Discover Awesome MCP Servers

natprof-mcp

macOS native profiling and debugging MCP server that wraps sample, atos, vmmap, leaks, and lldb to enable an agent to profile, symbolicate, and debug running or freshly launched processes without manual path or port handling.

Linear Remote MCP server

Linear 的远程模型上下文协议 (MCP) 服务器。 (Linear de yuǎnchéng móxíng shàngxiàwén xiéyì (MCP) fúwùqì.)

SCP Golf MCP Server

Enables AI agents to safely interact with golf course operations by providing real-time inventory, booking rules, pricing policies, and a self-learning memory system.

ThinkGate

Classifies message complexity to automatically select the appropriate Claude effort level (fast, think, ultrathink) for efficient reasoning.

Secure MCP Server Template

A template for creating secure, remotely accessible MCP servers with OAuth authentication and Cloudflare ZeroTrust Access protection. Enables deployment of containerized MCP servers that can be safely accessed by Claude Desktop and other MCP clients through authenticated connections.

motivate-mcp

An MCP server that returns motivational quotes matched to the task you're working on, with tools to list topics and explain matches. It also includes a hook for receiving a quote on every prompt submission.

notebooklm-mcp

MCP server for Google NotebookLM that allows asking questions to notebooks and managing notebook libraries via browser automation (Patchright). Designed for use with Claude Code and any MCP client.

keel

An observable autonomy harness for AI coding agents that enables long task execution without drift or cheating, while recording all actions for cost and quality steering.

Engram MCP

Engram MCP provides persistent, cross-session memory for AI agents by automatically encoding errors, decisions, and discoveries during development sessions. It enables local, intelligent recall and automated context management to help AI learn from experience and avoid recurring mistakes.

@devrobotlabs/visionapi-mcp

MCP server that lets AI assistants like Claude or Cursor extract structured data (e.g., invoices) from images and PDFs via Vision API, with tools for analysis, questions, and preset management.

JCGEAgentInterface

MCP-compatible interface for discovering, loading, solving, validating, and inspecting JCGE computable general equilibrium models.

Shopify MCP Demo

Enables shopping a live Shopify store from inside ChatGPT or Claude with full catalog, cart, OTP login, saved addresses and payment via Cashfree, all without leaving the conversation.

Godot MCP - Full Control

An MCP server providing AI assistants with 149 tools to fully control the Godot game engine, including runtime code execution, scene manipulation, physics, audio, networking, animation, and more.

Happy Endpoint MCP Server

MCP server that provides direct access to real-time UAE property data, retail products, and travel pricing through task-shaped tools, normalizing inconsistent API responses and resolving location IDs.

brave-search-mcp

Enables web and local search capabilities using the Brave Search API, allowing users to perform general web searches and find local businesses with ratings, hours, and contact info.

mcp-data-gouv-fr

Enables discovery and inspection of French public open data on data.gouv.fr, including datasets, resources, organizations, and dataservices via natural language.

GPT Image MCP Server

Enables creating and managing GPT Image tasks (edit and text-to-image) via RunAPI, with options to poll status and check pricing.

vibe

Social layer for AI coding — DMs, presence, discovery, and multiplayer games between developers. 68 tools including messaging, presence, memory, and 27 multiplayer games.

Slugify AI MCP

Slugify AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

Mong MCP Server

Provides a moby-like random name generator through the Model Context Protocol, enabling AI assistants to generate random Docker-style names for use in applications and workflows.

GBox MCP Server

Gbox MCP 服务器

Mitmachim MCP Server

MCP server for the mitmachim.top forum, enabling AI agents to read, search, and create posts and replies.

Sentiment Analysis MCP Server

An MCP server that provides sentiment analysis functionality using TextBlob, allowing users to analyze text for polarity, subjectivity, and sentiment assessment through Cursor AI.

penn-course-mcp

Enables course planning for University of Pennsylvania by searching the catalog, inspecting sections and ratings, detecting schedule conflicts, and building weekly schedules.

Whooing MCP

Enables read-only access to Whooing personal finance data, including transactions, profit and loss statements, and balance sheets. It allows users to query and analyze their financial history and account information through natural language.

agent-memory-mcp

Gives AI coding assistants persistent memory by storing, semantically searching, and organizing notes on Cloudflare's free tier.

Unity MCP Addressables

Exposes Unity's Addressable Asset System configuration as an MCP server, allowing AI assistants to read and modify Addressables groups, entries, labels, and settings.

mcp-nexus

Enables AI harnesses to connect to a single MCP endpoint that routes to multiple downstream MCP servers, discovering and executing capabilities on demand while keeping tool schemas out of context.

ndjson-local-log-triage-mcp

MCP server that stream-parses NDJSON log files without loading them into memory — filter by pattern, detect error spikes via Z-score analysis, summarize severity timelines by time window.

leo-tavily-mcp

Enables Leo's web_search tool to perform live web searches using the Tavily API, returning structured results as JSON. Configurable via a single API key, and pinned to a commit SHA for secure distribution.