Seamless GitHub workflows inside Amazon Q CLI, enabling repo management, code operations, and issue handling through natural prompts.

Bulletproof RAG agent with Context7 MCP integration, precise grounding, and a polished terminal UI, built for scalable developer workflows and reliable documentation retrieval.

A comprehensive API-powered search tool enabling natural language queries for people and companies with rich filters, TypeScript safety, and flexible authentication.

Comprehensive Opsgenie alert management with multi-transport support, notes, logs, and custom details, built on the MCP SDK.

Python toolkit delivering client libraries, utilities, and plugins for MCMAP with auto-discovery and flexible tool execution.

Real-time .NET static analysis inside chat clients with Roslyn-powered type usage, cross-project insights, and safe refactoring validation.

Lightweight Python implementation enabling seamless model-context sharing, dynamic tool integration, and extensible plugin support for AI workflows.

A simple workshop which aims to explore usecases of model context protocol (MCP)

Two-component WhatsApp integration enabling AI assistants to exchange messages, media, and contacts securely through a local bridge.

PHP-based MySQL integration enabling direct DB access, SQL execution, and schema export for Windsurf IDE via MCP.

Production-ready MCP-based servers orchestrating campaigns, assets, and audiences with vendor integrations.

AI-powered context-driven monetization engine tailored for Qortrola's gaming platform, offering modular prompts and real-time decisioning.

PHPStan-powered JSON-RPC tool delivering structured semantic analysis results for AI agents with Docker-ready PHP 8.4 support.

AI-assisted Playwright test generation via Copilot prompts, leveraging an MCP Server to produce organized, runnable end-to-end tests. It emphasizes a Page Object Model structure, clear code organization, and iterative AI improvements to accelerate test creation and maintenance across web apps for teams.

Modular MCP-powered chatbot routing queries to math, weather, and research servers with config-driven extensibility.

AI-powered Wikipedia article summaries delivered through a context-aware workflow. It combines OpenAI capabilities with LangChain adapters to produce concise, context-aware briefs tailored to each article, enabling reliable knowledge extraction for assistants, educators, and research workflows.

Azure DevOps MCP Server - Python package for Model Context Protocol server implementation

Claude-powered PR automation with AI-generated templates, CI/CD insights, and Slack updates for streamlined collaboration

Comprehensive development and testing toolkit for MCMAP, enabling inspection, boilerplate generation, testing, and smooth deployments.

Hands-on learning playground with heavily commented examples, interactive MCP testing, and practical patterns for tools, resources, and prompts.

Programmatic PowerPoint creation via HTTP with slide layouts, bullets, and metadata, container-ready for Azure deployment with MCP integration.

Generate AEM components, templates, dialogs using LLM prompts via Model Context Protocol

Utility suite enabling cross-component context sharing with lightweight serialization and client adapters, streamlining model-context workflows across components.

Enterprise-grade Gmail integration in Java leveraging Spring Boot and Spring AI for secure automation and enterprise workflows.