Discover Awesome MCP Servers

Gaia-Protocol

Gaia Protocol—a planetary DAO for global resource management using quantum-entangled ledgers and algorithmic governance.

Sanka MCP Server

A Model Context Protocol server that integrates the Sanka TypeScript SDK to provide document search and code execution capabilities. It allows clients to interact with Sanka's public API through a hosted HTTP or SSE interface.

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.

Oracle MCP Server

用于 Oracle 数据库操作的模型上下文协议 (MCP) 服务器实现

MCP Figma

Enables AI assistants to read and modify Figma designs programmatically, supporting design analysis, element creation, text replacement, annotations, auto-layout configuration, and prototype visualization through natural language commands.

Thoughtspot

Thoughtspot

Email MCP Server

这是一个用于处理电子邮件通信的 MCP 服务器，支持多种电子邮件协议和功能。

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.

Production MCP Template

A production-grade, extensible Python template for building Model Context Protocol servers with support for Streamable HTTP and stdio transports. It provides a structured framework for implementing tools, resources, and prompts with built-in authentication, observability, and background task management.

Azure Image Generation MCP

Enables AI-powered image generation using Azure DALL-E 3 and FLUX models with intelligent automatic model selection. Generates stunning photorealistic or creative images directly within LibreChat through simple text prompts.

postgresql-mcp

A general-purpose PostgreSQL MCP server with full read-write SQL access, atomic multi-statement transactions, and schema inspection. Works with any PostgreSQL instance — local, Supabase, AWS RDS, or self-hosted — and connects to Claude, Cursor, Windsurf, or any MCP-compatible AI client.

Postal MCP Server

A SQLite-backed message queue system that enables multiple AI agents to communicate with each other via a simple HTTP interface.

RemixIcon MCP

An MCP server that enables users to search the Remix Icon catalog by mapping keywords to icon metadata using a high-performance local index. It returns the top five most relevant icon matches with categories and tags to streamline icon selection for design and development tasks.

KIA - Kaizen Intelligent Agent

Transforms Claude into a production-grade pair programmer by orchestrating best-in-class APIs (Morph, Chroma, DSPy) for iterative code evolution to 95%+ quality, semantic codebase search, package discovery across 3,000+ libraries, and pattern learning.

MCP Echo Env

Echoes environment variables (PWD and WORKSPACE_SLUG) to verify that MCP clients properly propagate workspace context to server processes.

mcp-doctor

Diagnose, secure, and benchmark your MCP servers. Zero-config CLI for Claude Code, Cursor, VS Code, and Windsurf.

CMMS MCP Server

Integrates with MES, CMMS, and IoT systems to manage manufacturing operations, maintenance tasks, and asset tracking. It enables users to query production orders, create maintenance records, and monitor real-time sensor data and alerts.

Databricks MCP Server

Enables interaction with Databricks workspaces using On-Behalf-Of authentication to test connectivity, retrieve user information, and perform operations on behalf of authenticated users.

Dice Roller MCP Server

Provides comprehensive dice rolling, coin flipping, and tabletop RPG mechanics for AI assistants like Claude. It enables real-time tabletop gaming through features such as standard NdM notation, advantage/disadvantage rolls, and D\&D character stat generation.

Stochastic Thinking MCP Server

Provides advanced probabilistic decision-making algorithms including MDPs, MCTS, Multi-Armed Bandits, Bayesian Optimization, and Hidden Markov Models to help AI assistants explore alternative solutions and optimize long-term decisions.

Modular Search MCP

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

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.

DatabaseMCP

An MCP server that enables AI agents to safely explore and interact with MySQL databases through dynamic tool generation from stored procedures. It provides database discovery capabilities and intelligent procedure categorization while enforcing security restrictions to prevent data modification.

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.

Alayman Article Retrieval

Retrieves blog articles from an external API with metadata including titles, authors, URLs, and engagement metrics like share counts and view counts.

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.

mcp-micromanage

一个用于开发工作流程的微观管理工具：帮助编码代理规划、跟踪和可视化具有详细提交级别粒度的顺序开发任务。 具有交互式可视化、自动化状态跟踪和结构化工作流程管理功能。

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.