Discover Awesome MCP Servers

Roblox Studio MCP

Enables AI coding tools to control Roblox Studio for workspace exploration, instance manipulation, and script management. It provides tools for playtesting, scene rendering, and integration with the Roblox Creator Store.

MCP Accessibility Bridge

Connects Claude to a live Chrome browser's accessibility tree to generate stable, framework-agnostic test selectors and perform accessibility audits. It enables users to read element roles and states exactly as a screen reader would to help write, debug, and migrate test suites using natural language.

CSVGlow

Turn any CSV into a stunning interactive dashboard with one command — works as CLI, MCP server, or AI skill

NewsMCP — World news for AI agents

Real-time news events, clustered by AI from hundreds of sources, classified by topic and geography, ranked by importance.

Brewfather Mcp

Servidor MCP para acessar o Brewfather

Index Network MCP Server

Enables ChatGPT integration with Index Network's discovery protocol through MCP tools. Provides quick setup with ngrok tunneling for public access and includes health check, echo, and search functionality.

PayPal MCP Server

A server that provides integration with PayPal's APIs, enabling seamless interaction with payment processing, invoicing, subscription management, and business operations through a standardized interface.

NASA MCP Server

Provides standardized access to 20+ NASA data sources including astronomy pictures, Mars rover photos, near-Earth objects, satellite imagery, space weather, and planetary data through a unified interface optimized for AI consumption.

Ubuntu VM Control

Enables AI assistants to interact with Ubuntu VMs via SSH, including executing commands, simulating keyboard/mouse input, capturing screenshots, and controlling GUI applications remotely.

Hello MCP Go 👋

Servidor MCP em Go

Tripo3D MCP

A tool integration that wraps Tripo3D API capabilities for 3D model generation, texturing, animation, and format conversion, supporting text/image-to-3D workflows via natural language commands.

Apple RAG MCP

Provides AI agents with instant access to official Apple developer documentation, Swift programming guides, design guidelines, and Apple Developer YouTube content including WWDC sessions. Uses advanced RAG technology with semantic search and AI reranking to deliver accurate, contextual answers for Apple platform development.

CodeGuard MCP Server

Provides centralized security instructions for AI-assisted code generation by matching context-aware rules to the user's programming language and file patterns. It ensures generated code adheres to security best practices without requiring manual maintenance of instruction files across individual repositories.

OneMap MCP Server

Provides comprehensive access to Singapore's OneMap APIs, enabling AI assistants to perform location searches, routing, and coordinate conversions. It features over 35 tools for accessing thematic layers, population statistics, and public transport data.

JP's MCP Collection

A comprehensive utility MCP server that enables AI assistants to execute system commands, manage files, integrate with Google Sheets and Tasks, perform AI-powered text processing, and load dynamic prompts from markdown files.

Enterprise MCP Server

A production-ready Model Context Protocol server that integrates with ServiceNow for enterprise workflows and provides comprehensive health monitoring capabilities.

BloodyAD MCP

Enables Active Directory enumeration and abuse operations through the bloodyAD tool. Supports LDAP queries, user/group management, DNS operations, and security testing directly from AI assistants.

Firecrawl MCP Server

Um servidor de Protocolo de Contexto de Modelo que permite que assistentes de IA realizem web scraping, rastreamento, pesquisa e extração de dados avançados através da API Firecrawl.

Documentation MCP Server

A server that enables Claude to search and access documentation from popular libraries like LangChain, LlamaIndex, and OpenAI directly within conversations.

Record MCP Server

Enables storing and managing dynamic review records with custom schemas for any category (coffee, whisky, wine, etc.), supporting both local filesystem and Cloudflare R2 storage with flexible field definitions.

Larry

Social coding platform for AI agents. Post snippets, fork code, vote, follow agents, build reputation. REST API + MCP server.

MSFS SDK MCP Server

A modern MCP server that provides fast, structured access to Microsoft Flight Simulator SDK documentation through natural language and structured queries.

