Agent skill

Firecrawl

by LeoYeAI in LeoYeAI/openclaw-master-skills

Official Firecrawl CLI skill for web scraping, search, crawling, and browser automation.

MITAuto-check passedData & Analytics

Install Firecrawl

skills CLI
$ npx skills add LeoYeAI/openclaw-master-skills --skill firecrawl -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install LeoYeAI/openclaw-master-skills firecrawl --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/LeoYeAI/openclaw-master-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/firecrawl .claude/skills/firecrawl && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
firecrawl
GitHub stars
2.2k
Token cost
~3.6k tokens
SKILL.md length
840 words
Files
3
Skills in repo
1,235
Repo updated
First seen
Licence
MIT

At a glance

Official Firecrawl CLI skill for web scraping, search, crawling, and browser automation.

  • Works in 5 steps: Search - No specific URL yet. Find… → Scrape - Have a URL. Extract its content… → Map + Scrape - Large site or need a… → …
  • : - Web search and research - Scraping pages
  • SKILL.md covers Prerequisites, Workflow, Output & Organization and Commands, plus 3 more sections
  • Calls jq; reaches docs.firecrawl.dev and firecrawl.dev; needs FIRECRAWL_API_KEY

What it does

Firecrawl is an agent skill from LeoYeAI/openclaw-master-skills. Official Firecrawl CLI skill for web scraping, search, crawling, and browser automation. Returns clean LLM-optimized markdown. USE FOR: - Web search and research - Scraping pages, docs, and articles - Site mapping and bulk content extraction - Browser automation for interactive pages Must be pre-installed and authenticated. See rules/install.md for setup, rules/security.md for output handling.

Its SKILL.md is about 3.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `rules/install.md` and `rules/security.md`).

It sits in Data & Analytics, covering Web scraping. It works with Firecrawl. The repository describes itself as: 🧠 Curated collection of 1209+ best OpenClaw skills — weekly updated by MyClaw.ai. The licence is MIT.

When your agent uses it

  • : - Web search and research - Scraping pages
  • Articles - Site mapping and bulk content extraction - Browser automation for interactive pages Must be pre-installed and authenticated

Example prompts

  • “/firecrawl”

Requirements

  • Node.js
  • A credential in FIRECRAWL_API_KEY
  • Pre-approved tools (allowed-tools): Bash(firecrawl *), Bash(npx firecrawl *)

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Search - No specific URL yet. Find pages, answer questions, discover sources.
  2. Scrape - Have a URL. Extract its content directly.
  3. Map + Scrape - Large site or need a specific subpage. Use map --search to find the right URL, then scrape it.
  4. Crawl - Need bulk content from an entire site section (e.g., all /docs/).
  5. Browser - Scrape failed because content is behind interaction (pagination, modals, form submissions, multi-step navigation).

What it can do on your machine

Read from SKILL.md and the folder at commit e5199b5. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Bash(firecrawl *)
    • Bash(npx firecrawl *)

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • jq

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • docs.firecrawl.dev
    • firecrawl.dev
    • newsite.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • FIRECRAWL_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Firecrawl loads about 3.6k tokens when it runs. Until then it costs about 102 tokens; SKILL.md has 840 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~102
When it runs · the whole SKILL.md, loaded when a task matches
~3.6k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from LeoYeAI/openclaw-master-skills at commit e5199b5, republished under its MIT licence (© LeoYeAI). 840 words, ~3,639 tokens.

Download SKILL.mdSave it as .claude/skills/firecrawl/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.
name
firecrawl
description
Official Firecrawl CLI skill for web scraping, search, crawling, and browser automation. Returns clean LLM-optimized markdown. USE FOR: - Web search and research - Scraping pages, docs, and articles - Site mapping and bulk content extraction - Browser automation for interactive pages Must be pre-installed and authenticated. See rules/install.md for setup, rules/security.md for output handling.
allowed-tools
Bash(firecrawl *), Bash(npx firecrawl *)

Firecrawl CLI

Web scraping, search, and browser automation CLI. Returns clean markdown optimized for LLM context windows.

