Discover Awesome MCP Servers

rubyhash-mcp

Enables comparing Ruby hash literals and converting Ruby hashes to JSON with deterministic diff reports, running locally for privacy.

Phala Network MCP Server

Enables interaction with Phala Network's confidential computing infrastructure, including TEE worker management, AI agent deployment in secure enclaves, and blockchain operations.

ai-bridge

Enables terminal AI coding assistants to interact with web AI chat services through browser automation, supporting multiple platforms like Doubao and ChatGPT.

SQL Query Optimizer

Analyzes SQL queries for performance issues, provides optimization suggestions with automated rewriting, and recommends indexes across multiple database dialects (PostgreSQL, MySQL, Oracle, SQL Server).

proxyllm-mcp

MCP server for ProxyLLM, the OpenAI-compatible LLM gateway, enabling live model catalogs, plan-savings calculations, routing key management, and autonomous account signup.

BigContext MCP

Enables working with large documents of any size by intelligently segmenting them and using TF-IDF search to retrieve only relevant fragments, preventing context window saturation. Provides 31 domain-agnostic tools for document ingestion, semantic analysis, epistemological validation, and extraction verification across formats like PDF, EPUB, and HTML.

YouTube Transcript Server

言語固有のサポートを備えたYouTube動画からトランスクリプトを取得できる、モデルコンテキストプロトコルサーバー。

Advanced MCP Server

Provides AI coding agents with a secure, sandboxed environment for executing coding tasks including file operations, command execution, and testing. Features session management, policy enforcement, and Docker-based sandboxing for safe code execution and development workflows.

Renderoni

A batteries-included 3D engine for Three.js and Rapier that enables AI agents and humans to build, inspect, and control deterministic game simulations through a built-in Model Context Protocol (MCP) server.

Monday MCP

A local Model Context Protocol server for monday.com that translates plain column values into the exact API shapes monday.com stores, with column-title-aware tools for reading and writing boards, items, updates, and users plus safety rails like read-only mode and board allow lists.

Perdoo MCP Server

An MCP server that integrates with the Perdoo OKR platform, providing tools to manage objectives, key results, initiatives, KPIs, and strategic pillars.

plane-mcp

Provides 48 tools for managing Plane projects, issues, modules, cycles, comments, and worklogs via MCP, supporting both stdio and HTTP transport.

tough-tongue-skills

MCP server and agent skills for Tough Tongue AI, enabling handling tough conversations through voice agents, scenario creation, and session analysis.

AgentQL

AgentQLのデータ抽出機能をAIエージェントが利用できるようにし、非構造化ウェブから構造化されたデータを取得できるようにするサーバー

NEXUS

NEXUS enhances AI coding agents with semantic code indexing, context engineering, change impact analysis, persistent memory, safe execution, and deterministic orchestration through 31 MCP tools.

screen-mcp

Gives AI agents eyes on Hyprland Wayland desktops by capturing screenshots via grim and offering optional image analysis with Gemini API.

Arquiteto Planner I.A.

MCP server that assists with software project planning by recommending tech stacks, generating folder structures, and outlining development steps based on a project idea.

CSV MCP Server

Enables comprehensive CSV file management including creating, editing, analyzing, and transforming CSV data anywhere in the filesystem. Provides statistical analysis, data validation, filtering, and grouping capabilities through MCP protocol over stdio transport.

BioMatrixReport MCP Server

Exposes BioMatrixReport APIs as MCP tools for querying employee details, sending WFO attendance report emails, and syncing biometric attendance data via natural language.

Work-Timer

An MCP server for time tracking and billing that allows freelancers to control timers, manage projects, and export invoices via natural language in any MCP-compatible AI assistant.

Apple Reminders MCP

Enables model-controlled read/write access to macOS Reminders, including lists, reminders, dates, repeats, early reminders, priority, flags, notes, and URLs.

Curupira

Enables AI assistants to debug frontend applications by providing direct access to browser DevTools, React state, DOM inspection, and runtime debugging capabilities. Bridges the gap between AI and complex web applications for autonomous debugging and issue resolution.

com.stayingapi/hotel-vacation-rental-mcp

MCP server for searching stays, comparing prices across Booking.com, Airbnb, Vrbo, and Google Hotels, and fetching reviews via natural language in AI assistants.

Athena MCP

An MCP server that lets AI assistants search, read, and write to a Wiki.js personal wiki, enabling persistent knowledge management through Markdown pages.

bamboohr-mcp

Enables natural language interaction with BambooHR to manage employee records, time off, hiring, and benefits. It provides 74 tools and pre-built workflows to automate HR operations like onboarding, reporting, and performance tracking.

iwatch-mcp

Enables real-time Apple Watch heart rate monitoring via MCP tools, reading data from macOS HealthKit.

SureM SMS MCP

Enables Claude to send SMS/LMS messages via the SureM platform using natural language commands. It automatically handles message type selection, scheduled sending, and token management for seamless text message delivery.

paper-search

Enables to search academic papers in Japanese and English, inspect availability of full text, and download public PDFs locally.

meridian-edge-mcp

Provides AI assistants with real-time prediction market consensus data, including probabilities, opportunities, signals, and settlements.