Discover Awesome MCP Servers

mcp-helmet

A production middleware toolkit for MCP servers providing auth, health checks, graceful shutdown, and transport ergonomics, enabling rapid development of robust MCP servers.

Database Assistant MCP Server

Enables read-only exploration and querying of PostgreSQL or MySQL databases via MCP, with schema discovery, safe SQL validation, natural language to SQL conversion, and CSV export.

gemini-cli-mcp

Enables AI assistants to delegate complex tasks to the local Gemini CLI, returning structured results with execution metadata.

AgenticBI

Connect your business data to any MCP client. AgenticBI agents find the right data, join across systems, run queries, build dashboards, generate reports, and automate analytics workflows. No SQL required.

Mattermost MCP Server

MCP server for Mattermost with 19 tools to manage channels, messages, search, direct messages, users, files, and reactions.

ssh-mcp

Enables LLMs to interact with remote servers via SSH, supporting command execution, file upload/download, and directory listing.

Sequential Thinking MCP Server

Enables AI assistants to perform structured, step-by-step reasoning through sequential thinking, allowing for thought revisions and alternative reasoning branches. It supports multi-user isolated sessions across Stdio, HTTP, and Cloudflare Workers deployments.

virtuoso-skill-mcp

Enables natural language interaction with Cadence Virtuoso SKILL via Claude Code, allowing users to load files, evaluate expressions, inspect forms, and read CIW errors.

x-post-mcp

A minimal MCP server for posting tweets to X (Twitter) via API v2, supporting tweet creation, replies, and quote tweets.

notebookllm_mcp

Converts Jupyter notebooks to a simplified plain text format to reduce token usage for LLMs, and can convert back. Enables loading, editing, and saving notebooks via MCP tools.

Melo

An agentic MCP server for Roblox Studio that provides over 45 tools for script diffing, playtest automation, and bulk instance manipulation. It enables AI agents to manage full development cycles within Roblox, including transaction-safe batch operations and real-time script reviews.

mcp-biorxiv

Enables querying bioRxiv and medRxiv preprints, including metadata, publication status, and submission counts, through natural language or direct tool calls.

JLPT Study MCP Server

Connects Claude Desktop to personal Japanese study data, including Anki due cards and a study session log, enabling card retrieval, session logging, streak tracking, and interactive quizzes.

Tmux MCP Server

Enables programmatic control over tmux terminal sessions for SSH access, command execution, and terminal automation. Supports creating sessions, sending commands, capturing output, and managing multiple panes for interactive debugging and monitoring.

Jamot MCP

An MCP server that turns AI agents into a coordination brain for human teams — assign tasks, check workload, decompose complex instructions, and hand over full context through a single SSE endpoint.

polymarket-mcp

MCP server for Polymarket prediction markets enabling query of markets, events, narratives, arbitrage, and more via MCP or HTTP.

ihyee-mcp

An MCP server that provides AI assistants with web search and intelligence capabilities via the ihyee API. It allows users to search the web, fetch extracted content from URLs, and perform full browser rendering for JavaScript-heavy websites.

EndNote for Word MCP Server

Enables AI agents to manage citations in Microsoft Word via EndNote, including DOI-verified paper search, RIS import/export, and genuine CWYW IEEE citations.

Chronulus MCP Server

Enables interaction with Chronulus AI forecasting and prediction agents through natural language, allowing users to generate forecasts and predictions directly in Claude.

Bug Bounty MCP Server

A comprehensive MCP server for automated bug bounty hunting and security reconnaissance, featuring over 28 specialized tools for subdomain discovery, vulnerability scanning, and traffic analysis. It integrates automated scope validation and professional reporting across multiple platforms like HackerOne and Bugcrowd to streamline security testing.

LinkedIn MCP Server

An MCP server for LinkedIn automation that enables users to search for jobs, retrieve profile details, manage connections, and read or send messages. It leverages Playwright and Browserbase to interact with LinkedIn through an existing authenticated browser session.

WPCS MCP Server

Integrates WordPress Coding Standards (WPCS) with Claude AI to automatically check and fix code quality issues in WordPress plugins and themes before commits.

Mnemosyne

A local memory and awareness layer for AI agents, allowing them to remember approved context and operate under user-governed boundaries.

screentime-mcp-server

Enables querying macOS Screen Time data to retrieve app usage, hourly breakdown, and custom SQL queries through MCP.

InDesign MCP Server

Enables AI assistants to control Adobe InDesign for automated publishing workflows, document creation, and layout tasks across macOS and Windows.

API Docs Generator AI MCP

API Docs Generator AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

schoox-mcp-server

Enables querying Schoox LMS data (users, courses, enrollments, etc.) via natural language using AI assistants, without writing API code.

ntnu-mcp

A read-only MCP server exposing NTNU course data to LLM assistants, enabling course catalog search, teaching schedules, weekly timetables, grade statistics, and course comparison tools.

a11y-learning-guide

Guides users to official WCAG and W3C resources for learning web accessibility, without providing its own explanations.