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firecrawl

Scrape, crawl, and convert any website into clean structured data. Extract content from JavaScript-heavy sites, crawl entire domains, and pull structured data - all through natural language.

Install / Use

npx skills add Sesamsesam/liftoff --skill firecrawl

Installs into whichever agent you are using.

About this skill
📄

SKILL.md

Installable skill definition

Quality Score

74/100

Supported Platforms

Universal

Tags

Our assessment of firecrawl

firecrawl scores 74/100 on our quality scale, 3724th of 4,617 Development & Engineering skills we index.

Its SKILL.md is 7.2 KB long, well organised into 10 sections with 4 code examples: a thorough specification that gives an agent plenty to work with.

It has no GitHub stars yet, so there is no community track record; judge it on its content.

Substance
29/30
Structure
20/20
Description
15/15
Adoption
0/20
Freshness
11/15

Maintenance, license and trust

  • The repository was last updated about 5 months ago. That is recent enough to be usable, but agent tooling moves fast, so check the instructions against your agent's current version.
  • Our last check on 2026-10-18 found the source still online.
  • No license is declared. By default that means all rights are reserved: you can read it, but reusing or redistributing it is not clearly permitted. Ask the author before building on it commercially.
  • Its trust signals score 78/100, with 2 cautions from licensing, adoption, age or documentation. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.

Safety scan

No issues found

Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful.

AI review by kimi-k2.7-code on 2026-09-24. Automated pattern scan on 2026-09-24. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.

firecrawl compared with similar skills

All 4 of these similar skills score higher than firecrawl; compare them before choosing.

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Frequently asked questions

How do I install firecrawl?
Run npx skills add Sesamsesam/liftoff --skill firecrawl. The install tabs above show the steps for each supported agent.
Which AI agents does firecrawl work with?
It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
Is firecrawl safe to use?
Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful. It declares no license and scores 78/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is firecrawl still maintained?
The repository was last updated about 5 months ago. That is recent enough to be usable, but agent tooling moves fast, so check the instructions against your agent's current version.

name: firecrawl description: "Scrape, crawl, and convert any website into clean structured data. Extract content from JavaScript-heavy sites, crawl entire domains, and pull structured data - all through natural language."

Firecrawl

Turn any website into clean, usable data in one message.

Firecrawl is a web scraping and crawling engine built specifically for AI agents. Antigravity can already read individual web pages and search the internet on its own. Firecrawl goes further - it can read websites that are built with heavy animations and frameworks (which normally come back blank), crawl entire sites by following every link, and pull structured data like prices, names, and dates into clean organized formats.

500 free credits per month (1 credit = 1 page). No credit card required.


Real Use Cases

Here's what you can ask the agent to do once Firecrawl is active:

  • "Do a quick analysis of your clients web sources - Get all pages, and relevant info of a client or prospects website.

  • "Scrape this competitor's pricing page and compare it to ours" - Works even on sites built with React or other frameworks that normally can't be read

  • "Pull all blog posts from this WordPress site so we can rebuild it" - Crawls the entire blog, returns clean content per post

  • "Extract the layout, colors, and structure from this site I like" - Design inspiration extraction

  • "Grab all job listings from these 5 career pages as a spreadsheet" - Pulls structured data across multiple URLs in one go

  • "Crawl this entire docs site so I can feed it into NotebookLM" - Discovers every page on a site and extracts all the content

[!NOTE] The agent will automatically choose between its built-in tools and Firecrawl depending on the task. For simple, single-page reads it won't use credits. Firecrawl only kicks in when needed.

First-time setup: See SETUP.md in this folder for API key and MCP configuration.


Pricing

| Tier | Cost | Credits | Rate Limit | |---|---|---|---| | Free | $0 | 500/month | ~10 requests/min | | Hobby | $16/month | 3,000/month | Higher limits | | Standard | $83/month | 100,000/month | Higher limits |

1 credit = 1 page scraped or crawled. The free tier is enough for occasional scraping tasks and project work.

