Spring-based demonstration highlighting client tooling, secure context sharing, and tool orchestration across multiple transports.

Demo MCP server integrating Shutterstock search with weather context via Strands Agents, showcasing multi-agent orchestration.

Pixel-accurate Figma-to-HTML/CSS conversion powered by Copilot Agent Mode, delivering responsive, clean code with asset handling.

Dynamic YAML-driven governance with discovery-first matching, real-time state, and agent-generated workflows for authoritative, phase-guided development.

Bridge that connects the Model Context Protocol to Humio's logging platform, enabling configurable queries, templated outputs, and inspector-based debugging.

Turns JavaScript modules into secure, reflection-driven MCP servers with automatic typing and documentation.

Automates conversion of diverse database formats into Wikipedia-style data dictionaries via MCP-coordinated AI agents.

Automated, cross-technology updater with smart repository detection and safe upgrade workflow.

Examples of using the widget concept alongside Model Context Protocol servers

A cohesive network diagnostics toolkit offering scans, DNS queries, SSL analysis, and geolocation through a unified interface.

Python package enabling SUMO integration with Model Context Protocol to manage contexts and interactions in autonomous driving simulations.

Autonomous dual-agent research system with context-aware collaboration, multi-turn dialogue, and complete transcript export for reproducible results.

Node.js utility that transforms JSON APIs into interoperable, context-aware tools with simple configuration and CLI workflow.

A playful trivia experience where AI generates rounds with two truths and a twist, enabling interactive, explainable AI gameplay.

AI-powered Minesweeper showcase with real-time reasoning, multi-transport support, and enterprise-grade templates for scalable deployment.

TypeScript bridge connects local LLMs via Ollama to multiple endpoints with auto tool detection and a clean web UI.

A web search tool built on the Model Context Protocol and Tavily API, configurable, Smithery-friendly, with planning rounds for precise results.

Model-context integration for Amazon S3 enabling streaming large files, secure credentials, and TypeScript-driven tooling with CLI configuration.

Modular Cursor-based context tools showcase tasks, file operations, and weather data, enabling real-time AI actions via a unified integration surface

A curated collection of standalone Python services exposing targeted tools via stdio JSON, each with isolated dependencies for modular AI toolchains.

Pure-Go implementation of a model-context protocol with pluggable extensions, tool definitions, and robust error handling for AI workflows.

Crystal-native library with lightweight, modular integration and shard-based installation for efficient tooling and deployment.

Java Model Context Protocol SSE HTTP Server with Jetty

Delivers Alpha Vantage stock data (intraday and daily) with alerts and resource access, optimized for Claude workflows.