Discover Awesome MCP Servers

CI Investigator MCP

Provides tools to analyze and debug GitHub Actions CI failures, including summarizing failures, detecting flaky tests, and suggesting fixes.

stresszero-mcp

StressZero MCP server for stress management and mental wellness tools, providing AI-powered support to help users reduce and manage stress effectively.

signalforge

Local-first MCP server that analyzes and compiles prompts for multiple LLM clients, detecting intent, missing context, and waste risks to generate cost-aware, task-specific prompts.

TON Access MCP Server

Uma implementação de servidor do Protocolo de Contexto de Modelo pronta para produção que conecta assistentes de IA ao blockchain TON, permitindo que consultem saldos de carteiras, detalhes de transações, contratos inteligentes e outros dados do blockchain.

Linode MCP Server

MCP server for managing Linode cloud resources via the Linode API, enabling LLMs to create, list, delete, and reboot instances.

Shopify Insights MCP

Enables Shopify store owners to get actionable business insights such as sales comparisons, inventory alerts, and recommendations, transforming raw data into meaningful decisions.

gumroad-mcp

MCP server that integrates with Gumroad API, enabling Claude to list products, view sales, and get sales summaries for your Gumroad store.

Playwright Server

Um servidor MCP que fornece ferramentas de automação de navegador, permitindo que os usuários naveguem em sites, capturem screenshots, cliquem em elementos, preencham formulários e executem JavaScript através do Playwright.

ResearchMCP

Enables AI-powered academic research by searching and retrieving research papers from OpenAlex database. Supports searching by keywords/topics and fetching full abstracts for detailed paper analysis.

Odds API MCP Server

An MCP server that connects Claude Desktop to The Odds API, giving Claude real-time access to sports odds, scores, and schedules across 80+ sports and leagues worldwide.

Job Listings MCP Server

A Python-based microservice that scrapes, deduplicates, and stores fresh job listings from multiple platforms. It enables users to access and filter a live feed of job data through a REST API for integration into portfolio sites and other applications.

Weather MCP Server

An MCP server with integrated ATXP micropayment functionality that requires USDC payments for each AI tool call execution.

atag-mcp

Provides guidance on the W3C Authoring Tool Accessibility Guidelines (ATAG 2.0) to help authoring tool developers build accessible software.

SQLServer MCP Server

Enables AI assistants to connect to SQL Server databases and execute arbitrary SQL operations, including queries, updates, table management, and script execution, through the Model Context Protocol.

jupyter_mcp

Kernel-attached MCP server for Jupyter notebooks, enabling agents to manage cells, track dependencies, and execute code with minimal re-execution and condensed outputs.

Modular RAG MCP Server

A fully modular RAG system with MCP protocol integration, enabling hybrid retrieval, multimodal support, and dual-mode transport for connecting to AI assistants like GitHub Copilot and Claude Desktop.

flaiwheel

Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with hybrid search, structured knowledge capture, behavioral nudges, and git-native storage. Zero cloud dependencies.

MCP Auth Server

A Model Context Protocol (MCP) server with HTTP transport that implements JWT authentication, allowing secure tool execution and prompt handling with role-based access control.

mcp-server

servidor mcp

HumanJudge

Human-evaluation infrastructure for AI quality. 25,000+ blind human reviews by 200+ verified reviewers across 58 AI models — query the data via five MCP tools (get_model_scores, compare_models, get_flags, check_content, get_latest).

Anki Connect MCP Server

Enables AI assistants to interact with Anki flashcard collections through the AnkiConnect add-on, allowing creation, modification, searching, and management of flashcards and decks.

Date MCP Server

Provides current date and time information in multiple formats, timezone conversion, date/time differences, and date calculations.

agnes-image-mcp

An MCP server that gives text-only models image generation and understanding capabilities, with tools like generate_image, describe_image, and set_api_key. It enables any MCP client to create and analyze images using a single API key.

MySQL Database Access

Um servidor MCP que fornece acesso somente leitura a bancos de dados MySQL.

ssh-session-mcp

SSH Session MCP fills a gap in the MCP ecosystem by offering a persistent shared SSH PTY runtime, not just stateless command execution. It features browser collaboration, input locking, safe/full execution modes, async command tracking, configurable policy rules, and multi-device profiles. Ideal for remote development, embedded systems, infrastructure workflows, and hardware control scenarios.

Mathematica MCP Server

Enables evaluating Wolfram Language code and retrieving Wolfram Engine version/license info through an MCP interface.

Notion Query MCP Server

Provides structured, SQL-style query access to Notion databases, allowing Claude to filter, sort, and update pages through the Notion REST API. It enables advanced property-based filtering and database schema discovery beyond the capabilities of standard connectors.

Godot Sentinel MCP

Enables AI assistants to interact with Godot game projects through real-time error detection, automated testing, code analysis, and safe git-based patching. Provides comprehensive project context and development workflow automation for Godot developers.

Funplay MCP for Godot

The most advanced MCP server for Godot Editor that lets AI assistants operate directly inside your running Godot project for scene creation, script generation, UI authoring, and more.

GitLab MCP Server

A comprehensive integration providing over 46 tools for managing GitLab projects, issues, merge requests, and CI/CD workflows through natural language. It supports repository operations like local cloning and batch actions across groups via stdio, SSE, or HTTP transports.