MCP Servers

🐍 ☁️/🏠 - A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language.

🐍 ☁️ 🏠 - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results — simply and reliably.

🐍 ☁️ - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API.

](https://glama.ai/mcp/servers/@ArcadeData/arcade-db-multi-model-dbms) 🎖️ ☕ 🏠 - Built-in MCP server for ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, C

(PHP) - Core PHP implementation for the Model Context Protocol (MCP) server

🐍 - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.

🏎️ ☁️/🏠 - Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. S

☁️ 📇 🍎 🪟 🐧 - AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime.

The official Ruby SDK for the Model Context Protocol.

🐍 🏠 - Structured 3-layer memory system (trades → patterns → strategy) for AI trading agents. Supports MT5, Binance, and Alpaca.

🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities

📇 🏠/☁️ - A Model Context Protocol Server for

MCP server for fetching web content in multiple formats: HTML, JSON, plain text, Markdown, readable article content, and YouTube transcripts. Its tools include fetch_html, fetch_markdown, fetch_txt, fetch_json, fetch_readable (main-article extraction using Mozilla Readability), and fetch_youtube_transcript, all accepting parameters such as URL, custom headers, proxy, and maximum length; it can also run as a CLI.

An all-in-one vscode/trae/cursor plugin for MCP server debugging. & .

Intlayer is an internationalization (i18n) solution for web and mobile apps, with per-locale content declaration files, TypeScript autocompletion, a free visual editor and CMS, and AI-powered translation. Its MCP server integration brings Intlayer into the IDE, giving AI assistants a way to automate content management and i18n workflows in the development environment.

🐍 🏠 - Integrate with Docker to manage containers, images, volumes, and networks.

🎖️ 🐍 🏠 🍎 🪟 🐧 - MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation capabilities and rules&prompts

MCP server for interacting with Microsoft 365 and Microsoft Office services through the Microsoft Graph API, including Outlook and mail, files, Excel, and calendar. It authenticates via MSAL, supports the global, China (21Vianet), and GCC High clouds, and provides read-only mode, tool filtering, and tool presets and dynamic discovery to control the exposed tool surface.

🐍 ☁️ - Sentry.io integration for error tracking and performance monitoring

](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI, and Product Hunt to detect existing com

🐍 🦀 🏠 - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents

🐍 🏠 - Autonomous shell execution, computer control and coding agent. (Mac)

The PlanetScale CLI includes an MCP server that provides AI tools direct access to your PlanetScale databases.

Go implementation of an MCP filesystem server that provides controlled access to the local filesystem, with files and directories also exposed as file:// resources. Its tools include read_file, read_multiple_files, write_file, copy_file, move_file, delete_file, and modify_file for file operations, list_directory, create_directory, and tree for directories, and search and file-information tools.

📇 🏠 - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop.

🐍 🏠 - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.

🏎️ 🏠 - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)

📇 ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres

☕ 🏠 - A native Model Context Protocol server for Ghidra. Includes GUI configuration and logging, 31 powerful tools and no external dependencies.

🐍 🏠 🪟 🐧 - A local MCP server that generates animations using Manim.

MCP server that integrates the LINE Messaging API to connect an AI agent to a LINE Official Account. Its tools include push_text_message and push_flex_message for sending to a user, broadcast_text_message and broadcast_flex_message for messaging all followers, get_profile for user profiles, get_message_quota for the account's message quota and usage, and get_rich_menu_list. LINE provides the repository as a preview version.

📇 🏠 🍎 🪟 🐧 - Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to capture elements.

📇 🏠 - Access Home Assistant data and control devices (lights, switches, thermostats, etc).

🖥️ 🛠️ 💬 - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal.

Official MCP server for dbt, giving AI agents context from dbt Core, dbt Fusion, and dbt Platform projects. Tools include execute_sql and text_to_sql for SQL, Semantic Layer tools such as list_metrics and query_metrics, Discovery API tools for models, sources, lineage, exposures, and model health, and dbt CLI tools such as build, compile, and docs.

🎖️ 🐍 ☁️ 🏠 - Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities

📇 🏠 - Generate diagram and chart with AI MCP dynamically.

📇 🏠 - Full Figma control: create shapes, text, components, set styles, auto-layout, variables, export. 80+ tools.

🐍 ☁️ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.

📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis

🗄️ 🚀 - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.

🏎️ 🏠 - Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility.

🏎️ 🏠 🍎 🪟 - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase

📇 ☁️ - Fetch YouTube subtitles

📇 🏠 - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.

The official Redis MCP Server is a natural-language interface for managing and searching data in Redis from MCP clients. It provides string, hash, list, set, and sorted set tools, pub/sub and Streams tools, JSON document tools, vector index management and vector search through its query engine tools, a tool to search Redis documentation, and a server management tool.

🐍 ☁️ - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.

🐍☁️ - MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages

🐍 ☁️ - Integration with gmail and Google Calendar.

📇 ☁️ - An MCP server that prevents cascading errors and scope creep by calling a "Vibe-check" agent to ensure user alignment.

🏎️ 🏠 - Docker container management and operations through MCP

📇 ☁️ 🍎 🪟 🐧 - Access 30+ AI models (GPT-5, Claude, Gemini, Grok, DeepSeek) without API keys. Pay-per-use via x402 micropayments with USDC on Base.

](https://glama.ai/mcp/servers/opentabs-dev/opentabs) 📇 🏠 🍎 🪟 🐧 - Plugin-based MCP server + Chrome extension that gives AI agents access to web applications through the user's authenticated brows

🏎️ 🏠 🍎 🐧 🪟 - A fully functional MCP server and CLI for YouTube to automate YouTube operation

📇 ☁️ - Provides tools to search Airbnb and get listing details.

📇 🏠 - Airtable database integration with schema inspection, read and write capabilities

📇 🏠 🐧 🪟 - MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote shell commands with password or SSH key authentication.

🐍 ☁️ - Query and analyze Prometheus, open-source monitoring system.

](https://glama.ai/mcp/servers/@duriantaco/mcp-skylos) 🐍 🏠 🍎 🪟 🐧 - Dead code detection, security scanning, and code quality analysis for Python, TypeScript, and Go. 98% recall with fewer false p

📇 🏠 - CLI tool for testing MCP servers