Discover Awesome MCP Servers

OpenGenes MCP Server

Provides standardized access to aging and longevity research data from the OpenGenes database, enabling AI assistants to query comprehensive biomedical datasets through SQL and structured interfaces.

Ziwei Astrology MCP Server

Enables generation of detailed Chinese Ziwei Doushu (Purple Star) astrological charts with geographic location support and true solar time conversion. Provides tools for geocoding locations, converting Beijing time to apparent solar time, and creating comprehensive astrology readings based on birth information.

AI MCP ServiceNow

A Model Context Protocol server that integrates with ServiceNow instances, allowing users to utilize AI tools within ServiceNow without writing code.

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.

Databricks MCP Server

Enables LLM-powered tools to interact with Databricks clusters, jobs, notebooks, SQL warehouses, and Unity Catalog through the Model Completion Protocol. Provides comprehensive access to Databricks REST API functionality including cluster management, job execution, workspace operations, and data catalog operations.

MCP Research Server

A Model Context Protocol server that provides tools for searching arXiv papers and managing research paper information with local storage capabilities.

MCP Mail Organizer

Enables comprehensive email management through IMAP/SMTP protocols with tools for searching, organizing, moving, flagging, and sending emails across various email providers. Features safe preview mode for destructive operations and supports multiple email providers including Gmail, Outlook, and Chinese email services.

Zignet

Enables AI-powered Zig programming assistance through code generation, debugging, and documentation explanation. Uses local LLM models to provide idiomatic Zig code creation and analysis capabilities.

Scalene-MCP

A FastMCP server that provides LLMs with structured access to Scalene's CPU, GPU, and memory profiling for Python applications. It enables automated performance analysis, bottleneck identification, and optimization suggestions through natural language interactions in supported IDEs.

MCP Google Server

A Model Context Protocol server that provides web search capabilities using Google Custom Search API and webpage content extraction functionality.

Granola MCP Server

Integrates local Granola.ai meeting intelligence with Claude Desktop to enable searching and analyzing meeting transcripts, notes, and summaries. Users can perform natural language queries to retrieve meeting details, analyze participant patterns, and access full speaker-identified conversations.

Notemd MCP Server

Enables AI-powered knowledge base management with automated wiki-linking, content generation from titles, web research summarization, and knowledge graph integrity maintenance for Markdown files.

mcp-searxng-tool

Um servidor MCP para permitir que Agentes de IA pesquisem conteúdo e informações de sites externos através do serviço SearXNG.

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.

DIE MCP Server

An MCP server that enables AI agents to analyze executable files using Detect It Easy (DIE), providing capabilities to examine file structures, detect packers, compilers, and gather other forensic information.

Steam MCP Server

Provides tools for interacting with the Steam Web API to access player profiles, game libraries, achievements, statistics, inventories, and game information through natural language.

MCP API Server

A Model Context Protocol server that enables AI assistants to make HTTP requests (GET, POST, PUT, DELETE) to external APIs through standardized MCP tools.

Alibaba Cloud DMS MCP Server

A Model Context Protocol server that enables large language models to access database metadata and perform cross-engine data querying across diverse database ecosystems.

Cyber Sentinel MCP Server

A threat intelligence aggregation server that provides unified access to multiple security sources for analyzing indicators (IPs, domains, hashes, URLs) with confidence scoring.

Weather Alerts MCP Server

Enables users to fetch real-time weather alerts from the National Weather Service API for any US state. Provides formatted weather warnings, watches, and advisories with severity levels and safety instructions.

douyin-mcp-server

douyin-mcp-server

MCP Screenshot Server

Enables capturing screenshots and annotating images with boxes, arrows, text, highlights, and other shapes, plus editing features like blur, crop, and resize with flexible export options.

Youth Activity Information MCP Server

Enables access to South Korea's Ministry of Gender Equality and Family youth activity information through public data API, supporting regional searches, keyword filtering, and activity discovery for youth programs.

Jira & Confluence MCP Server

Enables interaction with Jira and Confluence APIs to search, create, and manage issues, pages, comments, and attachments across both Atlassian platforms.