AI ML Resources

Amazon Q CLI Model Context Protocol(MCP) . MCP LLM(Large Language Model) .

MCPMarkdownLLM

A standalone system for managing AI prompts with composable elements.

A working implementation of Claude Assisted MCP Server of a Weather Application with tools

Welcome to the GPT-RAG Model Context Protocol (MCP) Server for the GPT-RAG series of repos. Note these currently point at the givenscj fork due to some reorganizing of the repos. The original repos are available in the azure organization, but will not currenlty work with the MCP server.

AntBot-MCP-Server Model Context Protocol (MCP) TypeScript , AI RPA AntBot . MCP MCP , .

This extension provides a Model Context Server for Firecrawl, for use with the Zed AI Agent.

A Model Context Protocol (MCP) server implementation for Voispark, enabling advanced AI-powered voice and language capabilities. This server allows interaction with Voispark services for tasks such as speech analysis, speech synthesis, and more.

An MCP server for searching, discovering, and purchasing products through AI assistants like Claude or Cursor.

A universal MCP memory server with local AI processing for sharing memories across Claude Desktop, Windsurf, and other MCP clients

An MCP (Model-Context-Protocol) server for transcribing MP3 audio files using the AssemblyAI API. This server provides command-line and Docker-based tools to transcribe audio. this application can be use by Podcasters, Content Creator, Educators and Business Teams making thier task more easier.

A Model Context Protocol (MCP) server providing structured access to YouTube data for AI assistants and applications. It lets AI systems interact with YouTube content through a standardized interface. The server offers tools for searching videos, retrieving channel information, accessing transcripts, and analyzing comments.

The Ultimate Bridge Between Your Codebase, LLMs, and Implementation

GreeumMCP is a Model Context Protocol (MCP) server implementation for the Greeum Memory Engine. It enables seamless integration of Greeum's powerful memory capabilities with Large Language Models (LLMs) that support the MCP standard, such as Claude.

Create AI generated memes using MCP Meme Sticky. Can converted generated memes into stickers for Telegram or WhatsApp (WA coming soon). no APIs required .

This repository contains a collection of MCP servers that are useful for AI Coding Assistants.

MCP-CodeAPIAIAPI

AI API MCP (Model Context Protocol)

A Model Context Protocol (MCP) server for Midaz that provides educational content, model information, and read-only API interactions for developer clients through their LLMs. The server runs locally on developer machines and connects to local Midaz backend services.

Welcome to the Browserai Model Context Protocol (MCP) server, designed to enable LLMs, AI agents, and applications to access, discover, and extract web data in real-time. This server empowers MCP clientssuch as Claude Desktop, VS Code, Cursor, and WindSurfto seamlessly search the web, navigate websites, perform actions, and retrieve data efficiently, even from sites with anti-scraping measures.

Welcome to MCP Space, a no-code platform designed to help you build and deploy AI tools effortlessly using the Model Context Protocol (MCP). With MCP Space, you can create powerful AI agents through an intuitive chat interface, all without writing a single line of code. Once you have your AI agent ready, deploy it with just one click to Cloudflare Workers. This repository combines a Next.js frontend with a Google ADK backend to provide a seamless AI development experience.

The repo is based on Ultralytics and Model Context procotol of Python SDK Related Links:

A curated list of remote Model Context Protocol (MCP) Servers accessible via a simple URL endpoint.

An AI-powered trading assistant platform for OpenAlgo, leveraging Machine Conversation Protocol (MCP) and Large Language Models to provide intelligent trading capabilities through a modern web interface.

Welcome to the Node Code Sandbox MCP! This repository provides a secure Node.js execution environment tailored for AI applications. It allows coding agents and large language models (LLMs) to run JavaScript dynamically, install NPM packages, and retrieve results. This functionality facilitates code generation, testing, and interactive assistance, all while adhering to the Model Control Protocol (MCP).

