Exercise: Integrate Model Context Protocol with GitHub Copilot

Enables Copilot to leverage structured context for dynamic, project-aware reasoning with lightweight JavaScript tooling and extensibility.

Demo repository for MCP (Model Context Protocol)

Model_context_Protocol MCP

Decorator-driven, multi-protocol toolkit enabling REST, WebSocket, and protocol bridging with strong typing, logging, and production-ready features.

Hybrid AI-powered terminal with stateful memory and nl2bash fine-tuning enabling natural-language to bash command translation.

A multi-agent financial analysis system blending numerical forecasts, sentiment fusion, and contextual memory to deliver precise buy/sell/hold guidance.

Two hands-on experiments showcasing a sentiment analysis UI and a PR draft assistant.

Production-ready starter to manage multiple MCP servers with Together AI, featuring an orchestrator, multi-server support, and dual UI interfaces for flexibility.

Lightweight MCP server powering live arXiv research with local metadata storage and deployable tools for AI research workflows.

Streaming, adaptive four-tool tutor powered by MCP and Gradio, delivering explanations, summaries, flashcards, and quizzes.

AI-powered YouTube data crawler delivering channel metadata, video summaries with transcripts, and time-range queries.

Interactive Wikipedia assistant leveraging tool calling, CloudNatix, and Ollama for dynamic knowledge access and local summarization.

Feature-rich Ollama MCP server with streaming, context management, and scalable toolset.

A toolkit for experimenting with and learning Model Context Protocols to enable dynamic AI agent context management.

Feature-rich cocktail data tool with eight query tools, RAG-enabled search, and fast vector retrieval for 134 cocktails.

Python-based MCP server bridging Chainlit with Ollama-hosted LLMs for local, privacy-preserving chatbots with extensible adapters.

Spring AI STDIO Model-Context-Protocol (MCP) server for weather AI

Benchmarks energy, emissions, and performance of MCP tool calls with Claude Desktop, FastMCP, and CodeCarbon integration.

Ollama-based integration enabling model listing, pulling new models, chat via Ollama, and automatic port/config management for seamless local LLM workflows.

RAG-powered document intelligence with multi-format parsing and MCP protocol-based context-aware answering.

Go-based toolkit offering modular context orchestration, evaluation, and research resources with a focus on reproducibility and academic workflows.

Exercise: Integrate Model Context Protocol with GitHub Copilot

Cerevox-based data layer delivering document parsing, semantic search, and user management via full Cerevox APIs.