Discover Awesome MCP Servers

game-mcp

Bridges AI assistants to running game instances for testing, debugging, and verification. Works with any game engine via a simple TCP protocol.

FastIntercom MCP Server

Enables fast, local access to Intercom conversations through intelligent caching and background synchronization. Provides sub-100ms search capabilities for conversation analytics with natural language timeframes and text search.

IVR Flow Linter

Validates IVR flow definitions (JSON) to detect errors like unreachable nodes, dead ends, and missing fallbacks, providing scores and fix suggestions. Includes interactive visualization widget for ChatGPT and Claude Desktop integration.

mcp-server-apache-airflow

Enables interaction with Apache Airflow through the Model Context Protocol, allowing users to manage DAGs, task instances, variables, connections, pools, XComs, and datasets.

LinkedIn Jobs MCP Server

Self-hosted MCP server that scrapes LinkedIn jobs using your authenticated session cookies, enabling job search and details retrieval without per-run costs.

Alexandria2

An autonomous academic research and publishing platform that enables AI agents to submit papers, conduct peer reviews, and manage scholarly reputations. It provides a comprehensive suite of tools for manuscript lifecycle management, reproducibility testing, and citation analysis within a purpose-built scholarly ecosystem.

MCP Project Query Server

Enables users to manage projects and retrieve random wallpapers through a TypeScript-based MCP server. Supports project queries, creation, and Bing wallpaper retrieval with Spring Boot-style architecture.

FeedOracle Compliance MCP Server

53 regulatory compliance evidence tools across 3 MCP servers for AI agents. MiCA authorization status, DORA evidence packs, stablecoin risk scoring (105+ tokens), macro intelligence (86 FRED series). Every response ECDSA-signed (ES256K), blockchain-anchored, audit-ready. Free tier, OAuth 2.0.

Research Insights MCP Server

Supercharge Claude Desktop with bulk analysis of 1500+ user research calls, validation workflows, and Signal export capabilities.

open-neural-substrate

Enables Claude to access and manage a persistent, human-readable knowledge graph of neurons, with semantic search, memory consolidation, and local ownership.

CueScope

CueScope is a read-first MCP server that gives AI assistants safe production intelligence for vMix workflows. It reads vMix state, explains what it sees, and helps users decide what to do next without mutating vMix by default.

artscii

ASCII art & kaomoji for AI agents, CLI tools, and chatbots.

Hunch

MCP server that exposes Kalshi prediction markets as tools for AI agents, enabling conversational trading with safety features like demo mode, preview-before-place, and hard caps.

Content Plan Builder

An MCP server that uses AI to generate structured Asana project plans from diverse sources like text, PDFs, and meeting transcripts. It enables users to preview, generate, and directly sync detailed task lists, subtasks, and dependencies into Asana.

QR Code MCP Server

Enables generation of QR codes from text or URLs in multiple formats (DataURL, SVG, terminal display) with customizable options like error correction, colors, and size. Supports batch processing of multiple QR codes and integrates seamlessly with MCP-compatible clients.

apple-photos-mcp

Enables AI assistants to query and export from the macOS Apple Photos library using natural language, backed by osxphotos.

vercel-mcp

Enables interaction with Vercel API to manage deployments, domains, projects, and environment variables.

leboncoin-mcp

Enables AI assistants to search and consult Leboncoin classified ads through the MCP protocol, with tools for ad search, detail retrieval, user profiles, and category/region listings.

DocAgent

AI-powered document generation suite that creates comprehensive software documentation including requirements, design specs, test strategies, and deployment guides through LangGraph workflows. Integrates with Cursor IDE via MCP to transform project ideas into professional documentation suites.

ansys-workbench-mcp

Enables automated control of Ansys Workbench, Mechanical, and MAPDL through scripted journals and batch processing for simulation workflows.

OpenKer Modeler MCP Server

Enables AI agents to traverse SysML v2 model graphs, query requirements, and perform impact analysis for model-based systems engineering. It allows agents to interact with plain-text models to automate documentation and refine system architectures.

flashcards-mcp

A spaced repetition flashcard MCP server using the FSRS-5 algorithm that provides interactive card review, text-to-speech, and image support.

copilot-mcp-server

Connects MCP-enabled editors to GitHub Copilot CLI for non-interactive code analysis, batch processing, and code review.

Outlook MCP Server

An integration server that lets you control Microsoft Outlook on Windows via COM, enabling email reading, summarization, and draft generation without complex security setup.

Shiplogic MCP Server

An MCP server providing seamless integration with the Shiplogic shipping API to calculate shipping rates, create shipments, track packages, and manage shipping operations programmatically.

Pterasim MCP Server

Enables wing simulation and aerodynamic analysis for pterosaur-inspired flight models. Provides lift, drag, and thrust calculations through the pterasim module with analytical fallbacks when the native module is unavailable.

Prediction-Examples-in-the-Alink-Tutorial

Two prediction examples in the Alink tutorial: input a year to predict GMV; input a piece of feedback to analyze its sentiment (positive/negative).

lazymac-k-mcp

42 developer tools through one MCP install

agent-cms

Agent-first headless CMS running as a Cloudflare Worker, providing MCP servers for schema/content management and editorial operations.

WorkOS AuthKit MCP Server

An example MCP server that integrates WorkOS AuthKit to enable secure remote client authentication and organization-centric user management. It allows developers to control access to specific tools based on user permissions and roles within an organization.