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aparajithn/agent-scraper-mcp

Web scraping MCP server for AI agents — screenshots, content extraction, structured scraping

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Our verdict

Not reviewed yet

We have not reviewed aparajithn/agent-scraper-mcp yet

No one at Enterprise DNA has checked this listing against its sources. The description comes from public listings gathered automatically. Any fact below shows where it came from and when it was last checked.

How we review records

From the listing

About aparajithn/agent-scraper-mcp

This MCP server enables AI agents to scrape websites through screenshots, content extraction, and structured data parsing. It exposes scraping capabilities as a Model Context Protocol tool, allowing agents to fetch and process web content during conversations. Built in Python, it uses Playwright or similar browser automation under the hood.

Best for

Developers building AI agents that need to extract web data programmatically

Use cases

  • Extract structured data from websites for AI analysis
  • Take screenshots of web pages for visual verification
  • Scrape text content to feed into retrieval-augmented generation (RAG) pipelines

Notes

4 stars on GitHub. Last updated 2026-03-07. Licensed MIT.

Pros

  • Provides multiple scraping modes (screenshot, text, structured) in one MCP server
  • Integrates directly with AI agents that support the Model Context Protocol
  • Python-based, easy to extend or modify for custom scraping needs

Cons

  • Relatively new project with few community stars, limited documentation or support
  • Requires an agent that implements the MCP protocol, which is still emerging
  • Dependency on browser automation tools like Playwright adds setup overhead

Key facts

What we have checked

Days since the last commit
45
Checked GitHub
GitHub forks
2
Checked GitHub
GitHub stars
8
Checked GitHub
Open issues
2
Checked GitHub
Releases in the last 90 days
0
Checked GitHub

Each value shows when we last confirmed it and where it came from. Values we have not confirmed are left out, never guessed.

How to use

How to set it up

As the listing publishes it. We have not run this install.

Install

pip install -e ".[dev]"

Example client config

{
  "mcpServers": {
    "agent-scraper": {
      "url": "https://agent-scraper-mcp.onrender.com/mcp"
    }
  }
}

Install

Add aparajithn/agent-scraper-mcp to your client

Not verified yet

No install recipe yet. We write one for Claude Code, Claude Desktop, Cursor, VS Code, Codex and ChatGPT when the server is in the official MCP registry with a package or remote address we can use.

Until then, follow the project's own README, or the setup the listing publishes under How to set it up.

Works with

What aparajithn/agent-scraper-mcp connects to

No confirmed connections yet. A product appears here when the server's registry name, repo, homepage or name ties it to that product, and a client appears when we have an install recipe for it.

Health and security

Is aparajithn/agent-scraper-mcp looked after, and what do its setup files show

Health score

36 out of 100

Does someone look after this repository? It does not say the code is good or safe. Worked out from GitHub signals checked . How it is worked out

PartPointsWhat we saw
Recent activity28.7 of 30Last push 45 days ago
Releases0 of 150 releases in 90 days
Issue repliesNot countedThe latest check has no issue response reading (fewer than 3 measured issues, or issues switched off)
Maintainer0 of 15Owned by a single user
Official source0 of 20Community server

Alternatives

Alternatives to aparajithn/agent-scraper-mcp

RecordTypeHow we knowChecked
agent-infra/mcp-server-browserThis is an alternative to itMCP serverNamed in the listingNot dated
browsermcp/mcpThis is an alternative to itMCP serverNamed in the listingNot dated
executeautomation/playwright-mcp-serverThis is an alternative to itMCP serverNamed in the listingNot dated
firecrawl/firecrawl-mcp-serverThis is an alternative to itMCP serverNamed in the listingNot dated

Compare

Compare aparajithn/agent-scraper-mcp side by side

Sources

Where this comes from

  • GitHubRegistry

    Checked · Days since the last commit, GitHub forks, GitHub stars, Open issues, Releases in the last 90 days

A source shows what was published when we checked it. It does not certify security, performance or a working installation. Read our method.

Changelog

What changed

No changes recorded yet. Releases, price changes and deprecations appear here, with their dates, once we track them for this record.

Open-source & AI alternatives

Swap-in tools that solve the same job. Weigh the trade-offs before you commit.

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