Discover Awesome MCP Servers

Code Executor MCP Server

Provides sandboxed code execution for AI agents with support for Python, JavaScript, and shell commands. Includes comprehensive safety features like destructive pattern blocking, timeout protection, and restricted file access for secure production use.

hyper-video-service

MCP server for programmatic video generation. Send a prompt, get an MP4.

Zaifer-MCP

Enables LLM assistants like Claude to interact with Zaif cryptocurrency exchange through natural language, supporting market information retrieval, chart data, trading, and account management for BTC/JPY, ETH/JPY, and XYM/JPY pairs.

Code Mode Bridge

An MCP server that aggregates multiple upstream MCP tools into a single 'codemode' tool for unified orchestration and execution. It enables agents to run generated code in an isolated sandbox to interact with various connected services through a single interface.

Jina AI Remote MCP Server

Provides access to Jina AI's suite of tools including web search, URL reading, image search, embeddings, and reranking capabilities. Enables users to extract web content as markdown, search academic papers, capture screenshots, and perform semantic operations through natural language.

Artsy Analytics MCP Server

A Model Context Protocol server that provides Artsy partner analytics tools for Claude Desktop, allowing users to query gallery metrics, sales data, audience insights, and content performance through natural language.

mcp-random

MCP server providing true randomness capabilities to Claude, enabling cryptographically secure random number generation for games, decision-making, sampling, simulations, and any operation requiring genuine randomness.

Gmail MCP Server

A high-performance MCP server that enables AI assistants to interact with Gmail securely via OAuth 2.0, supporting smart email retrieval and thread-aware drafting.

Weather MCP Server

Provides weather information for cities through a protected MCP interface with Nevermined payment integration. Demonstrates both high-level and low-level MCP server implementations with paywall protection for tools, resources, and prompts.

Serverless VPC Access MCP Server

An auto-generated MCP server for Google's Serverless VPC Access API, enabling communication with Google Cloud VPC networks through natural language interactions.

db-mcp

A secure MCP server for connecting AI assistants to MySQL, Redis, and MongoDB with preconfigured connections, runtime protections, and graded security modes.

mcp-gitlab-workflow

An MCP server for issue-driven GitLab development, automating requirement analysis, issue creation, branching, coding, merge requests, and issue updates.

Cakemail API MCP Server

Enables AI assistants to browse, inspect, and call the Cakemail API via dynamically loaded OpenAPI spec.

Remote Jobs MCP Server

Official Model Context Protocol (MCP) server to search, filter, and retrieve live remote job listings from the Jobicy database in real-time. Works with Claude Code, Cursor, Cline, and custom AI agents.

MCP Link - Convert Any OpenAPI V3 API to MCP Server

Okay, here's the translation of "Convert Any OpenAPI V3 API to MCP Server" into Chinese, along with a few options depending on the nuance you want to convey: **Option 1 (Most Literal and General):** * **将任何 OpenAPI V3 API 转换为 MCP 服务器** * (Jiāng rènhé OpenAPI V3 API zhuǎnhuàn wéi MCP fúwùqì) This is a direct translation and suitable for most contexts. It's clear and understandable. **Option 2 (More Technical and Emphasizing the Conversion Process):** * **把任意 OpenAPI V3 API 转换成 MCP 服务器** * (Bǎ rènyì OpenAPI V3 API zhuǎnhuàn chéng MCP fúwùqì) This is very similar to Option 1, but using "把" (bǎ) can subtly emphasize the action of converting. "任意" (rènyì) is a slightly more formal way of saying "any" than "任何" (rènhé). **Option 3 (Focusing on Enabling an API as an MCP Server):** * **使任何 OpenAPI V3 API 能够作为 MCP 服务器运行** * (Shǐ rènhé OpenAPI V3 API nénggòu zuòwéi MCP fúwùqì yùnxíng) This option emphasizes the *result* of the conversion, which is that the API can now function as an MCP server. It's a bit longer but more descriptive. **Option 4 (Concise and Common in Technical Contexts):** * **OpenAPI V3 API 到 MCP 服务器转换** * (OpenAPI V3 API dào MCP fúwùqì zhuǎnhuàn) This is a more concise, noun-phrase version, common in titles or headings. It translates to "OpenAPI V3 API to MCP Server Conversion." **Which option is best depends on the specific context:** * For general communication, **Option 1** is a good choice. * If you want to emphasize the *process* of conversion, **Option 2** is suitable. * If you want to highlight the *functionality* gained after conversion, **Option 3** is better. * For a title or heading, **Option 4** is often preferred. Therefore, without more context, I recommend **Option 1: 将任何 OpenAPI V3 API 转换为 MCP 服务器** as the most generally applicable translation.

MCP NanoBanana

Enables AI image generation and editing using Google's Nano Banana model via the AceDataCloud API. It supports creating images from text prompts, virtual try-ons, and product placement directly within MCP-compatible clients.

Store Screenshot Generator MCP

Generates beautiful App Store and Play Store screenshots by inserting app images into iPhone/iPad mockup frames with customizable text overlays and gradient backgrounds. Supports multiple device types and batch generation with both free and pro subscription tiers.

Attio MCP Server

Provides tools to interact with the Attio API, enabling management of resources in an Attio workspace.

JXA Mail MCP

A high-performance MCP server for Apple Mail that uses optimized JavaScript for Automation (JXA) to search and manage emails. It enables users to list accounts, fetch mailboxes, and retrieve today's, unread, or flagged messages with significantly improved speed through batch property fetching.

cartridge-mcp

An MCP server that enables users to treat behaviors as swappable cartridges, each with its own tools, onboarding flow, and personality skins. It allows building scenes by combining cartridges with different personas and sharing them via git repositories.

AQICN MCP Server

Enables querying real-time air quality index (AQI) data for Chinese cities, including PM2.5, PM10, and other pollutant information with health recommendations from the World Air Quality Index Project API.

Memento

Persistent memory system for LLMs with lossless transcript management, enabling memory recall and full session history search across all conversations.

Supabase MCP HTTP Stream Server

Docker-deployable server that enables interaction with Supabase databases via HTTP streaming, allowing n8n workflows, AI agents, and automation tools to execute SQL queries, manage database migrations, deploy edge functions, and search documentation.

slack-mcp

Enables AI assistants to interact with Slack workspaces, providing tools for reading messages, posting content, managing channels, and more.

sysprobe-mcp

Token-efficient MCP server for Linux system diagnostics and desktop/hardware control, providing compact JSON output with hard size limits and a safety model that requires explicit flags for mutating actions.

Afro.tools MCP Server

Provides AI agents with structured, verified specs for African APIs like Wave and Paycard, enabling automatic integration code generation without manual documentation parsing.

GitLab MCP Server

Connects AI assistants to GitLab, enabling natural language queries for merge requests, code reviews, pipeline tests, job logs, and commit discussions directly from chat.

Greenhouse MCP Server by CData

This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Greenhouse (beta): https://www.cdata.com/download/download.aspx?sku=PGZK-V&type=beta

yandex-station-mcp

MCP server to control Yandex Station speakers with Alice: manage music, radio, volume, playback, TTS, timers, alarms, reminders, and smart home scenarios via text commands or predefined tools.