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scrapeless-mcp-server

Scrapeless Mcp Server

166 stars65/wkupdated 286d agogithub ↗
84good
▣ Overview

What it does

Scrapeless MCP Server integrates browser automation and web scraping into Claude, Cursor, and other AI agents. It handles real-time web navigation (click, scroll, submit forms), extracts content from JavaScript-heavy pages (returning HTML, Markdown, or screenshots), queries Google Search and Trends, and bypasses blocking mechanisms like Cloudflare. Extracted content is returned directly to your LLM for processing.

Who it's for

Claude and Cursor users building autonomous web agents, AI researchers assembling models that need live internet access, and developers creating AI applications that perform multi-step browser workflows or extract real-time data from dynamic pages.

Common use cases

  • Automate multi-step browser interactions (navigate, search, click, extract) from conversational prompts
  • Scrape JavaScript-rendered content that static HTML scrapers cannot access
  • Extract and analyze Google Search results (titles, links, summaries) programmatically
  • Capture screenshots of web pages for visual analysis or verification
  • Retrieve Markdown or HTML versions of web pages for LLM processing

Setup pitfalls

  • Requires a Scrapeless API key from their dashboard (free trial available); create one in Settings → API Key Management
  • Two transport modes (Stdio and HTTP) require different configuration formats; ensure your MCP client config matches your chosen transport
  • Browser session state depends on optional environment variables (BROWSER_PROFILE_PERSIST, BROWSER_SESSION_TTL); set these if you need cross-request continuity
  • Last commit 246 days ago—verify active maintenance before production use
▣ Score BreakdownMCPScore = Σ(raw × weight)
DimensionRawWeighted
Security
35%
100
35.0
Freshness
25%
100
25.0
Adoption
20%
44
8.9
Quality
10%
100
10.0
Trust
10%
50
5.0
Total
83.9
⚿ Capabilities & Risk Explainer
networksecrets
◆ Risk level: medium
network + secrets — requires access to credentials or environment secrets.
⚙ Install config
Claude Desktop · Cursor · Windsurf · VS Code (Copilot) · Claude Code
add to your MCP client config:
{
  "mcpServers": {
    "scrapeless": {
      "command": "npx",
      "args": [
        "-y",
        "scrapeless-mcp-server"
      ]
    }
  }
}
📈 Score historylast 48 snapshots
4/30/20267/6/2026 · 48 snapshots
⚙ Maintenance health
20/ 100 · is this project alive?
contributors (1y)4
top contributor share73%
releases (1y)0
ci✗ none
⛁ Raw data
weekly downloads65
github stars166
forks29
open issues0
license✓ present
readme length9847 chars
last publish0d ago
last commit286d ago
last updated1d ago
install verified✗ fail · 48d ago
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