Web scraping and crawling with Firecrawl API. An agent skill from sundial-org/awesome-openclaw-skills.

No licenceAuto-check passedData & Analytics

Install Firecrawl 2

skills CLI
$ npx skills add sundial-org/awesome-openclaw-skills --skill firecrawl-2 -a claude-code

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

GitHub CLI
$ gh skill install sundial-org/awesome-openclaw-skills firecrawl-2 --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/sundial-org/awesome-openclaw-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/firecrawl-2 .claude/skills/firecrawl-2 && 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-2
GitHub stars
663
Token cost
~698 tokens
SKILL.md length
180 words
Files
2
Skills in repo
383
Repo updated
First seen
Licence
None found

At a glance

Web scraping and crawling with Firecrawl API. An agent skill from sundial-org/awesome-openclaw-skills.

  • Works in 3 steps: Get your API key from… → Set the environment variable → Install the SDK
  • The user needs to scrape a URL
  • SKILL.md covers Setup, Usage, Example Prompts and Pricing
  • Runs Python scripts from its folder; calls python3 and pip3; needs FIRECRAWL_API_KEY

What it does

Firecrawl 2 is an agent skill from sundial-org/awesome-openclaw-skills. Web scraping and crawling with Firecrawl API. Fetch webpage content as markdown, take screenshots, extract structured data, search the web, and crawl documentation sites. Use when the user needs to scrape a URL, get current web info, capture a screenshot, extract specific data from pages, or crawl docs for a framework/library.

Its SKILL.md is about 700 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `fc.py`).

It sits in Data & Analytics, covering Web scraping. It works with Firecrawl. The repository describes itself as: Top OpenClaw skills, with the most popular and useful ones.

When your agent uses it

  • The user needs to scrape a URL
  • Get current web info
  • Capture a screenshot
  • Extract specific data from pages

Example prompts

  • “/firecrawl-2”

Requirements

  • Python 3
  • A credential in FIRECRAWL_API_KEY

Workflow steps

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

  1. Get your API key from firecrawl.dev/app/api-keys
  2. Set the environment variable
  3. Install the SDK

What it can do on your machine

Read from SKILL.md and the folder at commit b80cde2. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships script files (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python3
    • pip3

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

  • Network

    Links to these hosts (documentation or services it may open):

    • firecrawl.dev

    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 2 loads about 698 tokens when it runs. Until then it costs about 85 tokens; SKILL.md has 180 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~85
When it runs · the whole SKILL.md, loaded when a task matches
~698

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 180 words (~698 tokens).

“Scrape, search, and crawl the web using Firecrawl.”

— opening of SKILL.md by sundial-org
name
firecrawl-2
version
1.0.0
author
captmarbles

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file in skills/firecrawl-2 of sundial-org/awesome-openclaw-skills.

  • SKILL.md
  • fc.py

Open the folder on GitHubat commit b80cde2

Compare with similar skills

Firecrawl 2 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 2 compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Firecrawl 2 this skillsundial-org/awesome-openclaw-skills663—~698Automated safety check: PassNone
Firecrawl Scrapefirecrawl/skills117—~1.8kAutomated safety check: PassISC
Firecrawl Agentfirecrawl/skills117—~1.2kAutomated safety check: PassISC
Firecrawl Company Directoriesfirecrawl/skills117—~557Automated safety check: PassISC
Firecrawl Competitive Intelfirecrawl/skills117—~604Automated safety check: PassISC
Firecrawlzapier/connectors176—~4.2kAutomated safety check: PassElastic-2.0

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Works with

Questions about Firecrawl 2

What does Firecrawl 2 do?

Web scraping and crawling with Firecrawl API. An agent skill from sundial-org/awesome-openclaw-skills. Firecrawl 2 is an agent skill from sundial-org/awesome-openclaw-skills. Web scraping and crawling with Firecrawl API.

When should I use Firecrawl 2?

Firecrawl 2 fits situations like: the user needs to scrape a URL; get current web info; capture a screenshot; extract specific data from pages.

How do I install Firecrawl 2 in Claude Code?

Run `npx skills add sundial-org/awesome-openclaw-skills --skill firecrawl-2 -a claude-code`. Or copy the skill folder (skills/firecrawl-2 in sundial-org/awesome-openclaw-skills) into .claude/skills/firecrawl-2 in your project. Claude Code loads it when a task matches its description.

How do I install Firecrawl 2 in Codex?

Run `npx skills add sundial-org/awesome-openclaw-skills --skill firecrawl-2 -a codex`. Or copy the skill folder (skills/firecrawl-2 in sundial-org/awesome-openclaw-skills) into .agents/skills/firecrawl-2 in your project. Codex loads it when a task matches its description.

Can I use Firecrawl 2 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 sundial-org/awesome-openclaw-skills --skill firecrawl-2 -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-2, .gemini/skills/firecrawl-2, .github/skills/firecrawl-2 and .opencode/skills/firecrawl-2 in your project.

What does Firecrawl 2 need to run?

Going by SKILL.md and its folder, Firecrawl 2 needs Python for the scripts in its folder, the command-line tools its instructions call (python3 and pip3) and credentials named FIRECRAWL_API_KEY. Our summary lists: Python 3; A credential in FIRECRAWL_API_KEY.

Does Firecrawl 2 access the network?

SKILL.md names 1 domain. As links in the text: firecrawl.dev. This is read from the text; nothing was executed.

Is Firecrawl 2 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 2 use?

No licence was found for Firecrawl 2 or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Firecrawl 2 use?

About 698 tokens (SKILL.md is roughly 2.8k 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 2?

Skills that share tags, products or a category with Firecrawl 2: Firecrawl Scrape (firecrawl/skills, 117 stars), Firecrawl Agent (firecrawl/skills, 117 stars), Firecrawl Company Directories (firecrawl/skills, 117 stars) and Firecrawl Competitive Intel (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 2?

sundial-org (a GitHub organization) maintains it in sundial-org/awesome-openclaw-skills, which has 663 GitHub stars. The repository holds 383 skills in this directory. The repository was last updated on March 7, 2026.

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