Browser automation for documentation discovery. Use when curl fails on JS-rendered sites, when detecting available browser tools, or when configuring browser-based documentation collection.
Content & Writing
85 Stars
2 Forks
Updated Jan 19, 2026, 04:39 AM
Why Use This
This skill provides specialized capabilities for aiskillstore's codebase.
Use Cases
Developing new features in the aiskillstore repository
Refactoring existing code to follow aiskillstore standards
Understanding and working with aiskillstore's codebase structure
---
name: browser-discovery
description: "Browser automation for documentation discovery. Use when curl fails on JS-rendered sites, when detecting available browser tools, or when configuring browser-based documentation collection."
---
# Browser Discovery Skill
Detect and use browser automation tools for documentation discovery when static fetching fails.
## Variables
| Variable | Default | Description |
|----------|---------|-------------|
| PREFERRED_TOOL | auto | `auto`, `antigravity`, `cursor`, `playwright` |
| WAIT_TIMEOUT | 3 | Seconds to wait for JS rendering |
| MAX_PAGES | 50 | Maximum pages to discover per site |
## Instructions
**MANDATORY** - Follow the Workflow steps below when browser automation is needed.
- Always try curl first unless `js_required: true` is set
- Detect available browser tools before attempting automation
- Prefer accessibility snapshots over screenshots for link extraction
## Quick Decision Tree
```
Do you need browser automation?
│
├─ Curl returns full content? ──────────► NO - Use curl (docs-fetch-url)
│
├─ Curl returns <1KB or 403? ───────────► YES - Continue below
│
Which browser tool to use?
│
├─ browser_subagent available? ─────────► antigravity-browser.md
│
├─ In Cursor IDE? ──────────────────────► cursor-browser.md
│
├─ Chrome debugging on :9222? ──────────► playwright-browser.md (wrapper)
│
└─ No browser tool? ────────────────────► See "No Browser Available" section
```
## Red Flags - STOP and Reconsider
If you're about to:
- Use browser automation when curl would work
- Skip tool detection and assume a specific tool exists
- Take screenshots when snapshot would provide structured data
- Navigate without waiting for JS rendering
**STOP** -> Check the appropriate cookbook -> Then proceed
## Workflow
1. [ ] **CHECKPOINT**: Verify browser automation is actually needed
- Curl response < 1KB?
- Curl gets 403 Forbidden?
- `js_required: true` in config?
2. [ ] Detect available browser tools (priority order)
3. [ ] Select best available tool
4. [ ] **CHECKPOINT**: Read the cookbook for selected tool
5. [ ] Execute browser-based discovery
6. [ ] Parse results and return structured data
## Tool Detection Priority
| Priority | Tool | Detection | Best For |
|----------|------|-----------|----------|
| 1 | Antigravity `browser_subagent` | Tool in tool list | Zero-config native |
| 2 | Cursor MCP (in-IDE) | `mcp__cursor__browser_*` | In Cursor IDE |
| 3 | Cursor CLI | `which cursor-agent` | Delegation from CLI |
| 4 | Playwright (wrapper) | `curl localhost:9222/json/version` | Full automation |
## Cookbook
### Antigravity Browser
- IF: `browser_subagent` tool available
- THEN: Read `cookbook/antigravity-browser.md`
### Cursor Browser
- IF: In Cursor IDE or `cursor-agent` available
- THEN: Read `cookbook/cursor-browser.md`
### Playwright Browser
- IF: Chrome debugging accessible at localhost:9222
- THEN: Read `cookbook/playwright-browser.md`
## When Browser Is Needed
Signs that a site requires browser automation:
- Curl response < 1KB (JS-rendered content)
- Response contains "please enable javascript"
- Framework markers: `__NEXT_DATA__`, `window.__remixContext`, `window.__NUXT__`
- Only CSS/font resources returned (no text content)
## No Browser Available
If no browser tool is detected:
```
No browser automation tool detected.
Setup options:
1. Antigravity IDE: Built-in (zero config)
2. Cursor: cursor-agent available when installed
3. Claude Code: Launch Chrome with debugging:
google-chrome --remote-debugging-port=9222
Then use the Playwright wrapper:
python3 .claude/ai-dev-kit/dev-tools/mcp/wrappers/playwright_wrapper.py navigate "https://..."
```
## Output
Return discovered pages as structured data:
```json
{
"pages": [
{"url": "...", "title": "...", "section": "..."}
],
"nav_structure": "sidebar | tabs | accordion",
"js_required": true
}
```