AI ML Resources

This server implements the Model Context Protocol (MCP) to act as a bridge between a Large Language Model (LLM) like Claude and Firebase (Firestore). It allows the LLM to read from and write to Firestore collections by exposing these operations as MCP "tools."

This repository serves as a playground to explore Model Context Protocol (MCP) capabilities and experiment with integrating AI models with external data sources and tools. More information about MCP can be found here

MCP server for experimenting with LLM tools

A framework helps you quickly build AI Native IDE products.

A Model Context Protocol (MCP) server that provides Robinhood trading functionality to LLM clients like Claude Desktop.

A simple implementation of a Model Context Protocol server that manages context data for AI models.

This repository contains a template for building a Model Context Protocol (MCP) server that provides tools for fetching and analyzing news information using NewsAPI.org and a Large Language Model.

An MCP server that runs AI-driven venture capitalist agents (Fred Wilson, Peter Thiel, etc.), whose thinking is continuously enriched by Octagon Private Markets' real-time deals, valuations, and deep research intelligence. Use it to spin up programmable "VC brains" for pitch feedback, diligence simulations, term sheet negotiations, and more.

SSH MCP Server is a local Model Context Protocol (MCP) server that exposes SSH control for Linux and Windows systems, enabling LLMs and other MCP clients to execute shell commands securely via SSH.

A Model Context Protocol (MCP) server that provides narrative, character, and archetypal storytelling tools to AI assistants using the Meta-Cognitive Narrative Architecture.

A Spring Boot starter project demonstrating how to build a Model Context Protocol (MCP) server that provides weather-related tools using the National Weather Service (weather.gov) API. This project showcases the Spring AI MCP Server Boot Starter capabilities with STDIO transport implementation.

Windows MCP is a lightweight, open-source project that enables seamless integration between AI agents and the Windows operating system. Acting as an MCP server bridges the gap between LLMs and the Windows operating system, allowing agents to perform tasks such as file navigation, application control, UI interaction, QA testing, and more.

This project implements a Model Context Protocol (MCP) server that exposes Databricks Genie API capabilities as tools. It allows you to integrate Databricks' no-code AI/BI assistant features with other applications through a standardized interface, enabling powerful natural language querying of your Databricks data.

A monorepo demonstrating a Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG) for answering questions about imaginary SuperNova documentation.

Serwer MCP umożliwia Large Language Model (LLM) dostęp do przetworzonych danych z ClickUp oraz inicjowanie synchronizacji tych danych. Projekt stanowi walidację koncepcji wykorzystania LLM do raportowania i interakcji z danymi biznesowymi.

This project implements a Model Context Protocol (MCP) server that acts as a bridge between an LLM (like Claude) and the Fitbit API.

MCP-NLP is a FastMCP application designed to provide NLP (Natural Language Processing) capabilities using the Model Context Protocol (MCP).

Make git commits on behalf of AI, so that you can track AI contribution in your codebase.

A Model Context Protocol (MCP) server that enables AI agents to access and understand package documentation through a structured interface.

This project is a Model Context Protocol (MCP) server that uses Brave Search for web search and Anthropic Claude for analysis and response generation.

Ghumantu AI is an AI-powered Travel Planner Agent built using Agno and MCP servers to automate itinerary creation with real-time weather, maps, and calendar scheduling.

AARF (Agentic AI Request Forgery) is a newly discovered architectural vulnerability class in Agentic AI orchestration systems using MCP Server, MAS, LangChain, and A2A Protocols.

This file implements a Model Context Protocol (MCP) server that provides weather information tools. MCP enables AI models to interact with external tools in a structured way.

A Nix flake for declaratively configuring MCP (Model Context Protocol) servers for clients like Claude and Cursor.

AtomGit MCP 服务器是专门为 AtomGit 开源协作平台的模型上下文(MCP) 服务的实现。提供了一系列方法，允许 AI 管理 AtomGit 开源协作平台的仓库、issues、pull requests、branch、label等。

I wanna create project using llm tools and publishing somewhere to see it. Such a desire let me lead mcp server.

