Awesome MCP Servers

Discover, extract, and interact with the web - one interface powering automated access across the public internet.

Put performance and error data directly in the hands of your AI assistant.

Access financial market data: realtime & historical stock, ETF, options, forex, crypto, commodities, fundamentals, technical indicators, & more

MCP server for ScanMalware.com URL scanning, malware detection, and analysis

Minimal MCP server for scanner capture (ADF/duplex/page-size), batching, and multipage assembly

A natural language interface for single-cell RNA sequencing (scRNA-Seq) analysis using the Scanpy library.

Analyzes source code to generate UML and flow diagrams with AI-powered explanations.

Connect LLMs or AI-chatbots to let them query and interact with official data and statistics from SCB (Sweden Statistics)

A server for the scenario-word MCP, built with the mcp-framework.

Integrates with the Scenext AI platform to generate educational videos on various topics.

Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean.

Real-time PostgreSQL & Supabase database schema access for AI-IDEs via Model Context Protocol. Provides live database context through secure SSE connections with three powerful tools: get_schema, analyze_database, and check_schema_alignment.

In-memory natural language schema search over database schemas

Search for academic articles using scholarly vendors.

Search for academic articles from scholarly vendors.

Resolve, format, and export academic citations from any AI assistant

Provides tools for scientific computation, including tensor storage, linear algebra, vector calculus, and visualization.

Harvests scientific papers from arXiv and OpenAlex, providing real-time access to metadata and full text.

Search and access academic papers from Sci-Hub by DOI, title, or keyword.

Natural language interface for scientific command-line tools via MCP

Answers grounded in science

A natural language interface for single-cell RNA sequencing (scRNA-Seq) analysis, supporting various modules from IO to enrichment.

Access Scorecard's AI model evaluation and testing tools via a Cloudflare Workers deployment.

Scout's official MCP pipes error, trace and metric data from production to your AI agent

A server for the Scrapbox/CoSense platform to retrieve, list, search, and create pages.

A simple notes system server for the Model Context Protocol, providing resources, tools, and prompts.

Access Twitter/X data including user profiles, tweets, followers, trends, lists, and communities via the ScrapeBadger API.

MCP Server for Scrape.do - Web Scraping & Google Search with anti-bot bypass

AI-powered web scraping using the ScrapeGraph AI API. Requires an API key.

Integrate real-time Scrapeless Google SERP(Google Search, Google Flight, Google Map, Google Jobs....) results into your LLM applications. This server enables dynamic context retrieval for AI workflows, chatbots, and research tools.

B2B lead generation MCP server - Apollo, Google Maps, email finder, skip trace, and 15+ more tools.

A powerful web scraping tool for AI assistants, powered by the Scraper.is API.

Turn websites into datasets with Scrapezy