Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add yedanyagamiai-cmd/openclaw-mcp-servers --skill openclaw-web-scrapergit clone --depth 1 https://github.com/yedanyagamiai-cmd/openclaw-mcp-serversWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/yedanyagamiai-cmd/openclaw-mcp-servers/openclaw-web-scraper)<a href="https://agentmods.dev/skills/yedanyagamiai-cmd/openclaw-mcp-servers/openclaw-web-scraper"><img src="https://agentmods.dev/badge/skills/yedanyagamiai-cmd/openclaw-mcp-servers/openclaw-web-scraper/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/yedanyagamiai-cmd/openclaw-mcp-servers/openclaw-web-scraper"><img src="https://agentmods.dev/badge/skills/yedanyagamiai-cmd/openclaw-mcp-servers/openclaw-web-scraper.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00131 | $0.02548 |
| Opus 5 | $0.00066 | $0.01274 |
| Sonnet 5 | $0.00026 | $0.00510 |
| Haiku 4.5 | $0.00013 | $0.00255 |
Grade A, and why
openclaw-web-scraper scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 204 lines — stays where its author put it; the contents beside it link to each section on GitHub.
OpenClaw Web Scraper v2.0
Stealth web scraping with anti-detection and structured extraction. 5 tools. Real browser. Cloudflare bypass. Batch support.
| Tool | Purpose | Free |
|---|---|---|
scrape_url |
Fetch full page content with stealth headers and JS rendering | Yes |
extract_data |
Extract structured data using CSS selectors or natural language | Yes |
screenshot_page |
Capture full-page or viewport screenshot of any URL | Yes |
interact_with_page |
Click buttons, fill forms, scroll, wait for elements | Pro |
batch_scrape |
Scrape up to 50 URLs in parallel with rate limiting | Pro |
What's New in v2.0
- StealthCrawl Engine -- Rotating User-Agents, real browser fingerprints, and Cloudflare bypass using the openclaw-browser CF Worker. Detected <5% of the time on major sites.
- NLP Extraction -- Pass a natural language instruction instead of a CSS selector: "extract all product names and prices" → structured JSON. No selector knowledge required.
- SmartThrottle -- Automatic rate limiting per domain. Respects robots.txt by default. Never gets your IP banned.
- SessionPersist -- Pro users can maintain cookies and session state across multiple interact_with_page calls. Log in once, scrape authenticated pages all session.
Quick Start
{
"openclaw-web-scraper": {
"type": "streamable-http",
"url": "https://openclaw-web-scraper-mcp.yagami8095.workers.dev/mcp"
}
}
Add to Claude Desktop, Cursor, Windsurf, VS Code, or any MCP-compatible client. Zero install. Works immediately.
Detection Triggers
This skill activates when a user says any of these:
- "scrape this URL", "extract data from this site", "get the content of", "crawl this page"
- "get all prices", "extract all links", "parse this table", "pull product list from"
- "screenshot this page", "capture this URL", "take a snapshot", "page screenshot"
- "click the login button", "fill out this form", "interact with", "click and get result"
- "scrape 20 URLs", "batch scrape", "bulk extract", "crawl multiple pages"
- "get around Cloudflare", "bypass bot detection", "stealth scrape", "headless browser"
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 12d ago First seen · 204 lines · 131 tokens per session scan A dda59d2e1b8d
openclaw-web-scraper is a skill published in the GitHub repository yedanyagamiai-cmd/openclaw-mcp-servers (3 stars, last pushed 5mo ago), licensed MIT. It adds 131 tokens to every session and 2,548 once invoked, about $0.0007 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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