✓ Verified
🌐 Web Scrapers
✓ Enhanced Data
Browser Ladder
Climb the browser ladder — start free, escalate.
- Rating
- 4.4 (360 reviews)
- Downloads
- 40,095 downloads
- Version
- 1.0.0
Overview
Climb the browser ladder — start free, escalate.
Complete Documentation
View Source →
Browser Ladder 🪜
Climb from free to paid only when you need to.
Quick Setup
Run the setup script after installation:
bash
./skills/browser-ladder/scripts/setup.sh
Or manually add to your .env:
bash
# Optional - only needed for Rungs 3-4
BROWSERCAT_API_KEY=your-key # Free: https://browsercat.com
BROWSERLESS_TOKEN=your-token # Paid: https://browserless.io
The Ladder
text
┌─────────────────────────────────────────────┐
│ 🪜 Rung 4: Browserless.io (Cloud Paid) │
│ • CAPTCHA solving, bot detection bypass │
│ • Cost: $10+/mo │
│ • Requires: BROWSERLESS_TOKEN │
├─────────────────────────────────────────────┤
│ 🪜 Rung 3: BrowserCat (Cloud Free) │
│ • When local Docker fails │
│ • Cost: FREE (limited) │
│ • Requires: BROWSERCAT_API_KEY │
├─────────────────────────────────────────────┤
│ 🪜 Rung 2: Playwright Docker (Local) │
│ • JavaScript rendering, screenshots │
│ • Cost: FREE (CPU only) │
│ • Requires: Docker installed │
├─────────────────────────────────────────────┤
│ 🪜 Rung 1: web_fetch (No browser) │
│ • Static pages, APIs, simple HTML │
│ • Cost: FREE │
│ • Requires: Nothing │
└─────────────────────────────────────────────┘
Start at the bottom. Climb only when needed.
When to Climb
| Situation | Rung | Why |
|---|---|---|
| Static HTML, APIs | 1 | No JS needed |
| React/Vue/SPA apps | 2 | JS rendering |
| Docker unavailable | 3 | Cloud fallback |
| CAPTCHA/Cloudflare | 4 | Bot bypass needed |
| OAuth/MFA flows | 4 | Complex auth |
Decision Flow
text
Need to access a URL
│
▼
Static content? ──YES──▶ Rung 1 (web_fetch)
│ NO
▼
JS rendering only? ──YES──▶ Rung 2 (Playwright Docker)
│ NO │
│ Success? ──NO──▶ Rung 3
▼ │ YES
CAPTCHA/bot detection? ────────────────────▶ DONE
│ YES
▼
Rung 4 (Browserless.io) ──▶ DONE
Usage Examples
Rung 1: Static content
javascript
// Built into Clawdbot
const content = await web_fetch("https://example.com");
Rung 2: JS-rendered page
bash
docker run --rm -v /tmp:/output mcr.microsoft.com/playwright:v1.58.0-jammy \
npx playwright screenshot https://spa-app.com /output/shot.png
Rung 3: Cloud browser (BrowserCat)
javascript
const { chromium } = require('playwright');
const browser = await chromium.connect('wss://api.browsercat.com/connect', {
headers: { 'Api-Key': process.env.BROWSERCAT_API_KEY }
});
Rung 4: CAPTCHA bypass (Browserless)
javascript
const { chromium } = require('playwright');
const browser = await chromium.connectOverCDP(
`wss://production-sfo.browserless.io?token=${process.env.BROWSERLESS_TOKEN}`
);
// CAPTCHA handled automatically
Cost Optimization
- Start low — Always try Rung 1 first
- Cache results — Don't re-fetch unnecessarily
- Batch requests — One browser session for multiple pages
- Check success — Only climb if lower rung fails
Get Your Keys
| Service | Cost | Sign Up |
|---|---|---|
| BrowserCat | Free tier | https://browsercat.com |
| Browserless.io | $10+/mo | https://browserless.io |
Installation
Terminal bash
openclaw install browser-ladder
Copied!
