How to: Server Implementations
> [!NOTE]
> We now have a [web-based directory](https://glama.ai/mcp/servers) that is synced with the repository.

* 🔗 - [Aggregators](#aggregators)
* 🎨 - [Art & Culture](#art-and-culture)
* 📐 - [Architecture & Design](#architecture-and-design)
* 📂 - [Browser Automation](#browser-automation)
* 🧬 - [Biology Medicine and Bioinformatics](#bio)
* ☁️ - [Cloud Platforms](#cloud-platforms)
* 👨‍💻 - [Code Execution](#code-execution)
* 🤖 - [Coding Agents](#coding-agents)
* 🖥️ - [Command Line](#command-line)
* 💬 - [Communication](#communication)
* 👤 - [Customer Data Platforms](#customer-data-platforms)
* 🗄️ - [Databases](#databases)
* 📊 - [Data Platforms](#data-platforms)
* 🚚 - [Delivery](#delivery)
* 🛠️ - [Developer Tools](#developer-tools)
* 🧮 - [Data Science Tools](#data-science-tools)
* 📟 - [Embedded system](#embedded-system)
* 📂 - [File Systems](#file-systems)
* 💰 - [Finance & Fintech](#finance--fintech)
* 🎮 - [Gaming](#gaming)
* 🧠 - [Knowledge & Memory](#knowledge--memory)
* ⚖️ - [Legal](#legal)
* 🗺️ - [Location Services](#location-services)
* 🎯 - [Marketing](#marketing)
* 📊 - [Monitoring](#monitoring)
* 🎥 - [Multimedia Process](#multimedia-process)
* 🔬 - [Research](#research)
* 🔎 - [Search & Data Extraction](#search)
* 🔒 - [Security](#security)
* 🌐 - [Social Media](#social-media)
* 🏃 - [Sports](#sports)
* 🎧 - [Support & Service Management](#support-and-service-management)
* 🌎 - [Translation Services](#translation-services)
* 🎧 - [Text-to-Speech](#text-to-speech)
* 🚆 - [Travel & Transportation](#travel-and-transportation)
* 🔄 - [Version Control](#version-control)
* 🏢 - [Workplace & Productivity](#workplace-and-productivity)
* 🛠️ - [Other Tools and Integrations](#other-tools-and-integrations)