Discover Awesome MCP Servers

Serverless MCP Framework

A framework to deploy MCP servers on AWS using serverless services like Lambda, API Gateway, and EventBridge, with dynamic tools, prompts, and resources managed via SSM parameters and Lambda functions.

Git PR MCP Server

An MCP server that enables Git repository operations and GitHub PR workflows, allowing users to manage repositories, create branches, commit changes, and create pull requests through natural language.

jarvis-orb

Persistent 4-tier AI memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking, and real-time desktop visualization orb.

parsimony-mcp

An MCP server for parsimony connectors that provides cheap discovery tools through MCP and allows bulk data retrieval via a code interpreter, keeping the agent's context small even with large datasets.

gemini-grounding

An MCP server that provides real-time information access using Google Gemini's grounding capabilities, enabling search for current information, developer resources, documentation, and Reddit discussions.

Database MCP Server

Enables AI assistants to interact with MySQL databases through natural language for schema introspection, safe SQL execution, and full CRUD operations. It provides built-in tools for managing users, products, and orders while ensuring security through parameterized queries and read-only SQL checks.

Atlassian MCP Server

Enterprise-grade MCP server providing 102 production-ready tools for Jira, Confluence, and Bitbucket, enabling AI agents to manage issues, pages, repositories, and more via natural language.

google-slides-mcp

An MCP server that enables AI assistants to create, read, and edit Google Slides presentations directly from chat, with 39 tools for presentations, slides, elements, and export.

DevHelm MCP Server

A public, stateless MCP server designed to demonstrate recording, replaying, and verifying MCP interactions via mcp-recorder. It offers utility tools for tasks such as math operations, text summarization, and service status lookups.

vscode-mcp

Connects VSCode with MCP to provide AI assistants real-time access to LSP diagnostics, symbol info, and code navigation, enabling efficient code analysis without slow build commands.

EGH Research

Provides offline access to Ellen Gould Harmon's writings with full-text search, reference navigation, contextual retrieval, and PDF generation capabilities for academic research and study.

spring-ai-mcp-server

Este repositorio tiene el servidor de demostración mcp para la codificación de ambiente de Spring AI.

HCE

A smart memory system for AI assistants that retrieves relevant memories using an entity graph, semantic tree, and focus buffer, with context budgeting.

groww-mcp

An MCP server that enables users to manage equity holdings, execute trades, and track market data on Groww using natural language. It supports mutual fund investments and SIP management, including a mock mode for risk-free testing.

Bazos-MCP

MCP server for interacting with Bazos.cz, Bazos.sk, Bazos.at, and Bazos.pl. Supports searching ads, retrieving ad details, and fetching user ratings.

Runrun.it MCP Server

Enables interaction with the Runrun.it API for task management, including retrieving task details, listing tasks with filters, and fetching current user information.

Sticky Notes MCP Server

Enables creating, reading, updating, and deleting sticky notes with persistent text file storage through the MCP protocol.

MCP + openGauss

Here are a few options for translating "MCP Server for openGauss database and its tools," depending on the nuance you want to convey: **Option 1 (Most straightforward):** * **Servidor MCP para la base de datos openGauss y sus herramientas** **Option 2 (Emphasizing "and its associated tools"):** * **Servidor MCP para la base de datos openGauss y sus herramientas asociadas** **Option 3 (More formal, emphasizing "related tools"):** * **Servidor MCP para la base de datos openGauss y sus herramientas relacionadas** **Explanation of Choices:** * **Servidor:** Direct translation of "Server." * **MCP:** Assuming MCP is an acronym, it's generally left as is. If it has a Spanish equivalent, you would use that. * **para la base de datos openGauss:** "for the openGauss database." "Base de datos" is the standard term for "database." * **y sus herramientas:** "and its tools." * **asociadas/relacionadas:** "associated/related." These add a bit more clarity that the tools are specifically designed for or work with the openGauss database. I would recommend **Option 1** unless you specifically want to emphasize the relationship between the tools and the database.

jdwp-mcp

Сonnects to live JVMs via JDWP protocol, enabling LLM agents to autonomously debug Java applications — attach to a running process, pause threads, set breakpoints (including conditional), inspect stacks with auto-resolved object fields, evaluate methods, set variable values, and diagnose issues like deadlocks and hung queries.

kiwoom-mcp

A Model Context Protocol server that wraps the Kiwoom Securities REST API to provide read-only access to Korean stock market information. It enables LLMs to query real-time prices, charts, investor trends, and account balances directly.

stac2026

Personal AI infrastructure gateway orchestrating memory, workflow automation, knowledge retrieval, and skill discovery as a unified MCP stack.

Quick Chart MCP Server

Un servidor de Protocolo de Contexto de Modelo (MCP) que proporciona herramientas de gráficos, permitiéndole interactuar con el gráfico rápido a través de una interfaz estandarizada. Esta implementación se basa en la definición del gráfico y permite a los usuarios abrir páginas de gráficos rápidos sin problemas.

solidit-mcp-server

Connects AI assistants to Solodit's 49,000+ blockchain vulnerability database, enabling search, browse, and lookup of audit findings directly from your AI workflow.

io.github.aemery13/polymarket-intel

An MCP server that classifies Polymarket wallets as human or bot, scores their trading edge from 0–10, and streams current open positions.

GitHub Prod MCP

A production-ready MCP server for GitHub operations, providing tools for repository management, issues, pull requests, and more via both MCP stdio and REST API.

Eventor MCP Server

Enables AI agents to manage events, races, and batches on Eventor via auto-generated tools from the OpenAPI spec.

mcp-color-pizza

MCP server that names hex colors using human-friendly color-name lists.

SoftwareOne Marketplace MCP Server

Provides AI assistants with access to the SoftwareOne Marketplace API, enabling natural language queries of products, orders, and invoices with full RQL support for filtering and searching across 263 API endpoints.