AI & ML

A hands-on demonstration project that teaches the Model Context Protocol (MCP) through Python code, allowing users to understand how AI models interact with their context through a provider-agent architecture.

A guide for implementing Model Context Protocol (MCP) servers that provide AI models with external tools like web search, text manipulation, and mathematical operations.

Provides access to personal/team knowledge repositories with tools to search, retrieve, and save information from various sources including Slack, Gmail, and document storage platforms.

MCP server to create, read, update, list, and search GitHub Gists from your IDE

An MCP server that streams real-time Binance Alpha token prices and liquidity data, powering your AI agents and workflows with instant alpha market insights.

An MCP server that enables web search and document retrieval capabilities through Tavily API and LangConnect vector database, supporting AI agents in gathering information for comprehensive report generation.

A lab demonstrating how to deploy a Model Context Protocol (MCP) server and integrate it with Microsoft Copilot Studio, allowing users to connect AI models to different data sources and tools through a standardized protocol.

An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with the Asana API, auto-generated using AG2's MCP builder.

A MCP Server Implementation that integrates the Marketaux api providing search based on entity, countries, industries, symbols etc.

Enables LLMs to search, download, and extract information from YouTube music videos, converting them to high-quality MP3 files.

MCP server for creating Shopify product feature boxes via AI agents

A Model Context Protocol server that provides LLMs with access to Georgia Tech's OSCAR course schedule system, enabling search for courses, subjects, and detailed course information.

A Model Context Protocol server that enables AI models to access tools through GitHub authentication and provides comprehensive analytics tracking of tool usage, performance, and user behavior.

A Model Context Protocol server that provides the current time in any timezone with customizable formatting, allowing AI assistants to access accurate time information.

A Model Context Protocol server that searches educational articles from todamateria.com.br and automatically creates structured reading cards with summaries, key points, and citations.

A Model Context Protocol (MCP) server for advanced code analysis and editing with semantic search capabilities, enabling AI assistants to perform complex code operations through a standardized interface.

A Model Context Protocol (MCP) based server that efficiently manages PDF files, allowing AI coding tools like Cursor to read, summarize, and extract information from PDF datasheets to assist embedded development work.

This server integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools, enabling seamless and efficient interaction within any MCP-compatible environment.

An integration server that enables LLMs to interact with Notion workspaces through Claude Desktop, optimizing token usage with Markdown conversion.

A TypeScript server that fully implements the Model Context Protocol (MCP) standard, providing API access to Docker CLI operations like build, run, stop, and image management through compatible AI clients.

A customizable Model Context Protocol server built with mcp-framework that enables Claude to access external tools and capabilities through a standardized interface.

An MCP server that enables agents to interact with soccer data including scores, matches, players, and teams using the sportsdata.io Soccer V3 Scores API.

An MCP server that provides access to Monarch Initiative's biomedical data through the Biolink API, enabling agents to query biological entities, associations, and knowledge graphs using natural language.

A Multi-Agent Conversation Protocol server that provides an interface to Google's Cloud IoT API, allowing agents to interact with and manage IoT devices and registries through natural language.

An MCP server that enables interaction with the Groundhog Day API, auto-generated using AG2's MCP builder to facilitate multi-agent conversations with this service.

Enables semantic code search across codebases using Qdrant vector database and OpenAI embeddings, allowing users to find code by meaning rather than just keywords through natural language queries.

Wraps Claude Code as a server using the Model Context Protocol (MCP), allowing teams to interact with Claude Code through a Slack bot interface.

Provides Multi-Agent Conversation Protocol interface for the SoundCloud API, enabling AI agents to interact with SoundCloud's music streaming platform through natural language.

An MCP server that enables interaction with Google's Fact Check Tools API, allowing users to query and manage fact-check claims and publishers through natural language commands.

A Multi-Agent Conversation Protocol server that enables interaction with the Sakari.io API, auto-generated using AG2's MCP builder for simplified natural language access to Sakari's messaging services.