scrapeless-ai/scrapeless-mcp-server

Overview

Scrapeless MCP Server is a Model Context Protocol server for web scraping. It allows AI agents to request scraping tasks through a standardized interface. The tool is built with TypeScript and provides a bridge between AI models and web data extraction.

Best for

Best for
Developers building AI agents or assistants that need to fetch and process live web data

Use cases

• Integrating real-time web scraping into AI assistant workflows
• Extracting structured data from websites for agent reasoning
• Providing up-to-date web content to language models via MCP

Notes

Scrapeless MCP Server is a Model Context Protocol server for web scraping. It allows AI agents to request scraping tasks through a standardized interface. The tool is built with TypeScript and provides a bridge between AI models and web data extraction.

161 stars on GitHub. Last updated 2025-09-23. Licensed MIT.

Use cases

• Integrating real-time web scraping into AI assistant workflows
• Extracting structured data from websites for agent reasoning
• Providing up-to-date web content to language models via MCP

Pros

• Leverages the Model Context Protocol for standardized agent-tool communication
• Open source with 161 GitHub stars and TypeScript codebase
• Simplifies adding web scraping capability to MCP-compatible AI systems

Cons

• Dependent on the broader MCP ecosystem for integration
• Limited documentation based on current repository description
• May not handle complex JavaScript-heavy sites without additional configuration

Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.