Discover Awesome MCP Servers

Google Ad Manager MCP Server

Enables AI assistants to manage Google Ad Manager campaigns, line items, creatives, and advertisers through natural language, automating ad operations that normally require countless clicks through the UI.

GitHub Brain MCP Server

Summarizes GitHub discussions, issues, and pull requests by storing data locally for fast, token-efficient responses.

Discogs MCP Server

Enables finding the best-sounding pressing of an album and mood- and taste-based music recommendations via Discogs.

mcp-swagger-schema

An MCP server that allows users to query and retrieve request and response JSON schemas directly from Swagger/OpenAPI specifications. It supports automatic reference resolution and path parameter matching to help AI models interact with API interfaces.

simple-memory-mcp

Provides AI assistants with persistent memory across sessions using local SQLite and keyword search, allowing storage and retrieval of user preferences, project context, and decisions.

API Ninjas MCP

Wraps the API Ninjas multi-endpoint data API, enabling AI agents to access a wide range of data sources through natural language queries.

OpenAPI to MCP Server

Converts any OpenAPI/Swagger spec into an MCP server, exposing REST API endpoints as tools for Claude.

Modular Search MCP

A VS Code extension that integrates DuckDuckGo web search capabilities with GitHub Copilot Chat through a Model Context Protocol server.

PlantUML CSA MCP Server

Generate Control System Architecture (CSA) diagrams using PlantUML via the Model Context Protocol (MCP). Supports ISA-95 Purdue model, industrial symbols, and multiple protocols.

mcp-micromanage

Một Công Cụ Quản Lý Chi Tiết cho Quy Trình Phát Triển: Giúp lập trình viên lên kế hoạch, theo dõi và trực quan hóa các tác vụ phát triển tuần tự với độ chi tiết đến từng commit. Tính năng trực quan hóa tương tác, theo dõi trạng thái tự động và quản lý quy trình làm việc có cấu trúc.

Redshift MCP Server

Enables connecting to Amazon Redshift and executing SQL queries with read-only safety checks.

Vibetest Use

Launches multiple Browser-Use agents to automatically test websites for UI bugs, broken links, accessibility issues, and other technical problems on both live and localhost sites.

MCP SSH Agent

A server that enables secure interaction with remote SSH hosts through standardized MCP interface, providing functions like listing hosts, executing commands, and transferring files using native SSH tools.

figma-console-mcp-autodocs

Enables AI assistants to read, create, and modify Figma designs, synchronize design tokens bidirectionally, and auto-document component-variant sets via Obra Autodocs integration.

MCP Bridge

Converts existing HTTP operations and cURL commands into structured, local-first MCP tools that AI agents can call safely.

yo-bug

An MCP server that gives AI coding assistants QA superpowers, enabling users to report bugs by pointing, clicking, or typing while automatically capturing diagnostic data for AI-driven test-feedback-fix loops.

Service Health MCP Server

A professional-grade MCP server that enables AI assistants to monitor web services, APIs, and HTTP endpoints with enterprise-level security.

gqai

gqai

Redis MCP Server

Enables AI agents to manage and search data in Redis using natural language. Supports hashes, lists, sets, sorted sets, streams, JSON, and vector search.

MCP Observer Server

A file monitoring server that tracks filesystem events and provides real-time notifications to AI assistants, enabling them to automatically respond to file changes without manual updates.

Amp MCP

Provides developer-focused documentation and tools for building applications on Amp, a high-performance blockchain ETL system. Includes guides, schemas, code examples, and troubleshooting resources for querying and transforming blockchain data.

Obsidian MCP Server

Enables users to search, list, and read notes in an Obsidian vault via a CLI or HTTP API, integrating with Obsidian for note management.

sceptre-mcp-server

MCP server that exposes Sceptre CloudFormation management operations as tools for AI agents.

nworks

NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tasks, and boards. AI agents can manage NAVER WORKS directly.

hearthstone-oracle

Hearthstone MCP server with card search, deck analysis, and strategy coaching. Gives LLMs access to every Hearthstone card plus built-in strategy knowledge for deck building and gameplay advice.

forsale-mcp

Exposes Kuwait's 4Sale marketplace to LLM agents through 62 tools for searching listings, evaluating prices, detecting scams, and more, enabling live-data-driven answers.

bitbank MCP Server

MCP server for bitbank cryptocurrency exchange enabling ticker, candlestick, order book, and transaction data retrieval.

Remote MCP Server on Cloudflare

Enables the deployment of a remote Model Context Protocol server to Cloudflare Workers without authentication. It allows users to define custom tools that can be accessed via SSE by clients like Claude Desktop or the Cloudflare AI Playground.

Legion Database MCP Server

A unified MCP server for querying and managing multiple database types (PostgreSQL, MySQL, SQL Server, etc.) via natural language through AI assistants.