MCP Servers

🎖️ 🏠 ☁️ 📟 🍎 🪟 🐧 - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections

📇 ☁️ - Up-to-date code documentation for LLMs and AI code editors.

🐍 🏠 - A fully-featured coding agent that relies on symbolic code operations by using language servers.

The official Python SDK for the Model Context Protocol. With it, developers build MCP servers that expose tools, resources, and prompts to any MCP host, and MCP clients that connect to any MCP server, over the standard stdio, Streamable HTTP, and SSE transports; it requires Python 3.11+, and the optional CLI extra adds the mcp command-line tool (mcp dev, mcp run, mcp install). It is a development library, not a ready-made data server.

📇 🏠 - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources

🐍 🏠 - Run Python code in a secure sandbox via MCP tool calls

The official TypeScript SDK for Model Context Protocol servers and clients

Hindsight is an agent memory system built so agents learn over time, rather than only recalling conversation history. It organizes long-term memory into banks with three core operations, retain, recall, and reflect, plus observations and mental models, and it can be added to an agent through integrations that include an MCP server, client SDKs for Python and TypeScript, or an embedded Python mode with no server required.

ghidraMCP is an MCP server and Ghidra plugin that lets LLMs autonomously reverse engineer applications inside Ghidra. It exposes core Ghidra functionality to MCP clients, including decompiling and analyzing binaries, automatically renaming methods and data, and listing methods, classes, imports, and exports.

A simple, composable framework to build agents using Model Context Protocol by ****

MCP server that allows AI assistants to perform binary analysis and reverse engineering inside IDA Pro. Its tools include lookup_funcs and list_funcs for finding functions, decompile for decompiling a function at an address, and set_comments for annotating disassembly and decompiler views; it requires IDA Pro 8.3 or higher (IDA Free is not supported) and Python 3.11+, and the author now recommends the official Hex-Rays IDA MCP server instead.

🐍 📇 - Extract and convert YouTube video information.

TypeScript MCP server for chart generation using the AntV visualization libraries. It provides more than 26 tools, including generate_line_chart, generate_bar_chart, generate_pie_chart, generate_radar_chart, generate_sankey_chart, generate_word_cloud_chart, and generate_spreadsheet, plus map charts (district, path, and pin maps) that use AMap and currently cover China only.

🎖️ 🐍 🏠 - Tools and templates to create validated and maintainable data charts and dashboards.

The official Java SDK for Model Context Protocol servers and clients. Maintained in collaboration with Spring AI

The official Rust SDK for the Model Context Protocol

🎖️ 📇 ☁️ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included

📇 🏠 - MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata.

](https://glama.ai/mcp/servers/nteract/semiotic) 📇 🏠 🍎 🪟 🐧 - React data visualization MCP server with 30+ chart types. 5 tools: suggest charts for a dataset, render validated React configs to SVG

📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.

📇 ☁️ 🏠 – A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency management.

](https://glama.ai/mcp/servers/rocketride-org/rocketride-server) 📇 🏠 - MCP server that exposes RocketRide AI pipelines as tools for Claude, Cursor, and Windsurf. Self-hosted, open-source pipeline to

📇 🏠 🍎 - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interacti

☕ 🏠 - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude.

A lightweight utility designed to simplify the deployment and management of MCP servers, ensuring ease of use, consistency, and security through containerization by ****

🐍 🏠 - An MCP server that installs other MCP servers for you.

The official PHP SDK for Model Context Protocol servers and clients. Maintained in collaboration with The PHP Foundation.

The official Swift SDK for Model Context Protocol servers and clients.

The official Kotlin SDK for Model Context Protocol servers and clients. Maintained in collaboration with JetBrains

🐍 🏠 - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities.

📇 🏠 🍎 🪟 🐧 - Wenyan MCP Server, which lets AI automatically format Markdown articles and publish them to WeChat GZH.

🐍 🏠 - Model Context Protocol (MCP) Server for Jupyter.

🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - vet-mcp checks open source packages—like those suggested by AI coding tools—for vulnerabilities and malicious code. It supports npm and PyPI, and runs locally via Docker or as a

🏎️ 🏠 - Self-hosted MCP Server registry for enterprise AI Agents

🐍 📇 🏠 🎥 🔊 🖼️ - An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, Sound, and Video generation with

The JetBrains MCP Proxy forwards requests from an MCP client to a JetBrains IDE running the MCP Server plugin, connecting AI assistants to the IDE. The repository is deprecated and no longer maintained: the functionality has been integrated into IntelliJ-based IDEs since version 2025.2, and JetBrains directs users to the built-in MCP server.

MeiGen is an MCP server for AI image and video work, connected as a remote MCP with OAuth sign-in. It offers inspiration search that returns reference images and their prompts, image and video generation (through MeiGen Cloud or OpenAI-compatible providers), background removal, and visual skills for product detail images, marketing posters, and AI backgrounds.

🐍 🏠 - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)

() - MCP Manager (MCPM) is a Homebrew-like service for managing Model Context Protocol (MCP) servers across clients by ****

🐍 ☁️/🏠 - 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.

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

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.

📇 🏠/☁️ - A Model Context Protocol Server for

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

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

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

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

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

🖥️ 🛠️ 💬 - 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.

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

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

📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis

📇 ☁️ - Fetch YouTube subtitles

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

🏎️ 🏠 - Docker container management and operations through MCP

](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