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The Ilograph MCP Server is a Model Context Protocol (MCP) server that provides AI agents with comprehensive access to Ilograph documentation, validation tools, and diagram creation guidance. Transform complex architecture documentation with intelligent assistance.

A comprehensive collection of Model Context Protocol (MCP) servers for integrating enterprise APIs with GenAI applications.

MCP Servers for LLM

A Model Context Protocol (MCP) server for integrating Rework platform with AI applications. This server allows AI agents to interact with Rework projects, tasks, workflows, and jobs through a standardized protocol.

An automated test readability improvement system that uses Model Context Protocol (MCP) and Large Language Models to systematically enhance test suite quality and maintainability.

"Orchestrating a binary opera where AI conducts, MCP interprets, and openMSX acts as the 8-bit diva."

A Complete Guide to Building AI Tools with Model Context Protocol (MCP)

This project is an integrated MCP (Model Context Protocol) server designed to provide advanced AI capabilities for code analysis. The server integrates multiple specialized tools and follows a three-phase analysis workflow (Inspection Diagnosis Execution) to deliver comprehensive code insights and solutions.

Una API REST completa para gestin de biblioteca diseada especialmente para ser consumida por modelos de lenguaje como TinyLlama en el contexto de MCP (Model Context Protocol).

A suite of Model Context Protocol (MCP) servers for DevOps tools and technologies, enabling AI assistants and automation to interact with modern infrastructure and deployment technologies.

Welcome to Foundry MCP Playground, your streamlined dev environment for rapidly prototyping with MCP Server that can interact with Azure AI Foundry, including the ability to explore and use state-of-the-art AI models from Azure AI Foundry Catalog and Azure AI Foundry Labs, to manage and query knowledge using Azure AI Search and to evaluate text and agent responses with Observability features in Azure AI Foundry all without the hassels of getting set up with these resources.

A minimal Model Context Protocol (MCP) server written in TypeScript. This project demonstrates how to create MCP-compliant resources and tools for use with LLMs and MCP-enabled clients like Claude Desktop.

A Model Control Protocol (MCP) server that enables AI assistants to execute Terraform commands locally through a secure, containerized environment using HashiCorp's official Terraform Docker image.

This is a BASE-LEVEL foundational project designed to connect the GoHighLevel community with AI automation through MCP (Model Context Protocol).

MCP Excel Analyzer is a lightweight Node.js server that connects to Claude Desktop and continuously analyzes Excel files across multiple projects. It helps detect and fix lint errors and coding issues, acting as a local AI assistant for developers.

A Model Context Protocol (MCP) server that provides AI assistants with access to charity and nonprofit organization data from the IRS database. This server enables AI tools to look up charity information, verify tax-deductible status, and search for nonprofit organizations.

Empowering global developers to seamlessly integrate and activate advanced multimodal capabilities in AI agents through the WavespeedAI MCP platform.

uplink brings real-time information to llms, as if the llm were trained 5 minutes ago (this isnt a slop project)

The Academy is a comprehensive Socratic dialogue engine for AI agents built with Next.js and full Model Context Protocol (MCP) integration. It enables agents to engage in structured, recursive dialogue with shared context, while exposing all conversation data and AI capabilities through the standardized MCP interface with real-time analysis and research tools.

Conductor is a developer-friendly Model Context Protocol (MCP) server that gives AI agents secure, real-time access to your n8n workflows. Whether you want to list, run, build, or manage automationsConductor bridges the gap between natural language and operational workflows.

Give AI assistants access to your Cursor chat history.

huggingface-cli download NousResearch/Nous-Hermes-2-Mistral-7B-DPO-GGUF Nous-Hermes-2-Mistral-7B-DPO.Q2_K.ggu

Markdown AI Model Context Protocol (MCP)

An LLM-powered assistant that helps film creators write character dialogues based on scene descriptions, voice tone, and even image inputs (optional). It uses RAG to pull examples from existing scripts and MCP to condition outputs.

