Discover Awesome MCP Servers

par5-mcp

Enables parallel execution of shell commands and AI coding agents (Claude, Gemini, Codex) across lists of items like files or URLs, with batched processing and real-time streaming output for batch operations.

Git Auto Commit MCP Server

Analyzes git changes in repositories and generates conventional commit messages using OpenAI's GPT models, supporting both staged and unstaged changes with detailed summaries.

memora

Persistent memory with knowledge graph visualization, semantic/hybrid search, importance scoring, and cloud sync (S3/R2) for cross-session context management.

Outline MCP Server

An MCP server that enables reading, writing, and searching documents in Outline via its API. It supports document management, full-text search, and collection organization using Markdown formatting.

Project Tracking MCP Server

Enables project and task management through a lightweight SQLite database, allowing users to create projects, add categorized tasks, track status changes, and get project statistics through natural language commands.

GSC-MCP-Server

Connects Google Search Console to MCP clients to query search analytics, manage sitemaps, and perform URL inspections. It enables users to identify SEO opportunities and generate performance reports through natural language interactions.

MCP Server Basic

A basic MCP server example that provides simple arithmetic tools (addition and subtraction) and personalized greeting resources. Serves as a foundation for learning MCP server implementation and development.

mcp-nativewind

Rransforms Tailwind components to NativeWind 4.

Chess MCP Server

Enables Large Language Models to play chess agentically with real-time HTML board visualization and a hybrid AI engine featuring ten difficulty levels. It supports interactive games between users and agents, including a web dashboard to monitor active matches.

LINE Bot MCP Server (SSE Support)

Integrates the LINE Messaging API with AI agents via the Model Context Protocol, supporting both stdio and SSE transport protocols. It allows agents to send messages, manage rich menus, and retrieve user profile information for LINE Official Accounts.

Rules MCP Server

An MCP server that allows coding agents to look up contextual rules and patterns on demand, providing just-in-time guidance for specific tasks like writing tests or authoring UI.

Skill Seekers

Transform 17 source types into AI-ready skills and RAG knowledge, directly from Claude Code.

MCP Workspace Server

An all-in-one MCP server providing complete AI agent capabilities including file operations, code execution (Python/Node.js), one-click web deployment with wildcard domain support, Excel/CSV processing, and image generation in isolated multi-tenant workspaces.

Custom Context MCP Server

A Model Context Protocol server that transforms text into structured JSON data using templates with placeholders.

Aragorn

A direct kernel debugger MCP server for Windows security research that connects to VM kernels via kdnet using DbgEng COM interfaces. It exposes over 60 tools for memory inspection, breakpoint management, and coordinated execution control between the host and target VM.

agentos-mcp-server

Governance kernel for AI agents — policy enforcement, code safety verification, multi-model hallucination detection (CMVK), trust attestation (IATP), and immutable audit trails. Works with Claude Desktop, Cursor, and any MCP client.

Survey Cross-Analysis MCP Server

An AI-driven tool for processing survey data that supports cross-tabulation, NPS and satisfaction scoring, and automated Excel report generation. It enables users to analyze datasets via natural language for tasks like merging response options and identifying demographic differences.

Nerdearla Agenda MCP Server

Provides real-time access to the Nerdearla conference agenda, enabling users to query upcoming talks, past sessions, topic recommendations, and event schedules through natural language interactions.

Medusa Mcp

MCP server for Medusa JS SDK

Polygon-io MCP Server

Polygon-io MCP Server

RemoteZip MCP Server

Enables accessing and extracting files from remote zip archives over HTTP, HTTPS, and FTP without downloading the entire archive. Supports listing files, extracting individual files, and getting file information using partial reading techniques.

Up Bank MCP Server

An MCP wrapper for Up Bank's API that allows Claude and other MCP-enabled clients to manage accounts, transactions, categories, tags, and webhooks from Up Bank.

Ultimate All-in-One MCP Server

A comprehensive collection of 103 tools providing capabilities for text processing, data analysis, web development, and business management in a single server. It is designed for rapid deployment to Vercel and integrates seamlessly with MCP clients like Claude and Cursor to automate diverse workflows.

Gmail MCP Server

Enables AI assistants to manage Gmail by reading unread emails with automatic classification, creating AI-generated draft replies, and saving drafts directly to Gmail through the Gmail API.

lint-mcp

Enables intelligent Go code quality checking with smart change detection through golangci-lint integration. Automatically detects branch development scope and focuses on current changes to avoid historical code issues.

Magento 2 Development MCP Server

Enables AI agents to interact with Magento 2 development environments through comprehensive tools for module management, database operations, cache control, configuration management, and system diagnostics. Supports complete development workflows from module creation to deployment and troubleshooting.

Remote MCP Server (Authless)

A template for deploying an MCP server without authentication on Cloudflare Workers. Allows connection from Claude Desktop and AI Playground to use custom tools remotely.

MindBridge MCP Server

An AI router that connects applications to multiple LLM providers (OpenAI, Anthropic, Google, DeepSeek, Ollama, etc.) with smart model orchestration capabilities, enabling dynamic switching between models for different reasoning tasks.

Shopify MCP Server

Enables interaction with Shopify stores through GraphQL API, providing tools for managing products, customers, orders, and more.