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A Go-based HTTP proxy server that enhances Model Context Protocol (MCP) tool calls by automatically adding Figma file parameters and opening Figma designs when processing tool calls.

Apple Developer Documentation MCP Server - Access Apple's official developer docs, frameworks, APIs, SwiftUI, UIKit, and WWDC videos through Model Context Protocol. Search iOS, macOS, watchOS, tvOS, and visionOS documentation with AI-powered natural language queries. Get instant access to Swift/Objective-C code examples, API references, and technical guides directly in Claude, Cursor, or any MCP-compatible AI assistant.

A Model Context Protocol (MCP) server that provides seamless integration with SAP systems through RFC (Remote Function Call) connections. This server enables AI assistants and applications to interact with SAP functions, retrieve metadata, and perform operations with enhanced caching and version compatibility.

Google Docs APIMCPModel Context ProtocolAI Google Docs

A curated collection of Microsoft Copilot Studio Model Context Protocol (MCP) resources and documentation.

A Model Context Protocol (MCP) server for GitLab that leverages GraphQL with automatic schema discovery and supports self-hosted GitLab instances. Perfect for LLM-powered GitLab exploration and analysis.

A Model Context Protocol (MCP) server that enables AI agents to remotely control Windows, Linux, macOS or anything else that can run a VNC server (don't worry, it's probably fine).

A Model Context Protocol (MCP) server for ROSA HCP (Red Hat OpenShift Service on AWS using Hosted Control Planes) that enables AI assistants to integrate with Red Hat Managed OpenShift services.

These are experimental MCP servers for Ansible services to support Ansible Lightspeed Intelligent Assistant.

Install via: uvx voice-mode | pip install voice-mode | getvoicemode.com

Clay transforms Claude into an OpenAI-compatible API server, allowing you to use Claude with any OpenAI client library while adding powerful project-specific configuration.

This directory contains Docker Compose configuration for deploying the Itential MCP Server in a containerized environment using Streamable HTTP transport.

Infobip MCP Servers let you build AI agents to interact with the Infobip platform through the Model Context Protocol (MCP). Connect to Infobip and enable your agents to perform actions, such as sending messages over channels like SMS, WhatsApp, or Viber, or managing customer data in a controlled, production-grade environment.

A Model Context Protocol (MCP) server for interacting with Commvault software. This server provides a standardized interface for AI agents to access job details, security posture and SLA status of the commcell.

These demos show various ways agents can connect to a PostgreSQL (Psql) database. It installs a local Psql database server for testing. It can also use a proxied connection through CyberArk Secure Infrastructure Access (SIA) if you have one configured. By default it uses the local Psql server. All configurations are governed by the main config file: psql-mcp.env You can edit that file to change defaults and add your CyberArk tenant values for SIA connections. The database the server connects to is determined by the LOCAL_DB boolean variable in psql-mcp.env:

Model Context Protocol servers repository for OpenZeppelin products.

A production-ready Task Automation Bot that integrates with Google services (Calendar and Gmail) through the Model Context Protocol (MCP). The system provides AI assistants with structured access to calendar and email management capabilities via MCP servers, while also offering a web-based dashboard for direct user interaction.

A centralized platform for managing and connecting MCP (Model Context Protocol) servers. MCP Center provides a high-performance proxy service that enables seamless communication between MCP clients and multiple MCP servers.

This project is a Model Context Protocol (MCP) server written in Go. It exposes a splunk_search tool, allowing Large Language Models (LLMs) and other MCP-compliant clients (like LM Studio) to execute searches against a Splunk instance.

Important

A Personal Access Token-based Azure DevOps MCP server with mcp-proxy for the GOpus organization.

This repo is in a DRAFT and playground state!

A security-oriented runtime that runs WebAssembly Components via MCP

This folder contains MCP servers.

Current Version: 3.0.0

Production-ready Glama MCP SDK integration for Python/FastAPI inside the Deal Scale backend. This module provides a secure client, typed API schemas, and utilities to connect to the Glama MCP API.

Automate Apache Ambari operations with AI/LLM: Natural language commands for Hadoop cluster management, service control, configuration monitoring, and real-time status tracking via Model Context Protocol (MCP) tools.

A curated list of awesome MCP (Model Context Protocol) tools, platforms, and services for enterprises

This project contains a Python Azure Functions app that exposes:

A Microsoft Teams application that integrates with GitHub's Model Context Protocol (MCP) server, enabling users to interact with GitHub repositories directly from Teams using Azure OpenAI.

A Model Context Protocol (MCP) server that provides product management capabilities through a clean JSON-RPC 2.0 API. Deployed on Google Cloud Run with auto-scaling and high availability.

This is a Spring Boot application that provides an IPL 2025 schedule service. It offers various endpoints to retrieve information about IPL matches, including filtering by team, date, venue, and match number. The schedule is preloaded with match data for the IPL 2025 season.

Building and Automatically Testing a TCP MCP Server Using Python

Model Context Protocol (MCP) server that enables interaction with the Bitwarden password manager vault via the MCP protocol. The server allows AI models to securely communicate with a user's Bitwarden vault through defined tool interfaces.

A Model Context Protocol (MCP) server for Power BI semantic model management with advanced measure classification and annotation capabilities.

A TypeScript-based REST API for project and task management with MCP (Model Context Protocol) integration, featuring enterprise-level AI agent capabilities.

A small, endtoend demo that uses Model Context Protocol (MCP) to evaluate prior authorization requests for pharmacy benefits. It ships with:

A Model Context Protocol (MCP) server that analyzes vendor responses against the CIS Controls Framework using a 4-attribute methodology. This tool helps security professionals evaluate vendor capabilities against specific CIS Control safeguards with detailed sub-taxonomical analysis.

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A specialized MCP (Model Context Protocol) server that provides expert-level OpenFGA authorization modeling guidance. Get instant access to comprehensive OpenFGA knowledge directly in VS Code.

Host Model Context Protocol (MCP) prompts and tools on Databricks Apps, enabling AI assistants like Claude to interact with your Databricks workspace through a secure, authenticated interface.

A lightweight Node.js server implementing the Model Context Protocol (MCP) for sharing conversation contexts between multiple LLM agents with real-time updates and token optimization.

A Model Context Protocol (MCP) server for Kubernetes cluster management and information gathering using kubectl commands and the Kubernetes Python client.

A Model Context Protocol (MCP) server that provides access to the Blockza directory API, enabling AI assistants to search and retrieve information about companies, founders, and team members in the Blockza ecosystem.

MCP server that acts as a package manager for Claude Code agents, providing industry-specific agent collections and automated environment setup

A reimagined Model Context Protocol (MCP) server for filesystem access with privacy-preserving path aliases and an optimized LLM-friendly API.

General-purpose library for implementing the Model Context Protocol (MCP) and creating workflows that use MCP tools, resources and prompts.

A Model Context Protocol (MCP) server plugin that enables AI assistants like Claude to interact with your Indigo home automation system through natural language queries.

ServiceNow MCP Server Installing Claude desktop

A Model Context Protocol (MCP) server for the OnSecurity API with the ability query rounds, findings, prerequisites, blocks and notifications.

TypeScript monorepo providing RAG system for Hyperliquid documentation and MCP tools for market data access.

This repository contains a sample Multi-Component Protocol (MCP) server implementation using FastMCP. It connects LLMs (like Gemini or OpenAI) to custom tools and provides agentic workflows.

A Model Context Protocol (MCP) server that enables LLMs to execute Windows Management Instrumentation (WMI) queries to retrieve comprehensive system information from Windows computers.

A production-ready Model Context Protocol (MCP) server for LodeStar title and closing cost calculations.