AI ML Resources

Interface for turning AgentTorch into an MCP server - build, evaluate and analyze simulations.

First testing on MCP The increase use of MCP for LLM and AI, we are going to see how it going to help others in their approach to an Agent.

A biomedical literature annotation and relationship mining server based on PubTator3, providing convenient access through the MCP interface.

Este repositrio contm o desenvolvimento do Trabalho de Concluso de Curso sobre Agentes Conversacionais com IA para Interao Aprimorada em Sistemas.

MCPWorld is an open-source benchmarking framework designed for evaluating Computer-Using Agents (CUAs). It supports agents that interact with software applications via GUI, API (Model Context Protocol MCP), or Hybrid methods.

A secure Python code execution service that provides a self-hosted alternative to OpenAI's Code Interpreter or Anthropic's Claude analysis tool. Built with FastAPI and IPython kernels, it supports session-based code execution and integrates with LLM function calling.

Model Context Protocol server for intelligent xAPI learning data management and analysis

MCPyATS brings together the Model Context Protocol (MCP) and Cisco pyATS to build intelligent, distributed agents capable of automating network tasks via natural language.

A demonstration of MadKudu's Model Context Protocol (MCP) capabilities, showcasing how enrichment data enhances AI agent performance.

A simple Python project that uses a local Llama LLM (via Ollama) to list files in a directory you specify. It has a Flask server that provides a file-listing tool and a client that talks to the LLM and then the server.

An MCP (Model Context Protocol) server that integrates with ChronoLog, a scalable, high-performance distributed shared log store. This server exposes tools to manage interactions between LLM's and User's, making it easy to capture and retrieve events in a structured format.

MCP-FX is a financial assistant project that leverages advanced AI models and tools to provide currency exchange rate calculations, currency conversion, and interactive chat-based assistance. The project integrates multiple components, including a server for FX calculations and various agent implementations for user interaction.

MCP server for persisting LLM relationship context as emoji-based memory keys. This allows Claude to maintain consistent interaction styles and remember relationship context across conversations.

An MCP (Model Context Protocol) server that enables AI assistants like Claude to manage npm packages through natural language. This server provides a comprehensive set of tools for the complete lifecycle of JavaScript/TypeScript package development, from initialization through publication and maintenance.

A Model Context Protocol (MCP) server enabling AI agents to query information about dependencies in a Ruby project's Gemfile. Built with fast-mcp.

The Deno Model Context Protocol (MCP) server provides a bridge for AI assistants, like Cursor, to interact with your Deno projects. It enables functionalities such as running tests and viewing code coverage directly within your development environment.

guMCP is an open-source collection of Model Context Protocol (MCP) servers that can be run both remotely and locally. The project aims to create the largest collection of MCP servers with a unified backend, fostering a community around AI integrations and the future of AGI.

A sophisticated Python-based agent system that combines context-aware memory, adaptive learning, and enhanced tool selection capabilities. Built on top of Bright Data's MCP (Model Context Protocol) server.

A custom Model Context Protocol (MCP) server for advanced financial analysis, stock monitoring, and real-time market intelligence. This server provides a suite of tools and API endpoints for portfolio management, market summaries, stock alerts, and contextual financial insights, designed for seamless integration with Claude Desktop and other MCP-compatible clients.

A Model Context Protocol (MCP) server built with Python to enable AI LLMs (such as Claude AI) to trade using the MetaTrader 5 platform. This project exposes a comprehensive set of trading and market data functions, allowing natural language and programmatic control over trading operations.

gNucleus is a Generative AI platform that transforms text and images into editable CAD models.

Learn how to architect Agentic AI solutions which are framework agnostic, LLM Agnostic. Refer to the Blog series below to learn more:

A powerful Model Context Protocol (MCP) server that provides seamless access to documentation on various topics directly to your AI assistant.

An MCP (Model Context Protocol) server on Cloudflare Workers for AI-powered image generation using Cloudflare AI's Flux model, secured with Google OAuth authentication.

A Model Context Protocol (MCP) server implementation for Meilisearch, enabling AI assistants to interact with Meilisearch through a standardized interface.

The Render MCP Server is a beta Model Context Protocol (MCP) server that allows you to interact with your Render resources via LLMs.

Secure your Model Context Protocol (MCP) servers against context poisoning, prompt injection, and untrusted data.

A powerful interface for extending AI capabilities through remote control, calculations, email operations, knowledge search, and more.

This project demonstrates a multi-agent system using Google's Gemini LLM and the Model Contex Protocol (MCP) to automate lead creation and verification. It features specialized Sales, Finance, and Legal agents.

An advanced algorithmic trading system for Zerodha, featuring automated trading strategies, real-time market analysis, and LLM-powered decision making. Built with Python and integrated with Zerodha's Kite API.

A example project that illustrates how to develop agents with MCP using the OpenAI Agents SDK.

[NPM] [MCP.so] [MCPServers.org] [] [ModelScope]

This repository showcases Spring AI MCP security integration.

This project serves as an MCP (Model Context Protocol) server, offering a suite of tools for common image processing tasks. It enables applications and services, such as Cursor and Claude, to easily perform operations like resizing, compressing, and converting image formats directly within your IDE, streamlining your workflow without needing to switch contexts.

mcp-domaintools is a Model Context Protocol (MCP) server providing DNS and WHOIS query capabilities for AI assistants. It enables AI models to perform DNS lookups both via local DNS resolvers and remote DNS-over-HTTPS services.

AI News Research Assistant TheNewsAPI.com, Huggingface facebook/bart-large-cnn Discord Webhook Model Context Protocol (MCP) Pinecone Vector DB ()

Model Context Protocol (MCP)

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LLM

AI assistants are limited when working with images:

Vespucci.ai is a versatile AI platform that connects to various MCP (Machine Conversation Protocol) servers, enabling powerful AI interactions through multiple interfaces including a REST API and Discord bot integration.

A Model Context Protocol (MCP) service for interacting with Heptabase backup data. This service allows AI assistants like Claude to search, retrieve, analyze, and export Heptabase whiteboards and cards.

This project provides a FastAPI-based server implementation for handling both global and local structured searches using GraphRAG.

MCP server for extracting and converting images to base64 for LLM analysis.

See our website and document at osu-nlp-group.github.io/ChemMCP.

An MCP server that provides comprehensive access to the Model Context Protocol specification through both prompts and resources. This server helps LLMs and humans understand and work with the MCP specification by providing the complete JSON schema and detailed documentation.

An MCP (Model Context Protocol) server that lets users and autonomous agents generate high-quality images in a chosen artistic style by automatically discovering and applying open-source LoRA (Low-Rank Adaptation) models.

A Model Context Protocol (MCP) server that communicates with a local Neovim session via its RPC protocol. This allows AI models like Claude to interact with your Neovim editor through the MCP framework.

Model Context Protocol(MCP) MCP LLM

A tool that allows you to access PixVerse's latest video generation models via applications that support the Model Context Protocol (MCP), such as Claude or Cursor.

A CLI AI assistant for Linux terminals that monitors, analyzes, and helps fix failed commands

A Model-Context-Protocol (MCP) implementation for a calculator service that uses Claude AI to process natural language requests and perform mathematical calculations.

Este repositorio contiene el frontend de GENIA, un sistema SaaS de automatizacin con IA que permite a los usuarios conectar sus propias herramientas (GitHub, Notion, Slack, Google Workspace, Instagram, Trello, Twitter/X) para crear y publicar contenido automticamente.