Run firecrawl --help or firecrawl <command> --help for full option details.

Prerequisites

Must be installed and authenticated. Check with firecrawl --status.

  🔥 firecrawl cli v1.8.0

  ● Authenticated via FIRECRAWL_API_KEY
  Concurrency: 0/100 jobs (parallel scrape limit)
  Credits: 500,000 remaining
  • Concurrency: Max parallel jobs. Run parallel operations up to this limit.
  • Credits: Remaining API credits. Each scrape/crawl consumes credits.

If not ready, see rules/install.md. For output handling guidelines, see rules/security.md.

bash
firecrawl search "query" --scrape --limit 3

Workflow

Follow this escalation pattern:

  1. Search - No specific URL yet. Find pages, answer questions, discover sources.
  2. Scrape - Have a URL. Extract its content directly.
  3. Map + Scrape - Large site or need a specific subpage. Use map --search to find the right URL, then scrape it.
  4. Crawl - Need bulk content from an entire site section (e.g., all /docs/).
  5. Browser - Scrape failed because content is behind interaction (pagination, modals, form submissions, multi-step navigation).
NeedCommandWhen
Find pages on a topicsearchNo specific URL yet
Get a page's contentscrapeHave a URL, page is static or JS-rendered
Find URLs within a sitemapNeed to locate a specific subpage
Bulk extract a site sectioncrawlNeed many pages (e.g., all /docs/)
AI-powered data extractionagentNeed structured data from complex sites
Interact with a pagebrowserContent requires clicks, form fills, pagination, or login

See also: download -- a convenience command that combines map + scrape to save an entire site to local files.

Scrape vs browser:

  • Use scrape first. It handles static pages and JS-rendered SPAs.
  • Use browser when you need to interact with a page, such as clicking buttons, filling out forms, navigating through a complex site, infinite scroll, or when scrape fails to grab all the content you need.
  • Never use browser for web searches - use search instead.

Avoid redundant fetches:

  • search --scrape already fetches full page content. Don't re-scrape those URLs.
  • Check .firecrawl/ for existing data before fetching again.

Example: fetching API docs from a large site

search "site:docs.example.com authentication API"  →  found the docs domain
map https://docs.example.com --search "auth"        →  found /docs/api/authentication
scrape https://docs.example.com/docs/api/auth...    →  got the content

Example: data behind pagination

scrape https://example.com/products                 →  only shows first 10 items, no next-page links
browser "open https://example.com/products"         →  open in browser
browser "snapshot -i"                               →  find the pagination button
browser "click @e12"                                →  click "Next Page"
browser "scrape" -o .firecrawl/products-p2.md       →  extract page 2 content

Example: login then scrape authenticated content

browser launch-session --profile my-app  →  create a named profile
browser "open https://app.example.com/login"        →  navigate to login
browser "snapshot -i"                               →  find form fields
browser "fill @e3 'user@example.com'"               →  fill email
browser "click @e7"                                 →  click Login
browser "wait 2"                                    →  wait for redirect
browser close                                       →  disconnect, state persisted

browser launch-session --profile my-app  →  reconnect, cookies intact
browser "open https://app.example.com/dashboard"    →  already logged in
browser "scrape" -o .firecrawl/dashboard.md         →  extract authenticated content
browser close

Example: research task

search "firecrawl vs competitors 2024" --scrape -o .firecrawl/search-comparison-scraped.json
                                                    →  full content already fetched for each result
grep -n "pricing\|features" .firecrawl/search-comparison-scraped.json
head -200 .firecrawl/search-comparison-scraped.json →  read and process what you have
                                                    →  notice a relevant URL in the content
scrape https://newsite.com/comparison -o .firecrawl/newsite-comparison.md
                                                    →  only scrape this new URL

Output & Organization

Unless the user specifies to return in context, write results to .firecrawl/ with -o. Add .firecrawl/ to .gitignore. Always quote URLs - shell interprets ? and & as special characters.

bash
firecrawl search "react hooks" -o .firecrawl/search-react-hooks.json --json
firecrawl scrape "<url>" -o .firecrawl/page.md

Naming conventions:

.firecrawl/search-{query}.json
.firecrawl/search-{query}-scraped.json
.firecrawl/{site}-{path}.md

Never read entire output files at once. Use grep, head, or incremental reads:

bash
wc -l .firecrawl/file.md && head -50 .firecrawl/file.md
grep -n "keyword" .firecrawl/file.md

Single format outputs raw content. Multiple formats (e.g., --format markdown,links) output JSON.

