Awesome MCP Servers

Put performance and error data directly in the hands of your AI assistant.

Access financial market data: realtime & historical stock, ETF, options, forex, crypto, commodities, fundamentals, technical indicators, & more

Query and interact with ShaderToy shaders using large language models.

Monitors shadow-cljs builds and provides real-time build status updates.

Video transcoding, packaging, and analysis using the Shaka Packager tool, integrated with Claude AI.

A multi-agent AI-powered research and code assistant. Requires external API keys for LLM providers, web search, and secure code execution.

Execute pre-configured and secure shell commands via a Go-based MCP server.

Execute shell commands safely on a remote server.

Securely execute shell commands with whitelisting, resource limits, and timeout controls for LLMs.

Executes secure shell commands with configurable directory, shell, and timeout validation.

An MCP server for executing shell commands, requiring Node.js 18 or newer.

A persistent IPython workspace for data analysis, log processing, and multi-agent collaboration.

The Shipyard CLI provides an MCP server for agents to manage Shipyard environments directly: by pulling logs, comparing branches, running tests, and stopping/starting environments..

A command-line tool for interacting with Shopify's Admin GraphQL API, Functions, and Polaris Web Components.

AI agent security scanner — protect LLM-powered apps from prompt injection, SQL injection, data exfiltration, and adversarial attacks via MCP.

An MCP server for querying Loki logs via logcli.

A starter MCP server built with TypeScript and the official MCP SDK, featuring example tools like echo, add, time, and flight status.

A MCP server for SimpleLocalize, a translation management system. Requires a SimpleLocalize API key.

Integrates LLM applications with RAG data sources and tools using the Model Context Protocol.

An AI-powered system for analyzing and predicting domestic energy consumption. It offers precise forecasts, historical pattern analysis, and personalized optimization recommendations through a conversational interface.

A versatile MCP server for RedM development, providing access to RDR3 discoveries, framework documentation, native functions, and database operations.

Don’t pollute your AI agent’s context with 1,000 skills. Use Skills-ContextManager, a self-hosted web UI for managing AI skills and workflows by providing skills to an AI agent via MCP only when needed. Simply add skills to your library and enable or disable them with a toggle. Choose whether a skill is always loaded into context or dynamically activated when the AI agent determines it’s needed.

Search, discover, and install AI coding skills from SkillsMP marketplace with semantic search

A comprehensive toolkit for AI-driven development, offering file system operations, code analysis, execution, web searching, and system information retrieval.

Provides a sleep/wait tool to add delays between operations, such as waiting between API calls or testing eventually consistent systems.

Pauses the execution of an agent for a specified duration.

A server for secure time-based operations, featuring timing attack protection and timelock encryption.

Intelligent Al routing and integration platform for seamless provider switching

Fetches and manages prompts from GitHub repositories with intelligent discovery and composition features.

Integrates E2B for secure code execution in cloud sandboxes, designed for Claude AI Desktop.

A collection of reference implementations for Model Context Protocol (MCP) servers in Typescript and Python, demonstrating MCP features and SDK usage.

An agent engine for creating powerful and secure AI Agents powered by Starknet.