2025 Muvon Un Limited | Complete Documentation

AI-Powered GitHub Research Assistant for Code Discovery

Read a detailed blog about it - https://supermemory.ai/blog/the-ux-and-technicalities-of-awesome-mcps

This solution uses Strands Agents with MCP Tools powered by Amazon Q Business Cross App index and Perplexity Ask

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AI Memory Management using Video via MCP Protocol

A modular AI processing service designed to analyze OpenWRT network logs for anomaly detection within the Log Monitor framework.

MCP server rag evaluation

A generic framework for building LLM-powered task execution systems with built-in MCP (Model Context Protocol) server interface and pluggable task implementations.

This is a Model Context Protocol (MCP) server that provides access to design system documentation through GitHub Gists. It allows LLMs like Claude to query and explore design system components, layouts, and patterns.

A Model Context Protocol (MCP) server that call APIs using YAML config files.

An example of how to build an Agent that acts as an MCP Client, so that it can connect to external services via MCP.

This project implements a complete Model Context Protocol (MCP) server designed to seamlessly interact with a Medplum FHIR server. The MCP server provides a standardized interface, enabling Large Language Models (LLMs) to perform Create, Read, Update, and Search (CRUDS) operations on various FHIR resources through a comprehensive suite of tools. This empowers users to manage healthcare data stored in Medplum using natural language commands through any MCP-compatible client (Claude Desktop, VS Code MCP extensions, etc.).

This project implements an MCP server for Apache Airflow, enabling users to interact with their orchestration platform using natural language.

Model Context Protocol (MCP) is an open protocol that standardizes how applications provide context to Large Language Models (LLMs). Think of MCP like a USB-C port for AI applications - providing a standardized way to connect AI models to different data sources and tools.

This project implements MCP (Model Context Protocol) servers for creating an AI Dungeon-style RPG experience in Roo Code.

AgentX (LLM) (MCP) Agent Agent Agent

A Model Context Protocol (MCP) server for integrating Rancher with GenAI applications.

A powerful MCP (Model Context Protocol) server that provides dynamic YAML-driven workflow guidance for AI coding agents. Features structured development workflows with progression control and decision points.

I have been exploring how to do AI Engineering with MCP specially how to make it useful in production environments. This repo contains and code and references to the things I am currently working with MCP

Delphion is a modular Retrieval-Augmented Generation (RAG) system designed for secure, high-performance knowledge retrieval and response generation. Inspired by the Oracle of Delphi, it leverages agent-based architecture using the Model Context Protocol (MCP), vector search, and GPU-accelerated compute from Nebius Cloud.

Welcome to the local-stt-mcp repository! This project provides a high-performance Model Context Protocol (MCP) server that enables local speech-to-text transcription using whisper.cpp, optimized specifically for Apple Silicon devices.

The Warhammer 40k Unit Classifier is an AI project aimed at classifying Warhammer 40k miniatures into their respective factions, such as Space Marines, Orks, Eldar, Tyranids, and Necrons. This project combines machine learning with a passion for the Warhammer hobby, promoting AI transparency through the Model Card Protocol (MCP).

Advanced multi-agent system for Studio338 venue operations using A2A+MCP protocols

Within this repo I have OpenAPI-tools which you can use as MCP or directly with AI

Transform how you manage Kafka schemas with natural language commands through Claude Desktop

An MCP (Model Context Protocol) aggregator that allows you to combine multiple MCP servers into a single interface. The code is mostly AI-generated.

A Model Context Protocol (MCP) server that enables AI assistants to interact with the ChatGPT desktop app on macOS.

create MCP server to either list, read, or write files in your shared directory using claude LLM

IntelliNode is an open-source library for orchestrating AI workflows using graph-based architectures. This repository contains educational examples demonstrating how multi-agent systems can be applied to healthcare and wellness scenarios.

MCPModel Context Protocol Anthropic 2024 11 LLM AI