<!-- ═══════════════════════════════════════════════════ --> <!-- TOOLS --> <!-- ═══════════════════════════════════════════════════ -->

Available Tools

Firecrawl provides 12 tools through MCP. Here are the ones you will use most:

Core Tools

| Tool | What It Does | Credits | |---|---|---| | firecrawl_scrape | Scrape a single URL into Markdown/JSON. Renders JavaScript | 1/page | | firecrawl_crawl | Crawl an entire site following links, with depth and limit controls | 1/page discovered | | firecrawl_map | Discover all URLs on a site without scraping content (sitemap discovery) | 1 | | firecrawl_search | Web search with optional scraping of results | 1/result scraped | | firecrawl_extract | Extract structured data using a JSON schema + natural language prompt | Varies | | firecrawl_agent | Autonomous deep research - give it a prompt, it crawls and finds answers | Varies |

Status & Session Tools

| Tool | What It Does | |---|---| | firecrawl_check_crawl_status | Check progress of an async crawl job | | firecrawl_agent_status | Check status of an async agent research job | | firecrawl_browser_create | Create a persistent browser session for multi-step interactions | | firecrawl_browser_execute | Execute code in an existing browser session | | firecrawl_browser_delete | Close a browser session | | firecrawl_browser_list | List active browser sessions |

Tool Examples

Scrape a single page:

{
  "name": "firecrawl_scrape",
  "arguments": {
    "url": "https://example.com",
    "formats": ["markdown"],
    "onlyMainContent": true
  }
}

Crawl an entire docs site:

{
  "name": "firecrawl_crawl",
  "arguments": {
    "url": "https://docs.example.com",
    "maxDiscoveryDepth": 2,
    "limit": 50,
    "deduplicateSimilarURLs": true
  }
}

Extract structured data:

{
  "name": "firecrawl_extract",
  "arguments": {
    "urls": ["https://example.com/pricing"],
    "prompt": "Extract all pricing tiers with name, price, and features",
    "schema": {
      "type": "object",
      "properties": {
        "tiers": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "name": { "type": "string" },
              "price": { "type": "number" },
              "features": { "type": "array", "items": { "type": "string" } }
            }
          }
        }
      }
    }
  }
}

Discover all URLs on a site:

{
  "name": "firecrawl_map",
  "arguments": {
    "url": "https://example.com",
    "limit": 100,
    "ignoreQueryParameters": true
  }
}
<!-- ═══════════════════════════════════════════════════ --> <!-- CONFIGURATION --> <!-- ═══════════════════════════════════════════════════ -->

Advanced Configuration

Optional environment variables for power users (add to the env block in mcp_config.json):

| Variable | Default | Purpose | |---|---|---| | FIRECRAWL_RETRY_MAX_ATTEMPTS | 3 | Max retry attempts on failure | | FIRECRAWL_RETRY_INITIAL_DELAY | 1000 | Initial delay (ms) before first retry | | FIRECRAWL_RETRY_MAX_DELAY | 10000 | Max delay (ms) between retries | | FIRECRAWL_RETRY_BACKOFF_FACTOR | 2 | Exponential backoff multiplier | | FIRECRAWL_CREDIT_WARNING_THRESHOLD | 1000 | Warn when credits drop below this | | FIRECRAWL_CREDIT_CRITICAL_THRESHOLD | 100 | Critical alert threshold | | FIRECRAWL_API_URL | (cloud) | Custom endpoint for self-hosted instances |


Activation

  • Enable in ~/.gemini/extensions/extensions.json: "firecrawl": true
  • Triggered by: web scraping, site crawling, data extraction, content migration, competitive analysis

Agent Rules

  • Conserve credits - Always prefer read_url_content for simple single-page reads. Only use Firecrawl when JavaScript rendering, multi-page crawling, or structured extraction is needed
  • Set reasonable limits - When crawling, always set limit and maxDiscoveryDepth to avoid burning through credits on large sites
  • Use firecrawl_map first - Before crawling a full site, map it to see how many pages exist and decide on scope
  • Prefer onlyMainContent: true - Strips nav, footer, and ads for cleaner output
  • Warn about credit usage - Tell the user how many credits an operation will roughly consume before running large crawls
  • Respect free tier - 500 credits/month. A 50-page crawl uses 50 credits. Always estimate before executing
  • Use firecrawl_extract for structured data - When the user needs specific fields (prices, names, dates), use extract with a schema rather than scraping raw content and parsing manually
  • Async for large jobs - Crawls of 20+ pages should use firecrawl_crawl which returns a job ID, then poll with firecrawl_check_crawl_status

Source: Firecrawl MCP Docs | GitHub

Related Skills

View on GitHub
GitHub Stars0
CategoryDevelopment
Updated4mo ago
Forks0

Trust signals

78/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

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