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The AgentOps MCP server provides access to observability and tracing data for debugging complex AI agent runs. This adds crucial context about where the AI agent succeeds or fails.

The Model Context Protocol (MCP) provides a standardized way to expose tools, prompts, and resources to LLMs, powering the development of complex agents and standardizing how developers provide LLMs access to external systems and APIs.

The AI-ready formatter that helps you write and generate code faster.

A lightweight React hook for connecting to Model Context Protocol (MCP) servers. Simplifies authentication and tool calling for AI systems implementing the MCP standard.

Transform OpenAPI definitions into MCP (Model Context Protocol) tools for seamless LLM-API integration.

Hey, thanks for joining us for WWW AI & MCP Hacknight! In this repo, you'll find all the information you need to get started with the hacknight.

A comprehensive Model Context Protocol (MCP) server that provides advanced GitHub project management capabilities with AI-powered task management and complete requirements traceability. Transform your project ideas into actionable tasks with full end-to-end tracking from business requirements to implementation.

This is a Model Context Protocol (MCP) server that connects to the Amadeus API to provide flight search, booking, and analysis capabilities for AI assistants.

AI Agent MCP (Model Context Protocol) uvx Docker

"Can't spell EMAIL without AI!" ** Runner-up catch-phrase: "You're absolutely right, we need to talk."

RAM Agent Service (RAS) is an agentic platform developed by RAM Software for orchestrating and executing autonomous AI agents that integrate deeply with business systems and workflows. RAS supports the Model Context Protocol (MCP) to manage structured inputs and actions, utilizes RAG (Retrieval-Augmented Generation) for dynamic, real-time knowledge access, and enables scalable inference pipelines for context-aware decision-making. Designed for modularity and control, RAS empowers teams to build and manage intelligent agents that adapt to complex environments and deliver high-leverage automation.

A comprehensive Model Context Protocol (MCP) platform providing standardized integrations between AI assistants and various services and APIs. This repository contains both JavaScript and Python implementations of MCP servers and clients for seamless service integration.

code repo for stuff shown in the cop meeting

An Electron-based AI Chat Application for MCP Clients

A Model Context Protocol (MCP) server that connects AI assistants to your Logchef instance.

MCP is an open protocol that standardizes how applications provide context to LLMs. https://modelcontextprotocol.io/introduction

Model Context Protocol (MCP) AI- . MCP , (tools) AI-, .

An MCP (Model Context Protocol) server that provides access to AnswerRocket's analytics and insights platform. This server automatically creates separate MCP servers for each copilot in your AnswerRocket instance, allowing dedicated, focused interactions with individual copilots through LLM clients.

Rust is the language of AI

MCP Vacuum is an AI agent developed in Python 3.12, designed to automatically discover MCP (Model Context Protocol) servers, manage authentication (including OAuth 2.1 with PKCE), and convert their tool schemas into Kagent-compliant formats. It is built using an architecture inspired by the Google Python Agent Developer Kit (ADK) principles, featuring a hierarchical system of specialized agents.

Snowfort Circuit MCP is a comprehensive Model Context Protocol (MCP) server suite that enables AI coding agents to automate both web browsers and Electron desktop applications with unparalleled precision and flexibility.

Pentest MCP is an agent made up of a bunch of MCP servers meant for automated discovery and exploitation of security vulnerabilities using natural language and LLMs.

A Model Context Protocol (MCP) server that provides access to DeepSeek-R1's reasoning capabilities, allowing non-reasoning models to generate better responses with enhanced thinking.

This project implements a Model Control Protocol (MCP) server with various tools and a client that uses Groq as the LLM.

A Model Context Protocol server that enables Claude Desktop and other MCP-compatible AI assistants to manage Nutanix Database Service (NDB) environments through natural language.

AI-powered debugging and inspection for Kubernetes clusters using Inspektor Gadget.

An intelligent, AI-powered testing automation framework that combines natural language processing with browser automation to perform comprehensive UI/UX and branding validation on websites.

One-click MCP server installation across AI clients

A2A + MCP + ADK (PPT

Access millions of academic papers from Semantic Scholar using the Model Context Protocol (MCP). Works with Claude Code, Claude Desktop, Cursor, VS Code, and other MCP-compatible editors.