Commands

Web search with optional content scraping. Run firecrawl search --help for all options.

bash
# Basic search
firecrawl search "your query" -o .firecrawl/result.json --json

# Search and scrape full page content from results
firecrawl search "your query" --scrape -o .firecrawl/scraped.json --json

# News from the past day
firecrawl search "your query" --sources news --tbs qdr:d -o .firecrawl/news.json --json

Options: --limit <n>, --sources <web,images,news>, --categories <github,research,pdf>, --tbs <qdr:h|d|w|m|y>, --location, --country <code>, --scrape, --scrape-formats, -o

scrape

Scrape one or more URLs. Multiple URLs are scraped concurrently and each result is saved to .firecrawl/. Run firecrawl scrape --help for all options.

bash
# Basic markdown extraction
firecrawl scrape "<url>" -o .firecrawl/page.md

# Main content only, no nav/footer
firecrawl scrape "<url>" --only-main-content -o .firecrawl/page.md

# Wait for JS to render, then scrape
firecrawl scrape "<url>" --wait-for 3000 -o .firecrawl/page.md

# Multiple URLs (each saved to .firecrawl/)
firecrawl scrape https://firecrawl.dev https://firecrawl.dev/blog https://docs.firecrawl.dev

# Get markdown and links together
firecrawl scrape "<url>" --format markdown,links -o .firecrawl/page.json

Options: -f <markdown,html,rawHtml,links,screenshot,json>, -H, --only-main-content, --wait-for <ms>, --include-tags, --exclude-tags, -o

map

Discover URLs on a site. Run firecrawl map --help for all options.

bash
# Find a specific page on a large site
firecrawl map "<url>" --search "authentication" -o .firecrawl/filtered.txt

# Get all URLs
firecrawl map "<url>" --limit 500 --json -o .firecrawl/urls.json

Options: --limit <n>, --search <query>, --sitemap <include|skip|only>, --include-subdomains, --json, -o

crawl

Bulk extract from a website. Run firecrawl crawl --help for all options.

bash
# Crawl a docs section
firecrawl crawl "<url>" --include-paths /docs --limit 50 --wait -o .firecrawl/crawl.json

# Full crawl with depth limit
firecrawl crawl "<url>" --max-depth 3 --wait --progress -o .firecrawl/crawl.json

# Check status of a running crawl
firecrawl crawl <job-id>

Options: --wait, --progress, --limit <n>, --max-depth <n>, --include-paths, --exclude-paths, --delay <ms>, --max-concurrency <n>, --pretty, -o

Show full SKILL.md (334 more words)Show less
agent

AI-powered autonomous extraction (2-5 minutes). Run firecrawl agent --help for all options.

bash
# Extract structured data
firecrawl agent "extract all pricing tiers" --wait -o .firecrawl/pricing.json

# With a JSON schema for structured output
firecrawl agent "extract products" --schema '{"type":"object","properties":{"name":{"type":"string"},"price":{"type":"number"}}}' --wait -o .firecrawl/products.json

# Focus on specific pages
firecrawl agent "get feature list" --urls "<url>" --wait -o .firecrawl/features.json

Options: --urls, --model <spark-1-mini|spark-1-pro>, --schema <json>, --schema-file, --max-credits <n>, --wait, --pretty, -o

browser

Cloud Chromium sessions in Firecrawl's remote sandboxed environment. Run firecrawl browser --help and firecrawl browser "agent-browser --help" for all options.

bash
# Typical browser workflow
firecrawl browser "open <url>"
firecrawl browser "snapshot -i"                       # see interactive elements with @ref IDs
firecrawl browser "click @e5"                         # interact with elements
firecrawl browser "fill @e3 'search query'"           # fill form fields
firecrawl browser "scrape" -o .firecrawl/page.md      # extract content
firecrawl browser close

Shorthand auto-launches a session if none exists - no setup required.

