Discover Awesome MCP Servers

codesteer-atlas

Local MCP server for semantic code search using Tree-sitter AST parsing, local embeddings, and hybrid search; enables indexing and querying codebases entirely offline.

Cisco Meraki MCP Server

Enables AI assistants to manage Cisco Meraki networks through natural language, including organizations, networks, devices, switches, wireless, and appliances.

Ravelry MCP Server

A Model Context Protocol server that integrates with the Ravelry API, allowing AI assistants to search for and retrieve knitting and crochet patterns.

VSCode Internal Command MCP Server

Converts VSCode into an MCP server that enables external clients to remotely execute VSCode internal commands, query workspace information, and interact with the editor through HTTP streaming. Built on the FastMCP framework with security controls and real-time monitoring.

Shopify MCP Server

Provides AI assistants with real-time access to Shopify store analytics, sales data, and inventory through ShopifyQL and the Admin GraphQL API. It enables users to query store performance, customer metrics, and marketing insights using natural language.

DecimerMCPServer

MCP server that exposes DECIMER image-to-SMILES functionality as tool calls.

SQL MCP Server

Exposes a SQLite database to AI assistants with structured, read-safe access. Includes five tools for schema exploration, querying, and sampling data.

GoCardless MCP Server

Enables AI assistants to interact with GoCardless payment data, providing tools to manage customers, payments, mandates, subscriptions, and payouts. Includes Xero integration support for automatic parsing of metadata.

MCP Paper Finder

MCP server for searching, downloading, and reading academic papers from multiple sources such as arXiv, Google Scholar, and Elsevier.

webmin-mcp-server

MCP server for Webmin system administration. 61 tools across 12 modules covering system monitoring, services, users, cron, packages, files, storage (SMART + LVM), security (Fail2ban), MySQL databases, Webmin ACL, and disk quotas. Four-tier safety framework with safe mode on by default. Python, MIT license, Docker and local deployment supported.

simple-mcp-server

Java Spring Boot simple MCP server implementation

KotorMCP

MCP server for interacting with Knights of the Old Republic game installations, enabling resource discovery, inspection, and analysis for AI agents.

mcp-apps-office-kit

Enables LLM Desktop clients to generate rich media content like PPT, HTML, and flowcharts via Canvas Core and MCP Apps extension mechanism.

Penpot MCP Server

Enables LLMs to query, transform, and create design elements in Penpot via the Model Context Protocol and Penpot's Plugin API.

SQL Server MCP Server (Diamond Inventory)

Enables safe, read-only querying and schema exploration for Microsoft SQL Server databases with preconfigured Diamond Inventory support, multiple database management, and optional HTTP API.

Smartsheet MCP Server by CData

Smartsheet MCP Server by CData

GitLab MCP Server

Connects AI assistants to GitLab, enabling natural language queries for merge requests, code reviews, discussions, pipeline tests, and job logs directly from chat.

MCP-K8sWizard

🤖 AI-powered Kubernetes management with 37+ tools via natural language. Transform complex Kubectl commands into simple conversations. Perfect for DevOps teams using Cursor AI. Built with Go.

canvas-mcp

Connects Canvas LMS to Claude Desktop, enabling natural-language queries about courses, assignments, grades, and more.

Image-Vision MCP Server

Enables text-only language models to 'see' and describe images by calling multimodal APIs (OpenAI, Anthropic) for image analysis.

data-centrevaldeloire

Enables AI agents to search, query, and explore datasets from the Centre-Val de Loire Open Data portal, covering regional services, transport, education, and environment.

MCP MySQL Server

Enables secure read-only access to MySQL databases through SELECT queries via HTTP SSE interface. Provides safe database exploration and data retrieval with configurable timeout settings.

MyFirstMCP - Model Context Protocol Server Example

This is a simple C# implementation of a Model Context Protocol (MCP) server using .NET 9. The project demonstrates how to create an MCP server with basic functionality including monkey and selling services.

Hardware Monitor MCP Server

Enables AI assistants to query real-time system metrics like CPU, RAM, disk, and battery usage, and check performance thresholds.

Claude Google Sheets MCP Server

A comprehensive MCP server for Google Sheets integration with Claude, enabling spreadsheet discovery, data manipulation, and formatting through natural language commands and slash commands.

harness-fe

A source-aware MCP server that connects AI agents to browser and server runtimes, enabling real-time debugging, monitoring, and automatic fixes via WebSocket or HTTP.

Enterprise Operation Insight MCP Server

Provides comprehensive data insights into enterprise operations, including company trends, financing history, market rankings, and sentiment analysis. It enables users to perform keyword-based searches and evaluate business scale, tax qualifications, and competitive project profiles.

system-prompts-mcp-server

Model Context Protocol server exposing system prompt files and summaries.

Jules MCP Server

Connects AI coding assistants to the Jules API for autonomous coding sessions. Enables creating and managing coding sessions, GitHub integration, plan approval workflows, and real-time activity tracking directly from your IDE.

ServiceNow Cowork Automation API

MCP-compatible backend that automates ServiceNow incident handling via Microsoft 365 Copilot, offering tools for incident analysis, automation, and job status retrieval.