Discover Awesome MCP Servers

XLMCP

Enables Claude Code to interact with Jupyter notebooks, perform semantic search over knowledge files, and manage research projects.

Carbon Intensity MCP

Provides access to the UK Carbon Intensity API, enabling users to retrieve current, historical, and forecast carbon intensity data, regional data by postcode, and generation mix information.

MCP Server App

An MCP server with LangGraph agent integration that enables AI agents to use custom tools and external APIs for dice rolling, web search, social content creation, and GitHub access via STDIO transport.

remote-mcp-server

A TypeScript-based MCP remote server with HTTP transport, token authentication, and support for tools, prompts, and resources.

FAST-NUCES Flex Student Portal MCP Server

Connects AI assistants to the FAST-NUCES Flex Student Portal, enabling students to query their academic data including attendance, marks, transcript, and fee reports through natural language conversations.

Vibe Composer MIDI MCP

Enables LLMs to compose and play multi-track MIDI music through natural language prompts. Supports outputting to software or hardware synthesizers for enhanced audio quality.

jambavan

An MCP server that provides coding models with a live code index, inferred code graph, durable memory, and surgical tools to help them leverage their existing reasoning and coding abilities effectively.

verbative-memory

On-device memory system for AI coding agents that captures commands, edits, and test results in a lossless ledger plus distilled facts, then provides selective recall over MCP with tools like remember, recall, search, and ask.

Maicraft

Enables AI agents to play and interact with Minecraft servers through mineflayer, providing automated actions like mining, movement, crafting, and real-time game event monitoring.

MyWhoosh MCP Server

Enables AI assistants to interact with the MyWhoosh API using natural language, allowing users to create workouts, manage training sessions, schedule tasks, and adjust settings.

mcp-n8n

Provides comprehensive management of n8n instances, including workflows, data tables, tags, credentials, users, and more, through 43 tools.

SEFAZ SPU: Dados Cadastrais de Imóvel da União

Provides read-only access to official cadastral data of federal properties (Imóveis da União) from SEFAZ SPU.

spaceship-mcp

MCP server for managing domain registrations, DNS, WHOIS privacy, transfers, and marketplace listings via Spaceship API.

MCP Guide Schema Query

Enables AI tools to understand a database, inspect schema, and run safe SELECT queries with SQL guardrails, plus optional codebase reading.

multi-agent-orchestrator

An MCP server that orchestrates multiple AI agents in parallel to get diverse perspectives on a single topic, supporting debate, review, and quick modes.

aion-mcp

An MCP server that provides a set of tools for driving the AION AI assistant stack and managing a home fleet over SSH, including fleet control, Kali security tools, and memory management.

english-tutor-mcp

Enables English language practice by silently logging messages and providing reports on recurring grammar patterns without interrupting conversation.

e2b-code-mode

A Code Mode MCP server for the e2b API, giving agents three tools (search, execute_read, execute_write) to write and run JavaScript functions inside sandboxed environments for API discovery and calls.

DeepMap AI MCP Server

Provides 25 geophysical intelligence tools for multi-hazard risk scoring, earthquake/volcano/tsunami/sinkhole prediction, weather intelligence, insurance underwriting, climate migration, and parametric triggers.

MiniCPM Vision MCP

为DeepSeek、Claude Desktop等AI助手提供本地视觉能力，支持图片描述和视频帧分析，数据不出机。

Biwenger World Cup 2026 Lineup Optimizer

Optimizes your starting XI for Biwenger World Cup 2026 using fixed prices, with API endpoints for lineup optimization, player comparisons, and captain picks. Operates locally without accessing your actual Biwenger account.

@cyanheads/biorxiv-mcp-server

Search and retrieve bioRxiv and medRxiv preprints — by DOI, date interval, or keyword — via MCP.

After Effects MCP Server

Enables AI agents to control Adobe After Effects for project inspection, composition creation, and layer manipulation via a hardened bridge panel.

Community Research MCP

Searches real developer solutions from Stack Overflow, Reddit, GitHub issues, and forums to find battle-tested fixes and workarounds for specific programming problems. Bypasses AI guessing by finding actual community discussions where developers have already solved your exact issue.

Motley MCP Server

Enables AI assistants to query structured NYC family data, including neighborhoods, schools, admissions, safety, health, family resources, kids' activities, and neighborhood comparisons.

Timesheet Assistant MCP

Generates timesheets from activity data and automates submission to PSI Project Server (SharePoint-based systems) using browser automation. Works with Activity Collector MCP to fetch data from GitLab, GitHub, and Calendar services.

OCR MCP Server

A Tesseract.js-based server that enables image-to-text recognition within MCP-compatible environments like Cursor. It supports multiple languages and common image formats, allowing users to extract text from local files using natural language commands.

codex-trajectory

A read-only MCP server that turns Codex task logs into privacy-aware event ledgers and interactive timelines, providing tools to list sessions and retrieve trajectory data with summary or full detail levels.

FortiGate MCP Server

A production-ready MCP server for managing FortiGate firewalls, enabling AI assistants to manage firewall policies, network objects, routing, and device configurations.

MCP with Gemini Integration

Implements a Model Control Protocol server integrated with Google Gemini LLM, providing a flexible framework for building AI-powered applications.