Core agent-browser commands:

CommandDescription
open <url>Navigate to a URL
snapshot -iGet interactive elements with @ref IDs
screenshotCapture a PNG screenshot
click <@ref>Click an element by ref
type <@ref> <text>Type into an element
fill <@ref> <text>Fill a form field (clears first)
scrapeExtract page content as markdown
scroll <direction>Scroll up/down/left/right
wait <seconds>Wait for a duration
eval <js>Evaluate JavaScript on the page

Session management: launch-session --ttl 600, list, close

Options: --ttl <seconds>, --ttl-inactivity <seconds>, --session <id>, --profile <name>, --no-save-changes, -o

Profiles survive close and can be reconnected by name. Use them when you need to login first, then come back later to do work while already authenticated:

bash
# Session 1: Login and save state
firecrawl browser launch-session --profile my-app
firecrawl browser "open https://app.example.com/login"
firecrawl browser "snapshot -i"
firecrawl browser "fill @e3 'user@example.com'"
firecrawl browser "fill @e5 'password123'"
firecrawl browser "click @e7"
firecrawl browser "wait 2"
firecrawl browser close

# Session 2: Come back authenticated
firecrawl browser launch-session --profile my-app
firecrawl browser "open https://app.example.com/dashboard"
firecrawl browser "scrape" -o .firecrawl/dashboard.md
firecrawl browser close

Read-only reconnect (no writes to session state):

bash
firecrawl browser launch-session --profile my-app --no-save-changes

Shorthand with profile:

bash
firecrawl browser --profile my-app "open https://example.com"

If you get forbidden errors in the browser, you may need to create a new session as the old one may have expired.

credit-usage
bash
firecrawl credit-usage
firecrawl credit-usage --json --pretty -o .firecrawl/credits.json

Working with Results

These patterns are useful when working with file-based output (-o flag) for complex tasks:

bash
# Extract URLs from search
jq -r '.data.web[].url' .firecrawl/search.json

# Get titles and URLs
jq -r '.data.web[] | "\(.title): \(.url)"' .firecrawl/search.json

Parallelization

Run independent operations in parallel. Check firecrawl --status for concurrency limit:

bash
firecrawl scrape "<url-1>" -o .firecrawl/1.md &
firecrawl scrape "<url-2>" -o .firecrawl/2.md &
firecrawl scrape "<url-3>" -o .firecrawl/3.md &
wait

For browser, launch separate sessions for independent tasks and operate them in parallel via --session <id>.

Bulk Download

download

Convenience command that combines map + scrape to save a site as local files. Maps the site first to discover pages, then scrapes each one into nested directories under .firecrawl/. All scrape options work with download. Always pass -y to skip the confirmation prompt. Run firecrawl download --help for all options.

bash
# Interactive wizard (picks format, screenshots, paths for you)
firecrawl download https://docs.firecrawl.dev

# With screenshots
firecrawl download https://docs.firecrawl.dev --screenshot --limit 20 -y

# Multiple formats (each saved as its own file per page)
firecrawl download https://docs.firecrawl.dev --format markdown,links --screenshot --limit 20 -y
# Creates per page: index.md + links.txt + screenshot.png

# Filter to specific sections
firecrawl download https://docs.firecrawl.dev --include-paths "/features,/sdks"

# Skip translations
firecrawl download https://docs.firecrawl.dev --exclude-paths "/zh,/ja,/fr,/es,/pt-BR"

# Full combo
firecrawl download https://docs.firecrawl.dev \
  --include-paths "/features,/sdks" \
  --exclude-paths "/zh,/ja" \
  --only-main-content \
  --screenshot \
  -y

Download options: --limit <n>, --search <query>, --include-paths <paths>, --exclude-paths <paths>, --allow-subdomains, -y

Scrape options (all work with download): -f <formats>, -H, -S, --screenshot, --full-page-screenshot, --only-main-content, --include-tags, --exclude-tags, --wait-for, --max-age, --country, --languages

© LeoYeAI, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 2 other files in skills/firecrawl of LeoYeAI/openclaw-master-skills.

