Discover Awesome MCP Servers

Compendium

MCP server that minimizes LLM token usage by compressing, summarizing, filtering, chunk-referencing, and pruning large context before it reaches the model, with heuristic or local-SLM smart actions, caching, and token counting.

Todo MCP

A demo MCP server that exposes a shared todo list as tools over Streamable HTTP, enabling agents to list, add, complete, and delete todos alongside a Next.js web UI.

MCP Riot Server

A community-developed Model Context Protocol server that integrates with the Riot Games API to provide League of Legends data, enabling AI assistants to retrieve player information, ranked stats, champion mastery, and match summaries through natural language queries.

AWS Amplify Documentation MCP Server

Enables searching AWS Amplify documentation using natural language queries with advanced search syntax, smart ranking, and generation selection.

omniwatchguard-mcp

Enables users to manage OmniWatchGuard website monitors and alerts via natural language. Supports listing, creating, updating, pausing, resuming, and deleting monitors, plus reviewing recent notifications across channels.

Company MCP Server - Google Workspace Integration

Enables Claude to interact with Google Workspace services including Gmail, Drive, Sheets, Docs, and Calendar. Provides comprehensive tools for reading, creating, and managing emails, files, spreadsheets, documents, and calendar events with built-in safety controls and audit logging.

AXT-MCP

A Model Context Protocol service registry and connector framework that enables seamless integration with multiple services and models through a standardized API interface. Provides an extensible architecture for custom service adapters, API integrations, and model registries.

IMS MCP Server

Exposes the Integrated Memory System (IMS) capabilities, including session management, memory storage, and RAG-based context search, via the Model Context Protocol. It allows MCP-aware clients to interact with IMS backends to maintain long-term memory and context across sessions.

MCP Agent Skills Server

A production-ready MCP server that equips AI agents with dynamic, persistent, and executable skills. It enables secure script execution and progressive disclosure to reduce context window usage.

repo-explorer-mcp

Enables LLM-driven repository exploration by exposing an explore_repository tool over stdio, using codebase memory and ripgrep/rtk search to navigate and analyze codebases.

IGDS Storybook MCP Server

MCP server for the Israeli Government Design System (IGDS), providing tools to query Storybook component data and Zeroheight design documentation across Angular, React, and Core-Web frameworks.

agent-vision

A lightweight MCP server that enables text agents to analyze images and videos using OpenAI-compatible vision models, with tools for image analysis and video frame extraction.

AWS Terraform MCP Server

A containerized Model Context Protocol server that enables using natural language to develop AWS infrastructure with Terraform, offering best practices guidance, security scanning with Checkov, and access to AWS provider documentation.

AI Fuzz Testing MCP Server

A Model Context Protocol server for LLM fuzzing and testing, providing secure access to multiple AI providers through a standardized interface.

Modular RAG MCP Server

A modular RAG framework exposing MCP tools for hybrid document search, enabling AI assistants to query private knowledge bases with multimodal support and full observability.

LatentContext MCP Server

A session-scoped memory layer for LLMs that enables AI assistants to explicitly store and retrieve notes, decisions, and context within a single conversation, ensuring focus without cross-session data contamination.

SMNGRP05 Thief MCP Server

Runs a decentralized thief agent for a peer-to-peer cops-and-robbers game, using FastMCP to exchange moves and messages with a police agent while employing Bayesian belief and credibility-based bluffing strategies.

vision-bridge-mcp

Enables text-only AI agents to analyze and transcribe images via Gemini, letting them understand screenshots, diagrams, and photos without manual copying.

AetherTech MCP Server

A production-ready MCP server offering text analysis tools, an in-memory key-value store, and system info resources with support for both stdio and HTTP transports.

yt-music-mcp

MCP server for YouTube Music that enables searching songs and artists, managing playlists, and authenticating via Google OAuth, using STDIO transport.

Rancher MCP Server

A Model Context Protocol (MCP) server that exposes the Rancher Manager v2.x API to LLM clients.

uk-ai-bill-compliance-mcp

MCP server for UK AI Bill 2026 compliance, implementing a 5-principles framework (Safety, Transparency, Fairness, Accountability, Contestability) to help audit and classify AI systems.

AACT Clinical Trials MCP Server

Provides AI assistants with direct query access to the AACT (Aggregate Analysis of ClinicalTrials.gov) database, allowing structured retrieval and analysis of clinical trial data.