This is a Model Context Protocol (MCP) server that allows dispatching of tasks to sub-agent (like Claude Code, Q or Aider)

CursorWindsurfCline AI Model Context Protocol

This project provides a unified Model Context Protocol (MCP) server for weather, location, and time tools. It is designed for use as a remote MCP tool server for AI models (like Claude, GPT, etc.).

This is a Model Capabilities Provider (MCP) for Anthropic Claude that enables running k6 load tests directly from the Claude chat interface.

A powerful, production-ready system that connects your Obsidian vault to Claude Desktop via FastMCP, leveraging Milvus vector database for intelligent document search and retrieval.

Bu proje, eitli Trk hukuk kaynaklarna (Yargtay, Dantay, Emsal Kararlar, Uyumazlk Mahkemesi ve Anayasa Mahkemesi - Norm Denetimi ile Bireysel Bavuru Kararlar) eriimi kolaylatran bir FastMCP sunucusu oluturur. Bu sayede, bu kaynaklardan veri arama ve belge getirme ilemleri, Model Context Protocol (MCP) destekleyen LLM (Byk Dil Modeli) uygulamalar (rnein Claude Desktop) ve dier istemciler tarafndan ara (tool) olarak kullanlabilir hale gelir.

This project demonstrates an end-to-end Model Context Protocol (MCP) sentiment analysis tool using Gradio and TextBlob, deployable to Hugging Face Spaces.

STUDY for MCP server, A2A, Generative AI

This repository provides an auto-generated MCP server for the Open Bus Stride API, exposing all endpoints as MCP tools for use with LLMs and agent-based workflows.

A Kotlin implementation of the Model Context Protocol (MCP) server for task management, providing AI assistants with a structured way to interact with task management data.

A ghostly macOS utility that haunts your screen, capturing spectral snapshots and peering into windows with supernatural AI vision.

DocuMentor is an open-source AI Agent that answers questions from PDFs and JPGs using Retrieval-Augmented Generation (RAG). It supports real-time, document-grounded responses by coordinating modular tools through a unified interface, including OCR, vector search, and large language models (LLMs). Built with MCP (Model Context Protocol) compatibility, it is designed for seamless LLM integration and scalable deployment.

This is an example chatbot application using the OpenAI Agent SDK and an MCP (Model Context Protocol) server.

GoMCPmark3labs/mcp-go

Going through the Hugging Face Tutorial on MCP Servers: https://huggingface.co/learn/mcp-course/unit1/sdk

Muice-Chatbot NoneBot2

An AI-powered chatbot for Slack powered by the AI SDK by Vercel.

This project implements a Model Context Protocol (MCP) server to interact with IQ.wiki data. It allows MCP-compatible clients (like AI assistants, IDE extensions, or custom applications) to access wiki information such as specific wikis by ID, user-created wikis, user-edited wikis, and detailed wiki activities.

A Model Context Protocol server that enables AI assistants to use GeoPlugin.

A Model Context Protocol (MCP) server for managing a Kubernetes cluster through llms like Claude.

This is an n8n community node that lets you interact with Explorium MCP (Model Context Protocol) servers in your n8n workflows with almost zero setup.

Join us in accelerating scientific discovery with AI and open-source tools!

This project contains MCP powered tools for 1) an AI chatbot for static (and soon, possibly, dynamic) conversations and 2) an error analysis agent for PanDA jobs. The goal is to provide a simple and efficient way to interact with various AI models and analyze errors in PanDA jobs.

plotly-mcp SQL Model Context Protocol(MCP) . LLM Plotly .

A Model Context Protocol (MCP) server that provides access to your Monzo banking data through a Claude tool.

AI Accounting AdministratorAI MCPModel Context ProtocolAI

MCP Server for Steadybit, enabling LLM tools like Claude to interact with the Steadybit platform.

A simple application for querying PDF documents using Retrieval Augmented Generation (RAG) with local LLMs via Ollama.

A Model Completion Provider (MCP) that logs and optionally modifies all commands sent to AI assistant backends.

Beacon MCP server - can be integrated with clients such as Claude, Cursor etc.