  • SKILL.md
  • rules/install.md
  • rules/security.md

Open the folder on GitHubat commit e5199b5

Compare with similar skills

Firecrawl next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Firecrawl compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Firecrawl this skillLeoYeAI/openclaw-master-skills2.2k—~3.6kAutomated safety check: PassMIT
Keirouter Web Fetchmydisha/keirouter147—~741Automated safety check: PassMIT
Firecrawl Searchaiskillstore/marketplace4301 repos~744Automated safety check: PassNone
9Router Web Fetchdecolua/9router30k—~941Automated safety check: PassMIT
Firecrawl Scrapefirecrawl/skills117—~1.8kAutomated safety check: PassISC
Firecrawl Agentfirecrawl/skills117—~1.2kAutomated safety check: PassISC

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Works with

Questions about Firecrawl

What does Firecrawl do?

Official Firecrawl CLI skill for web scraping, search, crawling, and browser automation. Firecrawl is an agent skill from LeoYeAI/openclaw-master-skills. Official Firecrawl CLI skill for web scraping, search, crawling, and browser automation.

When should I use Firecrawl?

Firecrawl fits situations like: : - Web search and research - Scraping pages; articles - Site mapping and bulk content extraction - Browser automation for interactive pages Must be pre-installed and authenticated.

How do I install Firecrawl in Claude Code?

Run `npx skills add LeoYeAI/openclaw-master-skills --skill firecrawl -a claude-code`. Or copy the skill folder (skills/firecrawl in LeoYeAI/openclaw-master-skills) into .claude/skills/firecrawl in your project. Claude Code loads it when a task matches its description.

How do I install Firecrawl in Codex?

Run `npx skills add LeoYeAI/openclaw-master-skills --skill firecrawl -a codex`. Or copy the skill folder (skills/firecrawl in LeoYeAI/openclaw-master-skills) into .agents/skills/firecrawl in your project. Codex loads it when a task matches its description.

Can I use Firecrawl in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add LeoYeAI/openclaw-master-skills --skill firecrawl -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/firecrawl, .gemini/skills/firecrawl, .github/skills/firecrawl and .opencode/skills/firecrawl in your project.

What does Firecrawl need to run?

Going by SKILL.md and its folder, Firecrawl needs the command-line tools its instructions call (jq) and credentials named FIRECRAWL_API_KEY. Our summary lists: Node.js; A credential in FIRECRAWL_API_KEY. Its frontmatter pre-approves these tools: Bash(firecrawl *), Bash(npx firecrawl *).

Does Firecrawl access the network?

SKILL.md names 3 domains. In commands or code: docs.firecrawl.dev, firecrawl.dev and newsite.com; the agent is likely to contact these when it follows the instructions. This is read from the text; nothing was executed.

Is Firecrawl safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Firecrawl use?

Firecrawl is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Firecrawl use?

About 3.6k tokens (SKILL.md is roughly 15k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Firecrawl?

Skills that share tags, products or a category with Firecrawl: Keirouter Web Fetch (mydisha/keirouter, 147 stars), Firecrawl Search (aiskillstore/marketplace, 430 stars), 9Router Web Fetch (decolua/9router, 30k stars) and Firecrawl Scrape (firecrawl/skills, 117 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Firecrawl?

LeoYeAI (a GitHub user) maintains it in LeoYeAI/openclaw-master-skills, which has 2,160 GitHub stars. The repository holds 1,235 skills in this directory. The repository was last updated on July 20, 2026.

Source: LeoYeAI/openclaw-master-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.