Awesome MCP Servers

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

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

Monetize your AI agent with contextual product recommendations

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

Browse, create, and manage schema projects on the Schematica schema library. 8 MCP tools for AI-powered schema design and data modeling.

Search for academic articles from scholarly vendors.

Search for academic articles using 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.

Business & market intelligence for AI agents — 7 tools, 8 data sources, structured JSON

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

Extract structured data from websites using the Scrapezy API.

Scrapfly MCP Server gives AI agents a simple, unified way to scrape live web data with built-in anti-bot handling.

A server for scraping web pages using the ScrAPI API.

Real-time product data from Amazon, eBay, Walmart, Kaufland and many others — directly inside your AI assistant