A
licenseB
qualityB
maintenanceSearching google, individual websites and scraping their content. Fast and cost-effective. ⚡️
9
1,137 npm
25
MIT
Why this server?
Mentions scraping and web search capabilities, which align with 'scrape' in the user's query.
Why this server?
Includes web scraping capabilities directly in its description.
AlicenseAqualityBmaintenanceFirecrawl, the context API for AI agents, as an MCP server. Search the web, scrape any URL, parse PDFs and documents, crawl and map sites, interact with pages in a real browser, run Agent research jobs, monitor pages for changes, and search scientific papers. Returns clean Markdown or structured JSON. Run locally with npx firecrawl-mcp or connect to https://mcp.firecrawl.dev/v2/mcp28168,149 npm7,770MITWhy this server?
Explicitly mentions 'web scraping' capabilities and structured data extraction.
AlicenseBqualityDmaintenanceA Model Context Protocol server that enables AI assistants to perform advanced web scraping, crawling, searching, and data extraction through the Firecrawl API.9168,149 npmMITWhy this server?
Focuses on extracting issues related to climate change, which could involve scraping websites.
AlicenseBqualityDmaintenanceEnables users to search and filter open source issues related to climate change and sustainability projects through the ClimateTriage API.11MITWhy this server?
Provides a tool to clone git repositories and perform semantic searches over the code, and also works locally.
AlicenseNot gradedqualityDmaintenanceAn MCP server that provides semantic search over local git repositories, enabling users to clone repositories, process branches, and search code through vectorized code chunks.26MITWhy this server?
Provides a standardized interface for accessing AI models, which aligns with 'Model Control Protocol' in the user's query.
MCP-Hyperskillofficial
FlicenseNot gradedqualityDmaintenanceA FastMCP integration with Hyperskill that allows AI agents to explain programming topics and search for programming resources using Hyperskill's learning materials.1-Why this server?
This server provide data retrieval capabilities powered by Chroma embedding database
Chroma MCP Serverofficial
AlicenseAqualityDmaintenanceA server that provides data retrieval capabilities powered by Chroma embedding database, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering.1385,631 PyPI601Apache 2.0Why this server?
Provides functionality to fetch and transform web content in various formats
AlicenseNot gradedqualityCmaintenanceProvides functionality to fetch and transform web content in various formats (HTML, JSON, plain text, and Markdown) through simple API calls.127,538 npm1MITWhy this server?
This server can scrape web pages, execute test code, and take screenshots of web pages
AlicenseBqualityDmaintenanceA Model Context Protocol server that enables LLMs to interact with web pages, take screenshots, generate test code, scrape web pages, and execute JavaScript in a real browser environment.2917 npm22MIT