Discover Awesome MCP Servers

Filesystem Watcher MCP

Enables AI coding agents to watch directories for live filesystem changes (create, modify, delete, move) via the Model Context Protocol, providing event-driven access without busy-polling.

ChromaDB Local MCP Server

Provides AI assistants with persistent memory through local ChromaDB vector storage, featuring automated file ingestion and batch processing for over 70 file types. It enables advanced vector search, EXIF metadata extraction for photos, and duplicate file detection across local directories.

MCP Research Server

Provides tools for automated company research, competitor identification, and business model analysis to generate comprehensive business intelligence. It enables users to extract market keywords and synthesize competitive insights via AI-powered research capabilities.

AKShare One MCP Server

Um servidor MCP baseado em akshare-one, fornecendo interfaces para dados do mercado de ações chinês.

SF Assistant MCP Server

MCP server for SAP SuccessFactors that provides 52 tools across 15 categories for querying live data, generating business rules, validating imports, running analytics, comparing instances, auditing data, and building cutover checklists.

MCP Rust/Slint Development Server

Provides up-to-date information for Rust and Slint development by fetching real-time data from GitHub repositories, including package search, UI components, release news, and development resources with automatic caching and refresh capabilities.

tiktok-uploader-mcp

MCP server to prepare photo carousel uploads for TikTok by bundling images, caption, and manifest for easy manual upload via mobile app.

Pexpect MCP Server

Enables AI assistants to execute Python code with pexpect functionality for interactive debugging sessions with command-line tools like LLDB and GDB. Maintains a stateful Python session allowing programmatic control of interactive processes.

Sysinternals MCP Server

Exposes Sysinternals and NirSoft Windows diagnostic binaries as MCP tools with safe subprocess execution. Dynamically registers tools from a binaries directory with built-in security filters for destructive operations.

QMYZ-MCP

An MCP server for the Qingma Yizhan (青马易战) platform that provides automated quiz-answering capabilities. It enables users to retrieve course lists, fetch question details, and submit answers through a unified model context interface.

WhatsApp MCP Server

A Python-based MCP server that automates WhatsApp Web using Playwright to manage chats and messages. It enables users to list conversations, send messages, and retrieve history through a local browser automation interface.

Ariful Islam

MCP servers for SQL databases. One package per engine (SQLite, libSQL, MySQL, MariaDB, Postgres), two tools, read-only by default, secrets never in logs.

roundtable-mcp

Enables Claude to orchestrate multi-model AI roundtable discussions between GPT-4o, Gemini, Grok, and DeepSeek through independent responses and cross-critique rounds. It supports various discussion presets such as debate, brainstorm, and consensus to facilitate diverse perspectives and synthesis.

Kokoro TTS MCP Server

Enables AI agents to generate and play high-quality text-to-speech audio using the Kokoro model, with support for multiple voices, adjustable speaking speed, and audio caching.

BLS (Bureau of Labor Statistics) MCP Server

Provides access to U.S. labor market data including employment statistics, Consumer Price Index inflation rates, and wage information. Users can query specific time series data or use shortcuts for common economic indicators like unemployment and industry-specific employment.

OpenTrading

An open-source AI trading agent for MetaTrader 5 with MCP support, connecting AI clients to MT5 for market data, analysis, and risk-gated trading.

Learning Assistant Server

Servidor MCP para analisar PDFs e recomendar problemas de estudo.

mcp-server-ascom

Control telescopes, cameras, and focusers with AI through natural language, using any ASCOM Alpaca device.

okta-mcp-em-python

Talk to Okta IGA like you talk to a coworker. Import access data, discover patterns, and create entitlement bundles—all through natural conversation.

kickserv-mcp

MCP server for Kickserv field service management that enables AI agents to read and manage customers, jobs, and invoices through natural language.

MCP-Undetected-Chromedriver

An MCP service that automates Chrome browser control while bypassing anti-bot detection mechanisms, enabling web scraping, testing and automation on sites with sophisticated bot protection.

geotap-mcp-server

ollect comprehensive environmental data from 80+ US federal sources (FEMA, EPA, USGS, NOAA, NRCS, USFWS, DOE, DOT, CDC, Census) for any US location. One tool returns flood zones, soils, wetlands, rainfall, water quality, contamination, seismic risk, infrastructure, ecology, energy, and demographics.

MCP Knowledge Base Server

Enables semantic search over knowledge-base articles and listing of sample support tickets using MCP tools.

Wine Tasting Visual Vocabulary MCP Server

Translates wine tasting vocabulary (varietal, terroir, balance, aging) into visual parameters for AI image generation, enabling sommeliers to describe wines in their native sensory language and get corresponding visual attributes for creating wine-inspired imagery.

EZ Web Search MCP Server

A simple MCP server that provides web search functionality via DuckDuckGo, returning titles, URLs, and descriptions for results. Configurable result limit.

cocos-mcp

A headless MCP server that enables AI to create complete 2D/3D games in Cocos Creator without opening the editor or writing TypeScript code, featuring 184 tools for scene building, physics, UI, and automated testing.

Graylog MCP Server

An MCP server that gives AI assistants direct access to your Graylog logs -- search, aggregate, analyze, and cluster log data through natural language.

MCP Heuristics - Garden Management System

Here's a translation of "POC for tracking MCP server tool usage with Kestra" into Portuguese, along with some considerations for different nuances: **Option 1 (Most Direct):** * **POC para rastrear o uso de ferramentas do servidor MCP com Kestra** * This is the most literal and straightforward translation. It's perfectly understandable. **Option 2 (Slightly More Natural):** * **POC para o rastreamento do uso de ferramentas do servidor MCP usando Kestra** * This uses "rastreamento" (tracking) as a noun, which can sound slightly more natural in Portuguese. "Usando" (using) is also a common way to express "with" in this context. **Option 3 (Emphasizing Monitoring):** * **POC para monitorar o uso de ferramentas do servidor MCP com Kestra** * If the focus is more on *monitoring* the usage, this is a good option. "Monitorar" (to monitor) is a strong verb. **Option 4 (More Technical/Formal):** * **POC para o acompanhamento do uso de ferramentas do servidor MCP com Kestra** * "Acompanhamento" (follow-up, tracking) is a more formal term for tracking. It might be appropriate in a more technical document. **Breakdown of Terms:** * **POC:** Proof of Concept -> Prova de Conceito (This is generally accepted as is, or abbreviated as PdC) * **Tracking:** Rastreamento, Acompanhamento, Monitoramento * **MCP Server Tool:** Ferramenta do servidor MCP * **Usage:** Uso * **With:** Com, Usando **Recommendation:** I would recommend **Option 2: POC para o rastreamento do uso de ferramentas do servidor MCP usando Kestra** as a good balance of accuracy and naturalness. However, the best choice depends on the specific context and the intended audience. If you want to emphasize monitoring, use Option 3. If you want to be very literal, use Option 1. If you want to use the abbreviation for Proof of Concept, you could say: * **PdC para o rastreamento do uso de ferramentas do servidor MCP usando Kestra**

Marrow

Marrow gives your agent a governance loop that compounds. With @getmarrow/mcp, any MCP-compatible client can ask Marrow before risky work, inspect live loop state during work, collect required proof, and commit outcomes when the work is done. That means your agent stops operating without accountability and starts carrying forward real decision history. Your agent stops repeating the same mistake

ardupilot-mcp

Enables natural language analysis of ArduPilot flight logs (.bin files) via AI chat apps like Claude Desktop, Cursor, and VS Code, providing explanations and answering questions about flight issues.