According to AlphaMoat, as of 2026-09, Browser Ladder has 3,851 downloads and 3 stars — ranked #2,716 of 5,078 AI skills overall, and #208 of 399 in Data Analysis.
| Platform | Installs | Downloads | Stars | Comments |
|---|---|---|---|---|
| ClawHub ↗ | 126 | 3.8K | 3 | - |
| SkillHub ↗ | 170 | 3.9K | 3 | — |
Platforms count differently and update at different times.
The skill maps static pages, JavaScript rendering, and cloud browsers to different access methods and recommends starting with the simplest option. Cloud providers may receive requested URLs and page data. CAPTCHA or bot-detection bypass should be used only with explicit authorization and in compliance with the target site’s rules. Local browser examples use Node.js and Docker. Cloud branches require their own optional BROWSERCAT_API_KEY or BROWSERLESS_TOKEN; protect .env and review/pin browser tooling.
Profile published 2026-10-27
Generated from the skill’s documentation as examples; not results of actual runs.
The counting method changed in 2026-09: skills with the same name are now counted separately by author, and the full catalog is covered. Dashed lines show months before the change; they are not compared with later months, and no growth is computed across the change.
| Month | Downloads | MoM | Stars |
|---|---|---|---|
| 2026-09 | 3.9K | — | 3 |
| 2026-08 | 3.7K | +4.1% | 3 |
| 2026-07 | 3.6K | — | 3 |
| 2026-05 | 3.1K | — | 3 |
| 2026-03 | 2.5K | — | 3 |
The author’s original file, shown as plain text without edits or review by AlphaMoat. Links are not clickable; check commands before running them. Fetched 2026-10-23.
---
name: browser-ladder
version: 1.0.0
description: Climb the browser ladder — start free, escalate only when needed. L1 (fetch) → L2 (local Playwright) → L3 (BrowserCat) → L4 (Browserless.io for CAPTCHA/bot bypass).
metadata:
clawdbot:
emoji: "🪜"
requires:
bins:
- node - docker
env:
- name: BROWSERCAT_API_KEY
description: BrowserCat API key (free tier) - get at https://browsercat.com
required: false
- name: BROWSERLESS_TOKEN
description: Browserless.io token ($10/mo) - get at https://browserless.io
required: false
---
# 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
```
┌─────────────────────────────────────────────┐
│ 🪜 Rung 4: Browserless.io (Cloud Paid) │
│ • CAPTCHA solving, bot detection bypass │
│ • Cost: $10+/mo │
│ • Requires: BROWSERLESS_TOKEN │
├─────────────────────────────────────────────┤
│ 🪜 Rung 3: BrowserCat (Cloud Free) │
│ • When local Docker fails │
│ • Cost: FREE (limited) │
│ • Requires: BROWSERCAT_API_KEY │
├─────────────────────────────────────────────┤
│ 🪜 Rung 2: Playwright Docker (Local) │
│ • JavaScript rendering, screenshots │
│ • Cost: FREE (CPU only) │
│ • Requires: Docker installed │
├─────────────────────────────────────────────┤
│ 🪜 Rung 1: web_fetch (No browser) │
│ • Static pages, APIs, simple HTML │
│ • Cost: FREE │
│ • Requires: Nothing │
└─────────────────────────────────────────────┘
Start at the bottom. Climb only when needed.
```
## When to Climb
| Situation | Rung | Why |
|-----------|------|-----|
| Static HTML, APIs | 1 | No JS needed |
| React/Vue/SPA apps | 2 | JS rendering |
| Docker unavailable | 3 | Cloud fallback |
| CAPTCHA/Cloudflare | 4 | Bot bypass needed |
| OAuth/MFA flows | 4 | Complex auth |
## Decision Flow
```
Need to access a URL
│
▼
Static content? ──YES──▶ Rung 1 (web_fetch)
│ NO
▼
JS rendering only? ──YES──▶ Rung 2 (Playwright Docker)
│ NO │
│ Success? ──NO──▶ Rung 3
▼ │ YES
CAPTCHA/bot detection? ────────────────────▶ DONE
│ YES
▼
Rung 4 (Browserless.io) ──▶ DONE
```
## Usage Examples
### Rung 1: Static content
```javascript
// Built into Clawdbot
const content = await web_fetch("https://example.com");
```
### Rung 2: JS-rendered page
```bash
docker run --rm -v /tmp:/output mcr.microsoft.com/playwright:v1.58.0-jammy \
npx playwright screenshot https://spa-app.com /output/shot.png
```
### Rung 3: Cloud browser (BrowserCat)
```javascript
const { chromium } = require('playwright');
const browser = await chromium.connect('wss://api.browsercat.com/connect', {
headers: { 'Api-Key': process.env.BROWSERCAT_API_KEY }
});
```
### Rung 4: CAPTCHA bypass (Browserless)
```javascript
const { chromium } = require('playwright');
const browser = await chromium.connectOverCDP(
`wss://production-sfo.browserless.io?token=${process.env.BROWSERLESS_TOKEN}`
);
// CAPTCHA handled automatically
```
## Cost Optimization
1. **Start low** — Always try Rung 1 first
2. **Cache results** — Don't re-fetch unnecessarily
3. **Batch requests** — One browser session for multiple pages
4. **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 |
Both are optional — Rungs 1-2 work without any API keys.
The data layer for AdMapix: turn ad and app queries into API calls that return raw JSON only.
Searches the public web through Tavily and returns structured results with links and snippets.
A data-analysis skill that turns databases, spreadsheets, and raw exports into decision-ready conclusions.
A skill that analyzes stocks and cryptocurrencies on Yahoo Finance data and tracks a portfolio.
Manages a local stock watchlist and summarizes recent quotes for its codes from the Tonghuashun stock pages.
全网招中标数据查询与分析助手。当用户涉及以下任何场景时,必须使用此SKILL:查询招标/中标公告、搜索标讯、查找临期/即将到期项目、商机预测、推荐潜在投标供应商、分析公司主营业务/历史中标、查询公司上下游合作客户与供应商、分析竞争对手/竞对企业、查询Top采购单位/Top中标单位/Top中标品牌、招中标数据统计分析(按月/季/年/省份/品牌等维度)、查询品牌型号历史中标单价/价格趋势、市场分析/行业分析/采购寻源/渠道拓展等采购与投标相关场景。即使用户没有提到「知了标讯」,只要涉及招投标、采购、中标、供应商、竞争对手等关键词,都应使用本SKILL。
Track blog and RSS/Atom feed updates from the command line.
Summarises per-model usage cost for Codex or Claude.
Data month: 2026-09 · Downloads, stars and installs are aggregated monthly from public skill registries (ClawHub, SkillHub). See methodology.