Discover Awesome MCP Servers

Document Q&A MCP Server

Enables users to ingest PDF/DOCX/TXT/MD documents and ask natural language questions about them, using local embeddings and Groq-powered retrieval-augmented generation.

meMCP - Memory-Enhanced Model Context Protocol

A persistent memory system for Large Language Models (LLMs) that enables continuous learning and knowledge retention across sessions through the Model Context Protocol (MCP).

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.

hr-assist

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

Shared Whiteboard

Enables Claude to create, open, and edit persistent tldraw whiteboards in real-time, with live collaboration between human and AI.

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.

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.

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.

cursor_mcp_installer

cursor\_mcp\_installer

to-markdown

MCP server that converts PDF, video, web, and audio inputs into structured Markdown notes with support for checkpointing, batch processing, and Obsidian integration.

docs-mcp

A secure MCP server providing intelligent documentation search across multiple frameworks using ChromaDB vector storage, enabling semantic search and integration with AI tools.

Overseerr MCP Server

Enables AI assistants to interact with Overseerr for automated media discovery, requests, and management in your Plex ecosystem, including searching for movies/TV shows, requesting media, checking request status, and managing approvals.

ros2-mcp-server

Connects AI agents like Claude to live ROS2 robots, enabling natural language interaction for diagnostics, parameter tuning, and control with safety sandboxing.

mcp-db-server

An MCP server that exposes relational databases (PostgreSQL/MySQL) to AI agents with natural language to SQL query support.

LystBot

MCP server that gives AI agents full control over grocery lists, todos, and packing lists. Your AI creates lists, adds items, checks them off, and shares with family/friends.

Sparkplug MCP Server

Enables natural language interaction with industrial IoT devices using Sparkplug B, allowing users to query real-time data, analyze historical metrics, and monitor device status.

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

Server MCP untuk Pencarian Kagi menggunakan peramban lokal Anda.

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.