Labs to explore AI Models, MCP servers, and Agents with the AI Gateway powered by Azure API Management and Microsoft Foundry 🚀

Lab for creating an MCP Server and using it in Microsoft Copilot Studio.

An automated Adversary Emulation lab with terraform and MCP server. Build Caldera techniques and operations assisted with LLMs. Built for IaC stability, consistency, and speed.

Pragmatic AI Labs MCP Agent Toolkit - An MCP Server designed to make code with agents more deterministic

Hands-on MCP security lab: 10 real incidents reproduced with vulnerable/secure MCP servers, pytest regressions, and Claude/Cursor battle-tested exploit walkthroughs

Power Platform MCP Labs & Samples.

This is a repository where the labs for the Dataverse Remote MCP server will live.

A Model Context Protocol (MCP) Server for Cisco Modeling Labs (CML)

Pragmatic AI Labs MCP SDK

Repository of my experiments with MCP

Experimental MCP server for Postmark, built by Postmark Labs. Designed for tinkering, testing, and teleporting transactional email into inboxes with speed and style.

Evidence lab is a free open source platform that provides a document pipeline, search, AI-powered information discovery tools, and MCP/A2A integration to AI platforms.

A Docker lab integrating Splunk SIEM with Ollama LLM via MCP for AI security operations. Features Promptfoo OWASP evaluation, TA-ollama and TA-mcp-jsonrpc add-ons, dual bind-mount log ingestion, and real-time HEC streaming across six indexes for MITRE ATLAS TTP detection.

🧠 Autonomous AI Trading Agent & Multi-Chain Flash-Arb Engine (v2.0 Beta). Powered by MCP-Protocol & LLM reasoning. High-frequency arbitrage on Solana, Base, and EVM L2s. Built by Cortex Software Labs.

MCP server for managing Apache Superset — 128+ tools for dashboards, charts, datasets, SQL Lab, access control

Arkana - Your entire malware analysis lab, behind one AI prompt. 250+ MCP tools for binary analysis with Claude Code or other MCP

All things about MCP experiments.⭐️ Star to support our work!

AI-driven NetSuite assistant powered by MCP. Chat with your ERP data using Next.js, Gemini, Claude, OpenAI and Inception Labs

Linux version of Splunk MCP LLM MCP SIEMulator . A Docker lab integrating Splunk SIEM with Ollama LLM via Model Context Protocol for AI-powered security operations. Features Promptfoo evaluation, OpenWebUI chat interface, Splunk UF and Raw HEC logging for real-time event ingestion and LLM-assisted incident response testing.

⏺ AI MCP Security Labs — hands-on exploits and defenses for Model Context Protocol tool poisoning, prompt injection, and agent

Describe it or draw it. Kiln makes it real. — 461 MCP tools for AI-agent-controlled 3D printing. OctoPrint, Moonraker, Bambu Lab, Prusa Link, and Elegoo.

A guided lab for MCP security and best practices

Comprehensive MCP framework for Handley Research Group - productivity tools, scientific computing, and lab administration

MCP server for controlling Bambu Lab 3D printers — multi-printer fleet management, print control, file ops, AMS, camera, and more

A Postman-style lab for exploring, testing and debugging Model Context Protocol (MCP) servers

MCP server for Bambu Lab 3D printers — MQTT control, FTP upload, X.509 certificate auth, camera, AMS, and more

MCP server for kintone サンプル (Unofficial) https://www.r3it.com/blog/kintone-mcp-server-20250115-yamauchi https://www.r3it.com/blog/kintone-ai-lab-20250501-yamauchi

MCP Server that models the Sauce Labs API

A simple MCP server for Readwise

MCP server for Bambu Lab 3D printers — STL manipulation, BambuStudio slicing, and direct printer control