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Firecrawl — measured AI agent skill | DecimalAI

sundial-org/firecrawl

NewSkillScoreMaintained

Web search and scraping via Firecrawl API. Use when you need to search the web, scrape websites (including JS-heavy pages), crawl entire sites, or extract structured data from web pages. Requires FIRECRAWL_API_KEY environment variable.

researchby sundial-org

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

Automatic

Data Engineer pack

1 · One-time — install the CLI (docs ↗)

pip install decimalai

2 · Get the skill — writes .claude/skills/sundial-org-firecrawl/SKILL.md

decimalai skills pull sundial-org-firecrawl --out .claude/skills/

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/sundial-org-firecrawl/SKILL.md https://app.decimal.ai/s/sundial-org-firecrawl/SKILL.md

Raw file: /s/sundial-org-firecrawl/SKILL.md ↗ · machine-readable summary at /s/sundial-org-firecrawl.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

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 3h ago

—-44% tokens0% turns86% of whole cases pass with skill (19/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-21	✗→✓	▲ Improved	-55%	0%
case-08	✗→✓	▲ Improved	-55%	0%
case-14	✗→✓	▲ Improved	-81%	0%
case-09	✗→✓	▲ Improved	-75%	0%
case-10	✗→✓	▲ Improved	-54%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

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

sundial-org / awesome-openclaw-skills

skills/firecrawl/SKILL.md

View on GitHub ↗

Imported 8/3/2026Version v1Bundled 4 files · scripts

Skill contents

scripts/

references/

SKILL.md

Firecrawl

Web search and scraping via Firecrawl API.

Prerequisites

Set FIRECRAWL_API_KEY in your environment or .env file:

bash
export FIRECRAWL_API_KEY=fc-xxxxxxxxxx

Quick Start

Search the web

bash
firecrawl_search "your search query" --limit 10

Scrape a single page

bash
firecrawl_scrape "https://example.com"

Crawl an entire site

bash
firecrawl_crawl "https://example.com" --max-pages 50

API Reference

See references/api.md for detailed API documentation and advanced options.

Scripts

scripts/search.py - Search the web with Firecrawl
scripts/scrape.py - Scrape a single URL
scripts/crawl.py - Crawl an entire website

Want to see if sundial-org/firecrawl 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.