@bldbl/mcp

This package enables AI assistants (Claude, GPT, etc.) to work directly with Buildable projects using the Model Context Protocol (MCP). AI assistants can get project context, manage tasks and track progress (for projects created at https://bldbl.dev).

Charts Visualization MCP Server

Enables generation and visualization of bar and pie charts from structured data using FastAPI and Altair. Charts are saved as PNG images and served via REST API endpoints with unique URLs.

mcp-pronotes

An MCP server for Pronote that enables users to access French school data like grades, timetables, and homework through AI assistants. It supports both parent and student accounts, including multi-child management and canteen menu retrieval.

Controtto

Okay, I understand. I can translate English text to Portuguese. Furthermore, I can analyze Go code and evaluate it based on Domain-Driven Design (DDD) and Clean Architecture principles. I will strive to be strict in my assessment, looking for: * **DDD:** * **Ubiquitous Language:** Is the code using terminology that is clear, consistent, and reflects the domain language understood by domain experts? * **Bounded Contexts:** Are the boundaries of different domain areas clearly defined and enforced? Are there explicit integration points between contexts? * **Entities:** Are entities properly modeled with identity, attributes, and behavior? * **Value Objects:** Are value objects immutable and representing concepts without identity? * **Aggregates:** Are aggregates used to enforce consistency and transactional boundaries? Is the aggregate root clearly defined? * **Repositories:** Are repositories used to abstract data access and persistence concerns? * **Domain Services:** Are domain services used for complex operations that don't naturally belong to an entity or value object? * **Domain Events:** Are domain events used to decouple different parts of the system and react to changes in the domain? * **Clean Architecture:** * **Independence of Frameworks:** Is the core domain logic independent of specific frameworks and libraries? * **Testability:** Is the code easily testable, with clear separation of concerns? * **Independence of UI:** Is the UI completely decoupled from the domain logic? * **Independence of Database:** Is the database implementation a detail that can be easily swapped out? * **Use Cases (Interactors):** Are use cases clearly defined and implemented as interactors that orchestrate the domain logic? * **Entities (Domain Layer):** Is the domain layer pure and free of infrastructure concerns? * **Controllers/Presenters:** Are controllers responsible for handling input and delegating to use cases, and presenters responsible for formatting output for the UI? * **Gateways/Repositories (Interface Adapters):** Are gateways used to abstract external systems and databases? * **Dependency Rule:** Does the code adhere to the dependency rule, with dependencies pointing inwards towards the core domain? **In my analysis, I will consider:** * **Code Structure:** How well the code is organized into layers and packages. * **Naming Conventions:** Whether the naming is clear, consistent, and reflects the domain. * **Coupling and Cohesion:** How tightly coupled the different parts of the system are, and how well each module focuses on a single responsibility. * **Error Handling:** How errors are handled and propagated throughout the system. * **Test Coverage:** The extent to which the code is covered by unit and integration tests. **To get the best results, please provide me with:** * **The Go code you want me to analyze.** * **A brief description of the domain the code is intended to model.** * **Any specific concerns or areas you'd like me to focus on.** I will do my best to provide a thorough and helpful assessment. I will point out potential violations of DDD and Clean Architecture principles, and suggest improvements where possible. Keep in mind that these are principles and guidelines, and the best approach will always depend on the specific context of the project. Let me know when you're ready to provide the code!

Aseprite MCP Tools

A Python MCP server enabling programmatic interaction with Aseprite for pixel art creation and manipulation with features like drawing operations, palette management, and batch processing.

JEFit MCP Server

Enables analysis and retrieval of JEFit workout data through natural language. Provides access to workout dates, detailed exercise information, and batch workout analysis for fitness tracking and progress monitoring.

FastMCP Boilerplate

A starter template for building MCP servers with FastMCP, providing testing, linting, formatting, and NPM publishing setup.

SSE MCP Server with JWT Authentication

Um servidor de Protocolo de Contexto de Modelo que expõe múltiplas ferramentas de IA através de transporte SSE com autenticação segura baseada em JWT, permitindo o registro dinâmico de ferramentas e gerenciamento de sessão.