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

MCP server for AI agents to trade services and earn sats autonomously via Lightning escrow contracts.

Bitcoin-powered tools marketplace. Image, text, video, music, speech, 3D, file conversion, SMS — all via Lightning micropayments. No signup required.

A server for voice notifications using VoiceBox, with a fallback to the Mac 'say' command.

A text-to-speech server using the macOS `say` command.

Swiss Federal Railways (SBB/CFF/FFS) MCP server — real-time train schedules, ticket prices with Half-Fare/GA support, and direct purchase links via official SBB SMAPI

MCP server for Swiss Federal Railways (SBB/CFF/FFS) — train schedules, prices, and ticket links for any AI assistant.

Enables AI assistants to interact with s&box game objects and components via WebSocket communication.

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.

Real-time search API for AI agents. Search Google, Amazon, Walmart, and YouTube with 9 tools -- product search, product details, video search, transcripts, and more. Build price comparison agents, retail arbitrage tools, content research pipelines, and brand monitors. 500 free credits/month.

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.

22 tools for 3D and AR development — generates correct, compilable SceneView code for Android (Jetpack Compose) and iOS (SwiftUI). 858 tests.

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.