Discover Awesome MCP Servers

indautomation

AI-powered industrial fault diagnosis MCP server with 8 tools for diagnosing equipment faults, searching parts, decoding VINs, and managing equipment profiles. Covers 313+ fault codes for Allen-Bradley, Siemens, ABB, Mitsubishi, and Fanuc PLCs.

Interactive Database Analyst via MCP

Enables natural-language querying of PostgreSQL databases with schema grounding and self-correcting error recovery. Provides a live audit trace and verifies results through exploratory decomposition and empty-result sanity checks.

Abgeordnetenwatch MCP

Provides live, source-linked transparency data on German MPs, including roll-call voting, side jobs, committee memberships, and election programs, via the Abgeordnetenwatch API. No API key required.

Pommel Horse Aesthetics MCP Server

Analyzes pommel horse gymnastics routines using a categorical aesthetics framework that evaluates element groups, spatial patterns, temporal qualities, and form with 85% deterministic taxonomy and 15% LLM synthesis.

ICON MCP v109 MCP Server

An MCP server that provides AI agents and LLMs with standardized tool access to the ICON MCP v109 API. It supports asynchronous operations and simplifies deployment through Docker and Docker Compose.

Twitter MCP Server

Enables Twitter automation including posting tweets, replying to tweets, and searching for tweets with structured results using browser automation through Browserbase and Stagehand.

Arduino MCP Server (Simple)

Enables AI agents to interact with Arduino boards for compiling, uploading sketches, and serial communication.

Xcode Errors MCP Server

Bridges Xcode and Cursor to provide real-time access to build errors, warnings, and debug output from Xcode's DerivedData, enabling automated error analysis and fixes directly within Cursor.

replicant-mcp

An MCP server that enables AI assistants to build, test, and debug Android applications by interacting directly with the Android development environment. It provides tools for managing emulators, executing Gradle tasks, running ADB commands, and performing UI automation via accessibility trees.

cubox-mcp

Enables interaction with Cubox through its CLI, allowing agents to manage bookmarks, highlights, and annotations via a single pass-through tool.

MCP Minimal Agent Demo Server

A demo MCP server exposing three simple tools (get_github_activity, get_site_content, contact_scott) to illustrate tool discovery and invocation within an LLM agent harness using the Model Context Protocol.

Biblioteca Digital MCP

A Model Context Protocol server that implements an interactive digital library with functionality to manage books, search titles, and generate literary reviews.

Memento

Memento is a local-first, LLM-agnostic memory layer. It runs an MCP server over a single SQLite file on your machine, so any MCP-capable AI assistant — Claude Desktop, Claude Code, Cursor, GitHub Copilot, Cline, OpenCode, Aider, a custom agent — can read and write durable, structured memory about you, your work, and your decisions.

sumo-mcp-readonly

A read-only MCP server for querying Sumo Logic logs, enabling AI assistants to search and investigate application logs with opinionated tools and secure credential handling.

kagi_mcp_local

使用本地浏览器为 Kagi 搜索提供的 MCP 服务器。

whichtool

Enables measuring and reporting which tool a model selects from an MCP server's tool list, without ever executing tools. Provides inspection, trial runs, and confusion analysis to benchmark routing accuracy.

ITHZ MCP

Local-first deterministic project memory for AI coding agents, with context packs, decisions, gates, risks, scoped claims and explicit checkpoints in project-owned files.

MCP-RAG

An agentic AI system that orchestrates multiple specialized AI tools to perform business analytics and knowledge retrieval, allowing users to analyze data and access business information through natural language queries.

Paid MCP Server Template

A production-ready template for building monetized MCP servers that require per-call payments via the Mainlayer infrastructure. It provides a structured payment gate that ensures AI agents pay for tool usage before accessing server logic or data.

LabArchives MCP Server

Connects AI assistants to LabArchives electronic lab notebooks, enabling querying, semantic search, page navigation, and file uploads with provenance tracking.

CURSOR25X

An interactive task loop MCP server for Cursor IDE that enables continuous web application development through a persistent terminal-based task processing system. It automates file management and project operations by processing user input in a continuous loop using integrated Cursor rules.

databazaar-mcp

Enables AI agents to discover, preview, purchase, and sell datasets on the DataBazaar marketplace, with tools for search, secure Stripe payments, listings, and seller communication.

Google Maps Contributor Reviews API MCP Server

Enables fetching a Google Maps contributor's review history as structured JSON, including reviewer profile and place details, for reputation research, reviewer vetting, and fraud detection.

MadeForAI Supply Chain Connector

Enables authorized manufacturing order-intake and supply-chain task management by forwarding requests from MCP clients to the hosted MadeForAI service.

nelly-elephant-mcp

Search and resume past Claude Code conversations via MCP. Reads local JSONL session files, runs locally, MIT licensed. An elephant never forgets.

UI Analyzer MCP Server

Analyzes website UIs using Playwright and provides precise CSS/HTML fix instructions for AI coding assistants like GitHub Copilot and Cursor.

HTML Deploy MCP Server

Deploys HTML pages to an online preview platform and returns a shareable URL via MCP protocol.

Simple SSH MCP Server

An MCP server that gives AI assistants full SSH/SFTP remote operations — session management, command execution, interactive shells, file transfers, port forwarding, and system diagnostics.

hr-assist

Enables HR teams to automate routine workflows, such as employee onboarding, through natural language prompts in Claude Desktop.