DeepSeek Reasoner MCP

Here are a few enhanced versions of "Sequential Thinking" MCP, depending on what kind of enhancement you're looking for. I'll provide options focusing on clarity, depth, and practical application: **Option 1: (Clarity and Conciseness)** **Sequential Thinking: A Methodical Approach** Sequential thinking is the process of understanding and solving problems by breaking them down into a logical series of steps. It involves identifying the necessary actions, ordering them correctly, and executing them one at a time to achieve a desired outcome. Key elements include: * **Decomposition:** Dividing complex tasks into smaller, manageable steps. * **Prioritization:** Determining the order in which steps should be executed. * **Logical Flow:** Ensuring each step builds upon the previous one. * **Attention to Detail:** Carefully considering each step to avoid errors. By applying sequential thinking, you can improve efficiency, reduce errors, and achieve more consistent results in various aspects of life and work. **Option 2: (Depth and Explanation)** **Sequential Thinking: Mastering the Art of Ordered Thought** Sequential thinking is a cognitive process that involves analyzing information and solving problems by following a structured, step-by-step approach. It's the ability to arrange thoughts, actions, and information in a logical order, ensuring that each element builds upon the preceding one. This method is crucial for tasks ranging from simple daily routines to complex project management. **Core Principles:** * **Linear Progression:** Moving from one step to the next in a defined order. This contrasts with parallel or lateral thinking, which explores multiple possibilities simultaneously. * **Cause and Effect:** Recognizing the relationship between actions and their consequences. Each step should logically lead to the next. * **Dependency Analysis:** Identifying which steps are dependent on the completion of others. This helps determine the optimal sequence. * **Error Detection:** Sequential thinking allows for easier identification of errors, as each step can be individually evaluated. **Benefits:** * **Improved Problem Solving:** Breaking down complex problems into smaller, more manageable parts. * **Increased Efficiency:** Streamlining processes and reducing wasted effort. * **Enhanced Communication:** Clearly articulating thoughts and ideas in a logical order. * **Reduced Errors:** Minimizing mistakes by carefully considering each step. **Option 3: (Practical Application and Examples)** **Sequential Thinking: A Practical Guide to Step-by-Step Success** Sequential thinking is a powerful tool for achieving goals by breaking them down into a series of ordered steps. It's not just about thinking logically; it's about applying that logic to real-world situations. **How to Apply Sequential Thinking:** 1. **Define the Goal:** Clearly identify what you want to achieve. 2. **Break it Down:** Divide the goal into smaller, actionable steps. 3. **Order the Steps:** Determine the logical sequence of steps. Consider dependencies (what needs to be done before something else can happen). 4. **Execute Each Step:** Focus on completing each step thoroughly before moving on to the next. 5. **Evaluate and Adjust:** Review your progress and make adjustments as needed. **Examples:** * **Cooking a Meal:** Following a recipe is a prime example of sequential thinking. You can't bake a cake before mixing the ingredients. * **Writing a Report:** The process involves research, outlining, drafting, editing, and proofreading – each step building upon the previous one. * **Building a Website:** Requires planning, design, coding, testing, and deployment, all performed in a specific order. * **Troubleshooting a Computer:** Involves systematically checking different components and software to identify the source of the problem. By consciously applying sequential thinking, you can improve your ability to plan, execute, and achieve your goals effectively. **Which option is best for you depends on your specific needs. Do you want a concise definition, a deeper understanding of the principles, or practical guidance on how to use it?