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

一个基于 akshare-one 的 MCP 服务器，提供中国股票市场数据的接口。

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.

nefesh-mcp-server

Real-time human state awareness for AI agents. Fuses cardiovascular, vocal, visual, and textual signals into a unified stress score (0-100). Streamable HTTP transport with 4 tools: ingest_signal, get_human_state, get_history, delete_subject.

GitHub Copilot MCP Server

Integrates GitHub Copilot CLI with MCP clients to offer various coding assistance tools including asking questions, explaining code, suggesting commands, debugging, refactoring, generating tests, and reviewing code.

Cox's Bazar AI Itinerary MCP Server

Provides travel planning tools for Cox's Bazar, Bangladesh, including weather forecasts, AI-powered itinerary generation, and pre-configured travel planning prompts.

legal-text-mcp-de

Cite-grade German legal-text infrastructure for LLM agents, providing access to federal, Länder, and EU laws with cryptographic provenance.

BDLedger MCP Server

Enables querying of Korean building ledger information including property details, floor plans, and pricing via natural language.

local-code-mcp

Safe local MCP server for Windows to list, read, search, patch, backup, and verify code files in allowed folders, with Git integration and dry-run diffs.

Bucketeer Docs Local MCP Server

Enables AI assistants to search and retrieve content from Bucketeer's feature flag and experimentation documentation for accurate information.

Godot MCP Server

Enables AI assistants to interact with and manipulate Godot game engine projects, including creating projects, launching editor, managing scenes and nodes.

GenGEO

Machine-readable merchant verification infrastructure for AI shopping agents and agentic commerce systems.

UISP API MCP Server

Enables interaction with Ubiquiti UISP API for managing network devices, sites, and monitoring through dynamically generated read-only tools.

Unlimited-OCR MCP Server

Wraps Baidu's Unlimited-OCR model as MCP tools for Claude Code, enabling unlimited local OCR without API costs, supporting images and multi-page documents.

scvi-tools MCP Server

Enables deep probabilistic analysis of single-cell omics data using scvi-tools through natural language. Supports SCVI for scRNA-seq analysis, SCANVI for cell type annotation, TOTALVI for multi-modal RNA/protein data, and PEAKVI for scATAC-seq analysis.

MCP Server for Gmail & Google Docs

Enables sending and drafting emails via Gmail and appending content to Google Docs through natural language commands.

MCP Search Analytics Server

A Model Context Protocol server that provides unified access to Google Analytics 4 and Google Search Console data through real-time analytics queries.