Discover Awesome MCP Servers

Autoware MCP Server

Universal bridge between AI agents and Autoware autonomous driving stack, enabling AI-driven mission planning, real-time vehicle control, and adaptive decision-making.

Urbit MCP

A general-purpose MCP interface for Urbit, a networked personal server.

MCP Chat Server

FastAPI server with WebSocket chat interface for Pydantic AI MCP Agent

Heimdall MCP Server

Provides AI coding assistants with persistent, context-rich memory of a codebase, including documentation and git history, enabling recall across sessions.

codex-specialized-subagents

Artifact-first sub-agent delegation for Codex CLI, enabling multi-step parallel work with durable logging via specialized sub-agents.

Image Analysis MCP Server

Enables AI assistants to locally process images with tools for cropping, zooming, enhancement, edge detection, segmentation, and text region extraction, all without external API keys. It uses PIL, OpenCV, and scikit-image for robust image analysis.

Newsletter Tools

A utility MCP server providing 10 specialized tools for newsletter content preparation and optimization, including subject line generation, HTML-to-text extraction, read time estimation, and email validation. Enables newsletter operators, developers, and content teams to automate pre-send workflows and audit newsletter issues through natural language interactions.

neurodev-mcp

NeuroDev MCP is a smart Model Context Protocol server for Python development. It performs deep code review, generates high-quality unit tests, runs test suites with coverage, and formats code automatically — all through an AI assistant like Claude or Cline.

Lambda MCP Server

A stateless Python MCP server packaged as a custom AWS Lambda container image, exposing basic tools like hello, add, and current_time through an API Gateway HTTP API.

Imagen MCP Server

Enables AI assistants to generate high-quality images using Google's Gemini and Imagen models with support for multiple aspect ratios, dynamic model selection, and direct file saving capabilities.

vCFD

Voice-driven CFD MCP server that enables natural language setup, execution, and analysis of OpenFOAM simulations, with results exportable to ParaView.

perplexity-pro-mcp

MCP server for Perplexity AI Pro that enables deep web search, thread management, and export of answers using an existing Perplexity Pro subscription and browser session cookie.

Last.app MCP Remote Bridge

An HTTP server that exposes Last.app's MCP as a remote endpoint for Claude Desktop, allowing connection without installing plugins or requiring Cowork.

apple-health-mcp

Loads Apple Health export data into a local SQLite database and exposes tools to query health metrics and workout records via natural language.

financial-trading-risk-aiops-assistant

Provides read-only MCP tools for market snapshots, position risk, order reconciliation, and daily report previews with deterministic financial calculations, evidence chains, and audit trails.

Web-Scout

Enables AI-powered web searches using DuckDuckGo with automatic summarization via Google's Gemini AI. Supports both summary and detailed analysis modes for search results.

gecko-surf

Projects an Agent Surface (deterministic call graph) for any OpenAPI, enabling LLM agents to make correct, chain-of-calls interactions without guessing.

Beebole MCP

MCP server to connect Claude with Beebole for time tracking, enabling project and task listing, time entry retrieval, and time logging.

mspbots-forms-mcp

MCP server for the MSPbots Forms/Survey API, enabling agents to create, publish, and manage surveys, share links, and analyze responses.

Frontend Guru MCP

Transforms design inputs (URLs, screenshots, descriptions) into production-ready React components following G2's Elevate 2.0 design system, providing both an MCP server for Claude Code and a web interface.

Latitude MCP Server

Enables AI-native prompt management for Latitude.so with full CRUD operations, version control, file-based workflows, and direct prompt execution with streaming support.

Intelligent Architecture Recommendation Engine

Generates tailored system architecture recommendations based on business parameters like QPS, concurrent users, database type, and AI model size, providing resource allocation plans, middleware suggestions, and exportable architecture diagrams.

mcp-qa-toolbox

MCP server providing three QA tools: parse JUnit XML reports, detect flaky tests across multiple runs, and evaluate quality gates with pass/fail decisions.

ai-workers-mcp

Routes commodity NLP tasks like summarization and translation to free-tier LLMs, saving Claude tokens for complex work.

sqlite-ro-mcp

Enables read-only access to SQLite databases via MCP, with tools for browsing tables, schemas, and executing SELECT queries securely.

WWIDE MCP Server

A Model Context Protocol server that integrates LinkedIn, Salesforce, and Xero, enabling AI agents to perform CRUD operations, search, and manage data across these platforms through natural language.

globalize-mcp

MCP server for the Globalize localization platform: create translation projects, add languages, manage glossaries and style guides, connect repositories, and track translation jobs from any MCP client. Available as a hosted Streamable HTTP endpoint and as an open-source TypeScript package in the mcp-server directory.

lowlevel-computer-use-mcp

A low-level computer-use MCP server that exposes raw desktop control (mouse, keyboard, shell, windows, processes, screenshots, etc.) to MCP clients like Claude Code and Codex.

chathook

Enables AI agents to prompt users for input directly within the chat UI using MCP's elicitation capabilities, allowing for interactive multi-turn conversations without leaving the conversation interface.

AutoPlayQA

Deterministic Android game QA automation MCP server providing device control, perception (OCR, template matching, YOLO), scripted task execution, and findings reporting for AI agents.