Provide a Python-based MCP server implementation to enable integration of LLMs with external tools and resources. Facilitate dynamic interaction with data and actions through a standardized protocol. Simplify building MCP-compliant servers with Python tooling and CLI support.

Sample implementations of AI Agents and MCP Servers running on AWS Serverless compute

Sana MCP server for trips, inventory, and packing readiness workflows.

Your agent, your machine, your keys — an MCP server that adds encrypted state, approval gates, and a portable identity to any AI agent.

A complete list of SAP MCP Servers and SAP AI Skills

Model Context Protocol (MCP) server for AI-assisted development of MDK applications.

SAP Fiori - Model Context Protocol (MCP) server

A Model Context Protocol (MCP) server for executing SAS code on SAS Viya environments

A mcp server for SAS Viya

MCP server for Godot Engine integration

Permissionless communication supercharger. 40+ Lightning-paid tools for humans and AI agents.

Savecraft serves real save game data and expert game knowledge to AI assistants.

Generate personalized greetings by name in seconds. Switch on Pirate Mode to deliver swashbuckling salutations. Adapt messages to different contexts and tones effortlessly.

AI-powered scam and threat verification for phone numbers, URLs, texts, and emails.

AI Hub for AEC — 50+ 3D formats, clash detection, ACC integration via Autodesk Platform Services.

An MCP server for academic paper search that integrates with AI assistants (e.g., Claude Code, Cursor), enabling them to search and retrieve academic paper metadata.

A Model Context Protocol (MCP) server that enables AI assistants to search, retrieve metadata, and download academic papers directly from Sci-Hub.

A minimalistic MCP client with a good feature set.

Ground answers in scientific literature. Search full text, evaluate trust, access full-text articles

Python toolkit for reproducible science — from raw data to manuscript. Includes 42 modules, 270 CLI commands, 186 MCP tools, and 493 skills.

MCP server for Scouter APM - enables AI agents to query and analyze application performance data

AI-powered business intelligence MCP server. 7 tools for competitive analysis, company research, market trends, news monitoring, lead discovery, and industry insights. Real-time data from multiple intelligence sources.

MCP server for browser automation with anti-detection. Scout pages, find elements, interact with websites, and monitor network traffic.