Firecrawl Scrape Skill

SkillWeb & browsing

Scrape web pages and extract content via Firecrawl MCP

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Firecrawl Scrape Skill skill

What this skill tells your AI

The instructions your AI receives, as published by vibeeval/vibecosystem in skills/firecrawl-scrape/SKILL.md and read by ahel’s review.

When to Use

  • Scrape content from any URL
  • Extract structured data from web pages
  • Search the web and get content

Instructions

uv run python -m runtime.harness scripts/mcp/firecrawl_scrape.py \
    --url "https://example.com" \
    --format "markdown"

Parameters

  • --url: URL to scrape
  • --format: Output format - markdown, html, text (default: markdown)
  • --search: (alternative) Search query instead of direct URL

Examples

# Scrape a page
uv run python -m runtime.harness scripts/mcp/firecrawl_scrape.py \
    --url "https://docs.python.org/3/library/asyncio.html"

# Search and scrape
uv run python -m runtime.harness scripts/mcp/firecrawl_scrape.py \
    --search "Python asyncio best practices 2024"

MCP Server Required

Requires firecrawl server in mcp_config.json with FIRECRAWL_API_KEY.

Signals

GitHub stars
530
Forks
44
Last commit
Aug 2026

ahel recommends instead

Advanced
Catalog kind
skill
Gateway key
firecrawl-scrape-vibeeval
Source
github.com/vibeeval/vibecosystem