Discover Awesome MCP Servers

semantic-runtime

Enables MCP clients to serve and query semantic models, providing tools for entity descriptions, metric lookups, context resolution, and operation validation for AI agents.

Stock_Advisor_MCP

A FastMCP server that provides stock research, technical analysis, fundamental analysis, and scoring, exposed as MCP tools, resources, and prompts for AI agents.

Hardware Monitor MCP Server

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

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.

passninja

MCP server for managing Apple Wallet and Google Wallet passes via the PassNinja API. Provides tools to create, list, update, and delete pass templates, passes, and webhooks.

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.

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.

Remotion Video MCP Server

MCP server for agent-driven video generation from SRT subtitles to Remotion videos, supporting TTS, async tasks, and web console.

Bluesky MCP Server

거울

mcp-wandb

Enables LLM agents to query Weights & Biases experiments, including listing projects, runs, metrics, plotting metrics, and retrieving run details.

UniFi Network MCP Server

Exposes the UniFi Network Integration API as MCP tools, dynamically loaded from JSON manifests, with read-only mode by default.

editor-mcp

FastMCP로 구축되었으며 파일 작업을 위한 도구를 제공하는 Python 기반 텍스트 편집기 서버입니다. 이 서버는 다단계 프로세스를 따라 표준화된 API를 통해 텍스트 파일을 읽고, 편집하고, 관리할 수 있도록 합니다.

Expense Tracker MCP Server

MCP server for managing personal expenses, enabling users to add, list, and summarize expenses by category, with data stored in a local SQLite database.

remote-mcp-server-authless-gif-search

A remote MCP server deployed on Cloudflare Workers that returns gifs based on input queries without authentication.

RobotMCP Server

A modular MCP server with automatic submodule integration, OAuth 2.1, Supabase user management, and Cloudflare tunnel support, enabling secure and extensible tool connectivity for AI assistants like ChatGPT and Claude.

gmail-mcp

gmail-mcp is a remote MCP server that exposes Gmail as a set of tools — search, read, label, draft, send — over streamable HTTP with OAuth 2.1. It runs on Cloudflare Workers under your own domain.

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.

HLedger MCP Server

Provides AI assistants with direct access to HLedger accounting data and functionality, enabling natural language queries for balances, reports, journal entries, and financial analysis.

EU AI Act Compliance MCP Server

Provides automated EU AI Act compliance tools, including risk classification, role determination, transparency disclosures, content watermarking, deepfake labeling, and security threat detection.

Roblox MCP Server

Bridges AI assistants with Roblox game environments in real-time via a Lua client and WebSocket connection. Enables AI tools like Claude to navigate instances, execute scripts, monitor remote events, and interact with the Roblox API through natural language.

reddit-readonly-mcp

Provides read-only access to public Reddit discussions via official OAuth, with tools to list posts, search subreddits, and retrieve posts and comments.

AffinityMCP

Enables natural language control of Affinity Photo/Designer/Publisher and Canva workflows through MCP tools, supporting file operations, filters, and batch processing up to 16 files simultaneously.

Agent Construct

Model Context Protocol server that standardizes tool discovery, execution, and context management for AI applications.

crystallography-mcp

Enables CIF inspection, d-spacing and powder pattern calculations, triacylglycerol polymorph fingerprinting, and structure comparison through pymatgen.

Postgres MCP Pro

Enables AI agents to analyze, optimize, and safely interact with PostgreSQL databases, including health checks, index recommendations, query planning, and SQL execution with read-only and production protection modes.

MCP Intigriti Server

Enables security researchers to interact with Intigriti's bug bounty platform through Claude Desktop, providing access to programs, scope, activities, and rules of engagement via natural language.

agentclaim

Enables multiple AI coding agents to safely collaborate in the same git working tree by managing file ownership, merging writes, and preventing snapshot races.

mgx-thinking-log-mcp

An MCP server for downloading and reading MGX thinking logs, enabling AI agents to fetch and analyze MGX conversation logs programmatically.