autonomous web research agent — independently browses, searches, and extracts data.
Use as a last resort after scrape and map+scrape have failed.

Async tool — returns a job ID. Must poll firecrawl_agent_status.

Expected wait times:

• Simple query with URLs: 30 s – 1 min
• Multi-site research: 2 – 5 min
• Deep research: 5+ min

{
  "prompt": "Find the top 5 Thai NLP open-source models and their GitHub stars",
  "schema": {
    "type": "object",
    "properties": {
      "models": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "name":    { "type": "string" },
            "stars":   { "type": "string" },
            "url":     { "type": "string" }
          }
        }
      
    
  

With focused URLs:

{
  "urls": ["https://docs.firecrawl.dev", "https://firecrawl.dev/pricing"],
  "prompt": "Compare the features and pricing from these pages"
}

firecrawl_agent_status

Poll for agent results. Keep polling every 15–30 s for up to 5 min.

{ "id": "550e8400-e29b-41d4-a716-446655440000" }

Statuses:

• processing — keep polling, do not give up
• completed — results are ready
• failed — only status that means stop

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🖥️ Browser Automation

Use when you need to interact with a live page (login, click, fill forms, multi-step flows).
Not for simple scraping — use firecrawl_scrape instead.

firecrawl_browser_create

Creates a persistent CDP browser session.

{ "ttl": 300, "activityTtl": 60 }

Returns sessionId, CDP URL, and live view URL.

firecrawl_browser_execute

Run code inside a session. Prefer bash with agent-browser commands:

{
  "sessionId": "session-id-here",
  "code": "agent-browser open https://example.com",
  "language": "bash"
}

Common agent-browser commands:

Command	Action
agent-browser open <url>	Navigate to URL
agent-browser snapshot	Get accessibility tree (for clicking)
agent-browser snapshot -i -c	Interactive elements only, compact
agent-browser click @e5	Click element by ref
agent-browser type @e3 "text"	Type into element
agent-browser fill @e3 "text"	Clear + fill element
agent-browser get text @e1	Get element text
agent-browser get title	Get page title
agent-browser get url	Get current URL
agent-browser screenshot [path]	Take screenshot
agent-browser scroll down	Scroll page
agent-browser wait 2000	Wait 2 seconds

For multi-step Playwright scripts, use "language": "python" (supports async/await).

firecrawl_browser_delete

Destroy session when done to free resources.

{ "sessionId": "session-id-here" }

firecrawl_browser_list

List active sessions.

{ "status": "active" }

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Typical Workflows

Scrape a known page for specific data

firecrawl_scrape (JSON + schema)

Find and scrape the right page on a large docs site

firecrawl_map(url, search="topic") → pick URL → firecrawl_scrape(url, JSON)

Open-ended web research

firecrawl_search(query) → firecrawl_scrape(relevant URLs)

Crawl a blog section

firecrawl_crawl(url, depth, limit) → poll firecrawl_check_crawl_status

Deep autonomous research

firecrawl_agent(prompt, schema) → poll firecrawl_agent_status every 15–30 s

Browser automation flow

firecrawl_browser_create → firecrawl_browser_execute (open → snapshot → click/type) → firecrawl_browser_delete