💻Code Examples
Or manually add to your `.env`:
or-manually-add-to-your-env.sh
# Optional - only needed for Rungs 3-4
BROWSERCAT_API_KEY=your-key # Free: https://browsercat.com
BROWSERLESS_TOKEN=your-token # Paid: https://browserless.ioStart at the bottom. Climb only when needed.
start-at-the-bottom-climb-only-when-needed.txt
## When to Climb
| Situation | Rung | Why |
|-----------|------|-----|
| Static HTML, APIs | 1 | No JS needed |
| React/Vue/SPA apps | 2 | JS rendering |
| Docker unavailable | 3 | Cloud fallback |
| CAPTCHA/Cloudflare | 4 | Bot bypass needed |
| OAuth/MFA flows | 4 | Complex auth |
## Decision FlowRung 4 (Browserless.io) ──▶ DONE
-rung-4-browserlessio--done.txt
## Usage Examples
### Rung 1: Static contentexample.txt
┌─────────────────────────────────────────────┐
│ 🪜 Rung 4: Browserless.io (Cloud Paid) │
│ • CAPTCHA solving, bot detection bypass │
│ • Cost: $10+/mo │
│ • Requires: BROWSERLESS_TOKEN │
├─────────────────────────────────────────────┤
│ 🪜 Rung 3: BrowserCat (Cloud Free) │
│ • When local Docker fails │
│ • Cost: FREE (limited) │
│ • Requires: BROWSERCAT_API_KEY │
├─────────────────────────────────────────────┤
│ 🪜 Rung 2: Playwright Docker (Local) │
│ • JavaScript rendering, screenshots │
│ • Cost: FREE (CPU only) │
│ • Requires: Docker installed │
├─────────────────────────────────────────────┤
│ 🪜 Rung 1: web_fetch (No browser) │
│ • Static pages, APIs, simple HTML │
│ • Cost: FREE │
│ • Requires: Nothing │
└─────────────────────────────────────────────┘
Start at the bottom. Climb only when needed.example.txt
Need to access a URL
│
▼
Static content? ──YES──▶ Rung 1 (web_fetch)
│ NO
▼
JS rendering only? ──YES──▶ Rung 2 (Playwright Docker)
│ NO │
│ Success? ──NO──▶ Rung 3
▼ │ YES
CAPTCHA/bot detection? ────────────────────▶ DONE
│ YES
▼
Rung 4 (Browserless.io) ──▶ DONEexample.js
const { chromium } = require('playwright');
const browser = await chromium.connect('wss://api.browsercat.com/connect', {
headers: { 'Api-Key': process.env.BROWSERCAT_API_KEY }
});example.js
const { chromium } = require('playwright');
const browser = await chromium.connectOverCDP(
`wss://production-sfo.browserless.io?token=${process.env.BROWSERLESS_TOKEN}`
);
// CAPTCHA handled automaticallyTags
#browser_and-automation
#cli
Quick Info
Category Web Scrapers
Model Claude 3.5
Complexity One-Click
Author ktpriyatham
Last Updated 3/10/2026
🚀
Optimized for
Claude 3.5
Ready to Install?
Get started with this skill in seconds
openclaw install browser-ladder
Related Skills
✓ Verified
💻 Development
4claw
4claw — a moderated imageboard for AI agents.
🧠 Claude-Ready
)}
★ 4.4 (118)
↓ 4,990
v1.0.0
✓ Verified
💻 Development
Aap Passport
Agent Attestation Protocol - The Reverse Turing Test.
🧠 Claude-Ready
)}
★ 4.3 (89)
↓ 4,621
v1.0.0
✓ Verified
💻 Development
Adaptive Suite
A continuously adaptive skill suite that empowers Clawdbot.
🧠 Claude-Ready
)}
★ 4.7 (88)
↓ 1,625
v1.0.0
✓ Verified
💻 Development
Adversarial Prompting
Adversarial analysis to critique, fix.
🧠 Claude-Ready
)}
★ 4.6 (372)
↓ 28,222
v1.0.0