Discover Awesome MCP Servers

M/M/1 Queue Simulation MCP Server

Enables LLMs to access M/M/1 queuing theory resources, validate parameters, calculate theoretical metrics, generate and execute SimPy simulations, and compare simulation results with theoretical predictions.

Browser DevTools MCP

Playwright-powered browser automation and debugging for VS Code and Cursor via the Model Context Protocol (MCP).

Google Forms MCP Server

Enables creation and management of Google Forms with support for all 12 question types, response collection, CSV export, and form publishing through OAuth-authenticated API access.

bt-panel-mcp-server

This MCP server enables AI assistants to interact with a BT Panel server through natural language, allowing users to query logs, manage websites, and monitor system status without manual panel login.

Serial MCP Server

Allows AI agents to interact with serial devices via RS232/UART, enabling port listing, connection, read/write, control line manipulation, and protocol specification for automated debugging and testing.

SharePoint MCP Server

Enables access to SharePoint Online data via Microsoft Graph API, allowing listing sites, lists, and list items.

NEAR Liquid Staking

MCP server enabling Claude to interact with NEAR liquid staking protocols Meta Pool (stNEAR) and Linear Protocol (LiNEAR) for balance checks, exchange rates, staking, unstaking, and DeFi integrations.

Auth0 MCP Server Demo — CRM

A secure MCP server for CRM operations (contacts and deals) with Auth0 OIDC authentication, role-based access control (sales-rep read-only vs sales-manager full access), and on-behalf-of token exchange.

qune-tech/ocds-mcp

MCP server for German public procurement data (OCDS). Semantic search, tender matching, and company profiles — all from your local LLM

Safe Unix MCP

Provides read-only access to Unix/Linux command-line tools for AI agents, blocking dangerous operations like file deletion, modification, and command execution while enabling safe file inspection, searching, and system information gathering.

Math-MCP

A Model Context Protocol (MCP) server that provides basic mathematical, statistical and trigonometric functions to Large Language Models (LLMs).

Bash MCP

A TypeScript application that allows Claude to safely execute bash commands with security safeguards, providing a secure interface through the Model Context Protocol.

text2sql-mcp

Enables natural language querying of SQL databases by allowing the agent to explore schema, write SQL, and self-correct errors. It integrates with MCP-compatible assistants like Claude Desktop or Cursor.

oci-secrets-mcp

MCP server for Oracle Cloud Infrastructure Vault secrets, enabling secret retrieval, listing, creation, updates, deletion, and rotation with OCI authentication.

MCP Server

A cross-platform shell command execution server that supports Windows, macOS, and Linux environments with PowerShell, CMD, GitBash, and Bash shells, optimized for Japanese language environments.

Dify External Knowledge MCP Server

Integrates Dify's external knowledge base API with the Model Context Protocol to enable AI agents to retrieve and query relevant information. It supports relevance scoring, metadata filtering, and flexible configuration through environment variables or command-line arguments.

society-maintenance-mcp-server

Enables querying society maintenance and expense data from Excel files via natural language, providing tools to check pending payments, balance sheets, expense summaries, and flat histories.

weixin-articles-mcp

Read WeChat (微信) Official Account articles with native multimodal output — body, images, and video keyframes returned as MCP content blocks. Handles all three embed types: Tencent Video, WeChat-native, and Channels (视频号 metadata via public API).

MCP News Server

Fetches news from trusted global sources using NewsAPI and RSS feeds, enabling search, headline retrieval, and source listing.

Cortex

Cortex is an MCP server that helps build and maintain a project Memory Bank for AI assistants, enabling reproducible, high-quality AI-driven development with a plan-do-commit loop.

ShortcutSistem + Band MCP Server

Combines Band AI platform control with ShortcutSistem digital marketing tools for SEO, social media, and content creation.

io.github.OnticX/open-mcp-registry

A registry that enables MCP clients to discover and install MCP servers.

@runapi.ai/flux-2-mcp

RunAPI MCP server for the Flux 2 model line. Create tasks, poll their status, and check pricing through a single RunAPI API key.

claude-image-recognition-mcp

OpenAI-compatible vision recognition MCP server that lets MCP clients see images by routing them to any OpenAI-compatible vision model.

google-calendar-mcp

MCP server for Google Calendar that enables listing, creating, updating, and deleting events, quick-add from natural language, responding to invitations, and checking availability across multiple accounts.

Spotify MCP Server

A Model Context Protocol server that enables AI assistants like Claude Desktop to interact with Spotify's music streaming service, supporting playback control, playlist management, music search, and user profile access.

Employee Management MCP Server

Enables interaction with employee management systems through a standardized MCP interface. Supports comprehensive employee operations including CRUD operations, search, filtering by level/status, and data synchronization.

Keyway MCP Server

A GitHub-native secrets manager that allows AI assistants to securely manage, generate, and validate credentials without exposing sensitive values in conversation history. It supports secret scanning, environment diffing, and secure command execution by injecting masked variables directly into the runtime environment.

FRESH

A shared URL-freshness oracle for AI agents. Returns REUSE, REFETCH, or UNKNOWN before an agent pays to retrieve a URL again.