Discover Awesome MCP Servers

RollingGo-Flight-MCP

RollingGo-Flight-MCP is a flight ticketing service built on the MCP standard, providing airport search and flight query capabilities for AI Agents and MCP clients.

zerodha-claude-mcp

Enables AI models to interact with the Zerodha trading platform for portfolio management, trading, and account operations through natural language.

Pilot Browse MCP

Enables AI agents to browse websites, record workflows, and generate reusable operation manuals, reducing token usage and execution time for future tasks.

GCP Diagram MCP Server

Enables generating GCP architecture, sequence, flow, and class diagrams using natural language or Python code via the diagrams library.

Wilma MCP Server

An MCP server for the Wilma school communication platform, enabling AI assistants to view schedules, read and send messages, and manage inbox.

Forge MCP Server

Integrates with the Laravel Forge API to provide comprehensive management of servers and sites. It enables users to perform health checks, monitor logs, create resources, and execute deployment tasks through MCP-compliant tools.

tweetly

An MCP server that enables AI agents to automate actions on X (Twitter) through a real browser session, including posting, engaging, and reading via over 40 tools. It supports self-hosting and provides a panel for API key management.

@adevguide/mcp-database-server

MCP server for unified SQL database access, supporting multiple databases with schema discovery, caching, and safety controls.

MCP Lighthouse Audit

Provides detailed Lighthouse audits for web pages, returning specific failing elements with actionable suggestions and HTML snippets.

Nagoya Bus MCP

Provides access to Nagoya bus system information and schedules. Enables users to query bus routes, stops, and real-time transit data for Nagoya's public transportation network.

vision-helper-mcp-server

An MCP server that adds vision capability to any LLM by forwarding images to OpenRouter vision models, returning text analysis. Supports image analysis, model listing, and config diagnostics.

MCP Jira

Enables AI assistants to interact with Jira Cloud and Server/Data Center deployments for issue management, project tracking, and workflow automation. Supports multiple authentication methods including API tokens, OAuth 2.0, and personal access tokens.

houdini-mcp

An MCP server for SideFX Houdini that enables AI assistants to interactively control, construct, inspect, and visually verify 3D procedural scenes through tools like node creation, parameter editing, viewport capture, and rendering.

upgrade-pilot-mcp

Enables AI agents to safely upgrade JavaScript and TypeScript projects through dependency analysis, upgrade path detection, breaking change identification, codemod application, and PR summary generation.

ControlMCP

An MCP server that enables LLMs to see and control a computer — screen capture, window management, mouse and keyboard automation — with a structured plan-execute workflow for complex desktop automation.

repo-atlas-mcp

Provides a graph-based code analysis to coding agents, enabling tools to trace call dependencies, assess change impact, and identify hotspots using tree-sitter and Neo4j.

Symphony of One MCP

A multi-agent orchestration system that enables multiple Claude instances to collaborate through a centralized hub with a shared workspace and real-time communication. It features integrated task management, role assignment, and persistent memory to facilitate complex, synchronized agent workflows.

sentinel

Enables Claude to manage algorithmic trading workflows via natural language — maintaining watchlists, classifying market regimes, validating trades against risk rules, and submitting paper orders through a gateway to a FastAPI engine.

Xray MCP Server

Enables vulnerability scanning of web applications using the xray security scanner. Provides URL scanning capabilities with configurable crawlers, plugins, and POCs to detect security vulnerabilities through natural language interactions.

Sovereign Universal Memory MCP

Provides a persistent, vendor-neutral memory layer that allows AI tools and agents to share context and knowledge across different platforms while maintaining local data ownership. It enables users to store, recall, and manage structured memories through hybrid semantic search and automated context assembly.

MCP Server Starter (TypeScript)

A minimal, production-ready TypeScript template for building Model Context Protocol servers with auto-loading architecture for tools, resources, and prompts, supporting both stdio and HTTP transports.

PyTorch Lightning MCP Server

A minimal integration layer exposing PyTorch Lightning via a structured, machine-readable API for tools, agents, and orchestration systems.

FastMCP Calculator Server

A Model Context Protocol server providing calculator tools (add, subtract, multiply, divide, etc.) with optional JWT or Google OAuth authentication.

ts-refactor-mcp

An MCP server that enables AI agents to move TypeScript files and directories while automatically updating all affected imports using a persistent tsserver instance. This ensures atomic, error-free refactoring that maintains project integrity without manual intervention or wasted tokens.

mcp-taiwan-legal-db-integrated

Enables AI assistants to query Taiwan's legal databases including court judgments, regulations, constitutional interpretations, and engineering committee letters, with automatic updates and offline caching.

Remote MCP Hub

Enables remote access to local filesystem and Windows command execution through MCP-compatible clients like Notion AI, Claude, and Cursor via secure public tunnels with bearer authentication and proxy support.

notify-mcp

Enables AI to send push notifications to your phone via a configurable gateway. It is a thin wrapper that posts to an Apprise push gateway.

Ignav Flights MCP Server

Provides live flight prices, booking links, and airport lookup via a hosted MCP server. Enables search for flights and direct booking URL retrieval.

YouTube MCP Server

Provides distraction-free access to YouTube by allowing AI assistants to retrieve subscribed channels, latest videos, and transcripts without algorithmic recommendations. It enables searching within subscriptions and direct reading of video content through simple browser cookie authentication.

Thunder Client License Manager MCP Server

Provides tools for managing Thunder Client licenses through their API, enabling users to add, retrieve, and remove licenses with simple commands.