Discover Awesome MCP Servers

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.

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 WebSearch

An MCP server for Claude Code that provides web search via Perplexity Sonar and image generation through OpenRouter, with cost-aware tool design and budget controls.

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-vision

MCP server for vision capabilities, enabling screenshot, camera, and image analysis using Ollama vision models.

WarpGBM MCP Service

Provides GPU-accelerated gradient boosting model training and inference through a cloud service. Enables AI agents to train models on NVIDIA A10G GPUs and get fast cached predictions with portable model artifacts.

CodeScope

A local-first MCP preflight system to help AI inspect Python repositories before generating code, enabling reuse, extend, or create decisions. Currently in early development with only foundational modules implemented.

preflight-ios-mcp

Comprehensive MCP server for iOS Simulator automation, enabling AI agents to control simulators via tap, swipe, type, accessibility inspection, app debugging, and device management.

DeSo MCP Server

A comprehensive Model Context Protocol server that transforms Cursor's AI assistant into a DeSo blockchain development expert, providing complete API coverage, debugging solutions, and code generation for DeSo applications.

Feishu MCP Server

Enables Claude to read and interact with Feishu (Lark) documents, spreadsheets, and multi-dimensional tables. It provides tools for extracting content and metadata from various Feishu resources through secure OAuth or tenant-level authentication.

nic-cl

Enables querying .cl domain information from NIC Chile, including recent registrations, search, WHOIS, and deleted domains.

MCP GeneLab Server

Converts natural language queries into Cypher queries against the NASA GeneLab Knowledge Graph, enabling AI-assisted analysis of spaceflight experiments and their biological effects.

SCR Banco Central (Detalhado)

Provides detailed credit operation records from the Brazilian Central Bank's SCR system for individuals or companies, filterable by reference month and year. Enables read-only queries through a single hosted tool.

oracle-sqlplus-mcp

An MCP server that connects to Oracle databases using sqlplus, enabling SQL queries, schema exploration, and DDL/DML execution through natural language.

ProxmoxMCP-Plus

Enhanced MCP server for managing Proxmox virtualization platforms with complete VM lifecycle management, LXC container support, and OpenAPI integration. Enables natural language VM creation, power management, and comprehensive cluster monitoring through secure API access.

Stream MCP Server

An MCP server for Evertrust Stream, a PKI platform, allowing LLM clients to manage certificate authorities, issue/revoke X.509 and SSH certificates, and operate PKI infrastructure through natural language.

网易云音乐 MCP Server

通过 MCP 协议让 AI 操控网易云音乐，实现一起听、搜歌、点歌、切歌、发私信和查歌单等功能。

Polish Business Intelligence MCP

Provides AI agents with real-time access to Polish official data: VAT whitelist for company verification and NBP exchange rates, enabling checks on VAT status, company details, and currency conversion without API keys.

Pterodactyl MCP Server

Enables managing Pterodactyl Game Panel servers via Client and Application APIs, including power actions, files, databases, backups, schedules, and administrative operations.

Brave Search MCP Server

An MCP implementation that integrates the Brave Search API, providing comprehensive search capabilities including web, local business, image, video, news searches, and AI-powered summarization.

WinCC V8 MCP Server

MCP server providing access to Siemens WinCC V8 SCADA systems via REST API, enabling tag management, alarm logging, and archive operations.

mcp-sanctions-check

MCP server for OFAC SDN sanctions screening. Check names against US Treasury sanctions lists with automatic cache refresh. No API key needed for the check itself.

genesys-memory

Causal graph memory engine for AI agents. Scores memories using relevance × connectivity × reactivation, connects them in a causal graph, and actively forgets irrelevant ones. 11 MCP tools including store, recall, search, traverse, and explain.

nworks

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

Prycd Pricing MCP Server

Enables access to the Prycd Pricing API for retrieving estimated property values and performing health checks on the API service.

MCP Server Tester

Model Context Protocol (MCP) サーバー用の自動テストツール - 開発中

Panda Odoo MCP Server

Enables seamless interaction with Odoo instances through the Model Context Protocol, supporting CRUD operations, custom method execution, and real-time updates. It offers versatile communication via stdio and HTTP protocols, including support for streaming and Server-Sent Events.

Browser MCP

Automate your browser with AI using an MCP server and Chrome extension, enabling fast, private, and stealthy browser control with your existing sessions.

pain001-mcp

A Model Context Protocol server that exposes the pain001 ISO 20022 Customer Credit Transfer Initiation library as agent tools, enabling AI assistants to generate and validate standardized payment XML messages.