An MCP (Model Context Protocol) server that provides access to AnswerRocket's analytics and insights platform. This server automatically creates separate MCP servers for each copilot in your AnswerRocket instance, allowing dedicated, focused interactions with individual copilots through LLM clients.

An MCP server implementation providing a semantic search interface for tool-capable LLMs over a local knowledgebase built from a directory of notes in org-mode format.

Beta release of AI-enabled browser automation platform with REST, gRPC, WebSocket, and Model Context Protocol (MCP) interfaces, unified session management, and enterprise-focused security.

The Claude Code Proxy serves as a powerful tool for developers and researchers. It captures and visualizes in-flight requests and conversations with the Claude Code model. This enables users to understand interactions better and debug issues effectively.

An MCP (Model Context Protocol) server that brings Superdesign - an open source AI design agent by @jasonzhou1993 and @jackjack_eth - to Claude Code as native tools. This server operates as a "design orchestrator" that provides structured specifications for your IDE's LLM to execute, enabling Superdesign's sophisticated design capabilities without requiring Anthropic API keys.

A modular MCP (Model Context Protocol) server experiments with intelligent context compression and dynamic model routing with local models for long-lived coding sessions.

A Model Context Protocol (MCP) server acts as a bridge between AI-powered tools and your PythonAnywhere account, enabling secure, programmatic management of files, websites, webapps, and scheduled tasks. By exposing a standardized interface, it allows language models and automation clients to perform operationssuch as editing files, deploying web apps, or scheduling jobs -- on your behalf, all while maintaining fine-grained control and auditability.

RisingWave MCP Server is a lightweight Model Context Protocol (MCP) server that lets you query and manage your RisingWave streaming database using natural language through AI assistants like VS Code Copilot and Claude Desktop.

A comprehensive MCP (Model Context Protocol) server that enables AI assistants to interact with Jamf Pro for complete Apple device management, including computers, mobile devices, policies, scripts, configuration profiles, packages, and reporting.

Next-Generation AI Reasoning Framework for Scientific Research

A streamlined setup for Model Context Protocol (MCP) servers with secure secret management via Doppler.

An intelligent MCP server system for UK planning professionals, providing AI-powered assistance through specialized knowledge base, document analysis, and planning intelligence services.

Read-only access to Pinboard.in bookmarks for LLMs via Model Context Protocol (MCP).

Intelligent MCP Server for step-by-step analysis and solving complex problems using the powerful mcp-go library.

A Model Context Protocol (MCP) server that provides text generation capabilities using Apple's Foundation Models framework. This server enables MCP clients to access Apple's on-device language models for secure, private text generation.

Decouple models and MCP integrations from the agent.

draw.io MCP (Model Context Protocol) AI

This is my latest productivity hack: An RAG-powered AI email assistant named Inby that sorts, labels, and drafts replies automatically, so you wake up to a fully organized inbox complete with smart drafts and templates ready to go.

langchain4j-aideepin

A Model Context Protocol (MCP) server that enables Claude to collaborate with Google's Gemini AI models.

Bu proje, Borsa stanbul (BIST) verilerine eriimi kolaylatran bir FastMCP sunucusu oluturur. Bu sayede, KAP (Kamuyu Aydnlatma Platformu), Mynet Finans ve Yahoo Finance'dan hisse senedi bilgileri, finansal veriler, teknik analiz ve sektr karlatrmalar, Model Context Protocol (MCP) destekleyen LLM (Byk Dil Modeli) uygulamalar (rnein Claude Desktop veya 5ire) ve dier istemciler tarafndan ara (tool) olarak kullanlabilir hale gelir.

This project is a powerful, conversational AI agent platform built on the Model Context Protocol (MCP). It features a robust server that exposes a suite of specialized AI-powered tools and a dynamic client that can intelligently discover and use them.

Welcome to the Gemini MCP Server repository! This project combines the strengths of Gemini and Claude Code, creating a powerful tool that enhances Claude's capabilities with Gemini's unique insights. Together, they form a seamless experience for users looking to leverage advanced AI functionalities.

A premium Next.js React application for clinical audio transcription and analysis, featuring Tesla/xAI inspired design and Model Context Protocol (MCP) integration.