Discover Awesome MCP Servers

ypotheto-compchem-mcp

Enables natural language interaction with computational chemistry tools including molecule building, electronic structure calculations, geometry optimization, vibrational spectroscopy, and molecular dynamics, powered by RDKit, PySCF, and ASE.

Email MCP Server

Este es un servidor MCP diseñado para gestionar las comunicaciones por correo electrónico, compatible con múltiples protocolos y funciones de correo electrónico.

mcp-mockuuups

Enables searching thousands of device and print mockups and rendering screenshots or uploaded images into them via the Mockuuups Studio API.

ableton-mcp

MCP server for controlling Ableton Live, enabling AI assistants to interact with Live sessions through tools for track/clip/scene management, playback control, and device parameter adjustments.

yandex-vision-ocr-mcp

Provides OCR capabilities for images and PDFs using Yandex Vision API. Supports multiple recognition models and output formats.

bluebubbles-mcp

Enables interaction with iMessage through a BlueBubbles server, allowing users to read, search, and send messages directly from MCP clients. It supports comprehensive chat management features including reactions, group chat moderation, message scheduling, and contact lookups.

mailbox-mcp

Official mailbox.bot MCP server for AI agents. Send letters, certified mail, postcards, and receive scanned inbound physical mail with sandbox keys, approval controls, tracking, and webhooks.

MetroAI — KOLAS Compliance OS

Measurement uncertainty MCP server for ISO/IEC 17025 and KOLAS-accredited laboratories. GUM/MCM/QMC engine + 9 calibration templates (TEM/SEM-EDS/AFM/OCD nano-metrology) + reverse_uncertainty (novel within prior-art search) + Ed25519 audit signatures + W3C PROV-O provenance. v0.6.0, 36 passing tests on Python 3.10–3.12.

pinterest-vision-mcp

MCP server that gives AI agents visual intelligence — search Pinterest, analyze images with LLM vision, build a semantic reference library, and retrieve by style or mood.

SwipeFlow MCP Server

SwipeFlow MCP Server enables human-in-the-loop approvals for AI agents over the Model Context Protocol, allowing agents to request asynchronous human review of work (content, code, messages, spending) and resume once a decision is made, with stateless, durable task handles and synchronous fallbacks for clients without Tasks extension support.

Azure Image Generation MCP

Enables AI-powered image generation using Azure DALL-E 3 and FLUX models with intelligent automatic model selection. Generates stunning photorealistic or creative images directly within LibreChat through simple text prompts.

mcp-bideetmusique

This MCP server provides tools to search for songs, artists, and random records from the Bide & Musique catalogue. It offers read-only access to tens of thousands of French songs with no authentication needed.

Polymarket MCP Server

Enables AI agents to browse, search, and trade on Polymarket prediction markets, including viewing markets, order books, balances, and placing/canceling orders.

sap-sales-order-mcp

MCP server for SAP S/4HANA Sales Order Management that enables natural language queries for sales orders, order details, and line items using SAP's public sandbox API. Built with offline testing, structured errors, and retry policies.

basic-mcp-server

A demonstration MCP server using FastMCP and streamable-http transport. It provides tools like weather and Kusto queries, secured by Microsoft Entra ID OAuth.

rigor-mcp

Provides verified statistical inference and hypothesis testing tools, including t-tests, effect sizes, power analysis, and multiple comparisons correction, with assumption checks and citations.

MCP Figma

Enables AI assistants to read and modify Figma designs programmatically, supporting design analysis, element creation, text replacement, annotations, auto-layout configuration, and prototype visualization through natural language commands.

Thoughtspot

Thoughtspot

Playwrightium

An MCP server for browser automation that allows AI to perform web tasks using Playwright through direct commands, reusable YAML shortcuts, or custom scripts. It features secure environment variable management and guided automation creation to build robust, repeatable browser workflows.

UBA MCP Server

Provides AI agents with a real browser environment for web automation, memory, and secure credential management through 15 MCP tools.

speech-mcp-server

MCP server integrating VolcEngine for automatic speech recognition (ASR) and text-to-speech (TTS), converting audio to text or text to audio files.

neurakeep

Provides a local-first, source-cited memory layer for AI agents, with MCP tools to search, read, explain sources, and propose/apply memory updates.

resolve-ai-bridge

Lets AI clients inspect and control DaVinci Resolve projects via MCP tools.

mcp-doctor

Diagnose, secure, and benchmark your MCP servers. Zero-config CLI for Claude Code, Cursor, VS Code, and Windsurf.

CMMS MCP Server

Integrates with MES, CMMS, and IoT systems to manage manufacturing operations, maintenance tasks, and asset tracking. It enables users to query production orders, create maintenance records, and monitor real-time sensor data and alerts.

ios-ship-doctor

Enables AI assistants to diagnose and fix iOS app issues that cause App Store rejections, such as missing privacy manifests, permission strings, and test credentials, before submission.

Databricks MCP Server

Enables interaction with Databricks workspaces using On-Behalf-Of authentication to test connectivity, retrieve user information, and perform operations on behalf of authenticated users.

mcp-hello-world

A minimal MCP server mock for testing, providing echo, debug, and greeting resources to simulate MCP interactions.

feriadosapi

Feriados Brasileiros direto no seu agente de IA, consulte feriados nacionais, estaduais e municipais