this repo is for linkedin learning course: Hands-On AI: Building AI Agents with Model Context Protocol (MCP) and Agent2Agent (A2A)

Transform text, YouTube videos, and web content into beautiful mind maps using AI 🧠✨

Extract domain knowledge from codebases to reduce LLM token consumption by 20x and time in agentic search by 10x — gathers and makes concepts, naming conventions, and vocabulary queryable via MCP.

testrail mcp server

ida pro mcp plus

MCP-B Examples - Browser-native Model Context Protocol implementations

MCP server for exposing tools powered by Yelp's data

Advanced MCP Server with AI-powered Limitless API features: natural time queries, meeting detection, action item extraction, daily summaries, and speaker analytics

Privacy-first local photo search and analytics using location, people, and labels.

OpenArchFlow is an open-source Progressive Web App designed for cloud architects, DevOps engineers, and developers. Generate interactive AWS architecture diagrams from natural language descriptions using AI, Large Language Models (LLMs), AI Agents, and AWS MCP (Model Context Protocol).

CLI tool designed to manage MCI (Model Context Interface) schemas and dynamically run MCP servers using defined MCI toolsets

Sample voice agent application based on Amazon Nova 2 Sonic and Amazon Kinesis Video Streams WebRTC service. It demonstrates the real-time audio streaming interaction between user and speech-to-speech model via WebRTC connection. It also supports tool use like RAG with Bedrock Knowledge Base, MCP servers, and Strands agent.

A Ruby implementation of the MCP server protocol for Neovim

rlang mcp server

A demo of multi mcp server tool use trajectory evaluation Frame work.

Ultra Godot MCP ASL

MCP Server for OriginLab Control OriginLab with natural language through AI clients via the Model Context Protocol.

Standalone MCP server for cross-pane AI agent communication via tmux. Lets Claude Code, Gemini CLI, Codex, and Kimi CLI talk to each other through tmux panes.

Connect AI coding assistants to the S&box editor using the Model Context Protocol (MCP). While you're building your game, your AI assistant can see inside the editor in real time — reading your scene, listing GameObjects, and running console commands — without any copy-pasting.

Python MCP for Groww. SSE (http) connection by default. A single word change to STDIO for local use.

FastAPI Skills manager to use with MCP capable agents

mcp-servers-for-revit — 80+ AI automation tools for Autodesk Revit via Model Context Protocol (Revit 2023-2026)

Markdown-first Notion MCP server — 26 tools, 92% fewer tokens, full round-trip fidelity

Unofficial MCP server for searching Mobbin's design library — apps, screens, flows & collections. No public API required.