这是一个由C++编写的MCP系统，包括MCP核心架构的host、client和server；而host本身已经相当于是AI Agent，虽然目前只有命令行（但我觉得也不需要花哨界面）

模型上下文协议(MCP)服务器，用于接入 NovaCV 简历服务 API。

cutterMCP is an Model Context Protocol server for allowing LLMs to autonomously reverse engineer applications. It exposes numerous tools from core Cutter functionality to MCP clients.

This is a simple OpenDigger MCP server to get LLMs access to OpenDigger data by MCP tools.

An MCP server that connects to OPC UA-enabled industrial systems, allowing AI agents to monitor, analyze, and control operational data in real time.

A Spring AI Model Context Protocol (MCP) server implementation that provides AI-powered tools for interacting with Jira. This project enables AI models to perform various Jira operations through a standardized protocol.

The openapi-mcp-server is a powerful bridge between OpenAPI specifications and AI assistants using the Model Context Protocol (MCP). It automatically converts any OpenAPI/Swagger API specification into MCP tools that can be used by AI assistants like Claude Desktop. This enables AI assistants to seamlessly interact with your APIs, making them capable of performing real-world actions through your services without requiring custom integrations.

该工程用于完成大模型调用MCP Server（Tool）执行一个Spark任务的流程。

A Model Context Protocol server

A Model Context Protocol (MCP) server for Upstage AI's document digitization and information extraction capabilities

A custom MCP (Model Calling Protocol) server that provides RAG (Retrieval-Augmented Generation) capabilities using LlamaIndex and multiple web search options via Google's Gemini 2.0 API and Linkup.

This repository contains a server implementation using the Model Context Protocol (MCP) with functionalities to handle CSV files, execute Pandas code, and generate interactive charts (bar charts and pie charts).

MCPサーバーを利用して、テキストを音声に変換し、ローカル環境で再生するツールです。OpenAIのTTS SDKを使用して、高品質な音声合成を実現します。

gpt4free mcp server

The OP.GG Esports MCP Server is a Model Context Protocol implementation that seamlessly connects OP.GG Esports data with AI agents and platforms. This server enables AI agents to retrieve upcoming League of Legends match schedules and information via function calling.

The Model Context Protocol (MCP) is an open protocol that enables seamless integration between LLM applications and external data sources and tools. Whether you're building an AI-powered IDE, enhancing a chat interface, or creating custom AI workflows, MCP provides a standardized way to connect LLMs with the context they need.

A Model Context Protocol server that provides database interaction capabilities through WAII. This server enables Language Models to interact with databases, execute queries, and process database content through natural language.

FortunaMCP is an advanced MCP server dedicated to generating high-quality random values. It leverages the Fortuna C-extension, which is directly powered by Storm—a robust, thread-safe C++ RNG engine optimized for high-speed, hardware-based entropy. FortunaMCP provides dependable randomness for a wide range of AI applications.

This project provides a Model Context Protocol (MCP) server that allows AI models (like Anthropic's Claude via Claude Desktop) to perform semantic searches on user-provided ETABS documentation. It uses local sentence transformer models for embedding generation (via @xenova/transformers.js) and ChromaDB for vector storage, making it free to run after initial setup.

Neutree MCP servers

A Model Context Protocol (MCP) server and OpenAI function calling service for interacting with the CoinGecko Pro API.

Have you ever been haunted by the environment configuration of AI model for several days? Have you ever been lost by the overwhelming red ERRORs full of the screen? Have you ever been bored with toggling between asking LLM and typing the modified commands?

Connect your Razorpay payment gateway to AI assistants using the Model Context Protocol

Ultimate Android MCP is a powerful and versatile MCP (Model Context Protocol) server designed to interact with connected Android devices. It provides a wide range of tools and functionalities to perform various tasks on Android devices, such as managing applications, interacting with the UI, retrieving device information, and more. This project aims to provide the widest set of capabilities to ensure optimal interaction via LLMs using the Model Context Protocol.

Model Context Protocol (MCP) を使用したGitHub統合サーバーです。このサーバーはLLM（大規模言語モデル）アプリケーションがGitHub APIと通信するための標準化されたインターフェースを提供します。