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Firecrawl Scrape Skill — measured AI agent skill | DecimalAI

vibeeval/firecrawl-scrape

SkillScore57Maintained

Scrape web pages and extract content via Firecrawl MCP

by vibeeval

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

Research pack

decimalai skills pull vibeeval-firecrawl-scrape

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/vibeeval-firecrawl-scrape/SKILL.md

Raw file: /s/vibeeval-firecrawl-scrape/SKILL.md ↗ · machine-readable summary at /s/vibeeval-firecrawl-scrape.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

23 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 6d ago

—-47% tokens0% turns57% of whole cases pass with skill (13/23)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-04	✗→✓	▲ Improved	-54%	0%
case-05	✗→✓	▲ Improved	-35%	0%
case-06	✗→✓	▲ Improved	308%	0%
case-14	✗→✓	▲ Improved	58%	0%
case-10	✗→✓	▲ Improved	-40%	0%

Showing 5 of 23 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/1/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

vibeeval / vibecosystem

skills/firecrawl-scrape/SKILL.md

View on GitHub ↗

License MITImported 8/1/2026Version v1

Skill contents

SKILL.md

Firecrawl Scrape Skill

When to Use

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

Instructions

bash
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

bash
# 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.

Want to see if vibeeval/firecrawl-scrape would activate on your phrasing? Try it before you install — no LLM call, no signup.

Other measured skills in the registry, with their headline benchmark lift.