** Now, here are the translations of each option into Portuguese: **Option 1: (Clarity and Conciseness) - Portuguese** **Pensamento Sequencial: Uma Abordagem Metódica** O pensamento sequencial é o processo de entender e resolver problemas, dividindo-os em uma série lógica de etapas. Envolve identificar as ações necessárias, ordená-las corretamente e executá-las uma de cada vez para alcançar o resultado desejado. Os elementos-chave incluem: * **Decomposição:** Dividir tarefas complexas em etapas menores e gerenciáveis. * **Priorização:** Determinar a ordem em que as etapas devem ser executadas. * **Fluxo Lógico:** Garantir que cada etapa se baseie na anterior. * **Atenção aos Detalhes:** Considerar cuidadosamente cada etapa para evitar erros. Ao aplicar o pensamento sequencial, você pode melhorar a eficiência, reduzir erros e obter resultados mais consistentes em vários aspectos da vida e do trabalho. **Option 2: (Depth and Explanation) - Portuguese** **Pensamento Sequencial: Dominando a Arte do Pensamento Ordenado** O pensamento sequencial é um processo cognitivo que envolve analisar informações e resolver problemas seguindo uma abordagem estruturada, passo a passo. É a capacidade de organizar pensamentos, ações e informações em uma ordem lógica, garantindo que cada elemento se baseie no anterior. Este método é crucial para tarefas que variam de rotinas diárias simples ao gerenciamento de projetos complexos. **Princípios Fundamentais:** * **Progressão Linear:** Mover de uma etapa para a próxima em uma ordem definida. Isso contrasta com o pensamento paralelo ou lateral, que explora múltiplas possibilidades simultaneamente. * **Causa e Efeito:** Reconhecer a relação entre ações e suas consequências. Cada etapa deve levar logicamente à próxima. * **Análise de Dependência:** Identificar quais etapas dependem da conclusão de outras. Isso ajuda a determinar a sequência ideal. * **Detecção de Erros:** O pensamento sequencial permite uma identificação mais fácil de erros, pois cada etapa pode ser avaliada individualmente. **Benefícios:** * **Melhora na Resolução de Problemas:** Dividir problemas complexos em partes menores e mais gerenciáveis. * **Aumento da Eficiência:** Simplificar processos e reduzir o esforço desperdiçado. * **Melhora na Comunicação:** Articular claramente pensamentos e ideias em uma ordem lógica. * **Redução de Erros:** Minimizar erros, considerando cuidadosamente cada etapa. **Option 3: (Practical Application and Examples) - Portuguese** **Pensamento Sequencial: Um Guia Prático para o Sucesso Passo a Passo** O pensamento sequencial é uma ferramenta poderosa para alcançar objetivos, dividindo-os em uma série de etapas ordenadas. Não se trata apenas de pensar logicamente; trata-se de aplicar essa lógica a situações do mundo real. **Como Aplicar o Pensamento Sequencial:** 1. **Defina o Objetivo:** Identifique claramente o que você deseja alcançar. 2. **Divida-o:** Divida o objetivo em etapas menores e acionáveis. 3. **Ordene as Etapas:** Determine a sequência lógica das etapas. Considere as dependências (o que precisa ser feito antes que outra coisa possa acontecer). 4. **Execute Cada Etapa:** Concentre-se em concluir cada etapa completamente antes de passar para a próxima. 5. **Avalie e Ajuste:** Revise seu progresso e faça ajustes conforme necessário. **Exemplos:** * **Cozinhar uma Refeição:** Seguir uma receita é um excelente exemplo de pensamento sequencial. Você não pode assar um bolo antes de misturar os ingredientes. * **Escrever um Relatório:** O processo envolve pesquisa, esboço, redação, edição e revisão – cada etapa se baseando na anterior. * **Construir um Site:** Requer planejamento, design, codificação, teste e implantação, todos realizados em uma ordem específica. * **Solucionar Problemas de um Computador:** Envolve verificar sistematicamente diferentes componentes e software para identificar a origem do problema. Ao aplicar conscientemente o pensamento sequencial, você pode melhorar sua capacidade de planejar, executar e alcançar seus objetivos de forma eficaz.

BundlerMCP

Enables agents to query information about gems in a Ruby project's Gemfile, including source code and metadata.

EmailInABox MCP Server

Enables private email hosting provisioning and management via MCP tools, including domain deployment, mailbox creation, DNS configuration, tracked email sending, and analytics.

cro_pe_cadastro

Read-only MCP server for querying the Pernambuco Regional Council of Dentistry (CRO-PE) registration database via official sources, enabling verified professional status checks through natural language.

Hostodo MCP

Manage Hostodo VPS infrastructure from MCP clients and AI agents with scoped tokens and audit logs.

tplink-omada-mcp

Exposes TP-Link Omada controller APIs to AI copilots, enabling listing of sites, devices, and clients, and executing arbitrary Omada API calls via natural language.

aws-safe-mcp

A read-only MCP server for safe, structured investigation of AWS serverless resources, providing curated tools for tracing dependencies, permissions, and failures without exposing raw SDK access.