Discover Awesome MCP Servers

Flow2API MCP Server

Wraps Flow2API / OpenAI-compatible image generation upstream into an MCP service, providing image generation, history, and caching tools.

McPortfolio

Enables LLM-driven portfolio optimization using natural language, providing tools for mean-variance, HRP, Black-Litterman, and other optimization methods.

python-openstackmcp-server

Enables AI assistants to manage OpenStack cloud resources including compute, images, identity, network, and block storage via the Model Context Protocol.

trendyol-seller-mcp

Enables Turkish e-commerce sellers to manage Trendyol marketplace store operations through AI assistants, including viewing products, orders, returns, and customer questions, with optional guarded write actions for answering questions and updating stock and prices.

Datasette MCP

A Model Context Protocol server that provides read-only access to Datasette instances, enabling AI assistants to explore, query, and analyze data from Datasette databases through a standardized interface.

MCP Weather Server

Provides real-time weather information and multi-day forecasts using the Open-Meteo API through a robust, enterprise-grade architecture. It enables AI assistants to retrieve current conditions, 7-day forecasts, and contextual weather data for any location.

小记（AI记账）

小记，是一款基于AI的个人智能记账工具，通过自然语言交互实现「一句话极速记账、查账」。 你只需说"早餐25元，支付宝付款"或"工资到账银行卡18000元"，系统将自动解析金额、分类、支付方式并记录到账本中。 而且支持🔥MCP客户端使用。

MiniMax MCP JS

JavaScript implementation of MiniMax MCP that enables interaction with MiniMax AI services for image generation, video generation, text-to-speech, and voice cloning through MCP-compatible clients.

miro-remote-mcp

An MCP server that enables Claude AI to programmatically create and manipulate Miro boards via the Miro API with OAuth2 authentication. Supports 14 tools for board, item, and connector operations.

MusicMCP.AI MCP Server

Enables AI-powered music generation through natural language commands, supporting inspiration and custom modes with dual song outputs.

MinIO MCP Server

A Model Context Protocol (MCP) server that provides a bridge between MCP-compatible clients and MinIO object storage. It exposes MinIO operations as MCP tools for seamless bucket management and object operations.

Ownership & Provenance Protocol

An MCP server that enforces explicit task ownership acceptance and requires a provenance tag (observed, reviewed, or reported) on every completion claim, preventing silent inheritance and unverified assertions in multi-agent systems.

Prefeitura SC Florianópolis: Certidão Negativa de Débitos

Enables MCP clients to query the official tax clearance certificate (Certidão Negativa de Débitos) from the Florianópolis city government. It is a read-only tool that facilitates verification of a taxpayer's debt status through natural language.

WeCom MCP

Enables AI assistants to interact with Enterprise WeChat (WeCom) using natural language to manage meetings, book rooms, and search contacts. It supports multiple AI models and provides intelligent contact matching via Pinyin.

Etsy Ops MCP

A confirmation-gated MCP server for Etsy Open API v3 listing inspection and title/tag updates.

cn-hk-quotes-mcp

Deploys a stateless remote MCP server on Cloudflare Workers without authentication, enabling users to connect custom MCP tools to clients such as Cloudflare AI Playground and Claude Desktop.

ohmyperf

Real-machine, real-browser web perf measurement with ~99% iframe coverage. LLM-native + AI-agent-loop ready.

Research Tracker MCP Server

Enables discovery and analysis of research ecosystems by extracting metadata from paper URLs, GitHub repositories, and research names. Automatically finds related papers, code repositories, models, datasets, and authors across platforms like arXiv, HuggingFace, and GitHub.

falllegalpractice-mcp

MCP server exposing foldkit's 7-prime spine, κ-bands, and fold operations as tools and resources for AI-native applications.

OSCAR MCP Server

A read-only MCP server that allows AI assistants to analyze CPAP/BiPAP therapy data from OSCAR by querying its local SQLite database, with privacy protections and tools for summarizing and investigating sleep therapy metrics.

PubMed MCP Server

MCP server for searching PubMed scientific articles using NCBI E-utilities API. Supports query, fetch summaries, and full text retrieval with caching and rate limiting.

taegis-magic-mcp

An MCP server that wraps the taegis-magic CLI to allow AI assistants to query Secureworks Taegis XDR for alerts, events, investigations, threat intelligence, and tenants via natural language.

Prefeitura MT Cuiabá: NFS-e

Enables querying official electronic service invoices (NFS-e) from the Cuiabá city government in Brazil, providing read-only access to official data.

WebDeploy MCP

Enables AI clients and users to deploy static sites, Node.js services, and Python web applications without Docker, with tools for project management, deployment, rollback, and domain configuration.

bluedart-mcp-server

MCP server for BlueDart (DHL eCommerce India) shipping API enabling waybill creation, tracking, pickup scheduling, and transit time lookup via MCP tools.

dangsaju-mcp

Calculates Korean traditional Dangsaju 12 stars based on birth date and time, returning deterministic structured data with star attributes and period readings.

mcp-server-ads

An MCP server for the NASA Astrophysics Data System (ADS) that enables searching, citation graph traversal, and bibliography management for astrophysics literature. It provides tools for computing citation metrics, resolving astronomical object names, and managing paper libraries through natural language.

sandbox-as-a-service-mcp

Provides agents with real Linux VMs to run commands, manage files, expose ports, and track costs, all through an ephemeral sandbox service.

Conductor MCP Server

Enables AI agents to create, execute, and analyze workflows on a Conductor instance through natural language.

mcp-server

assignment for alaiy internship