Discover Awesome MCP Servers

DevBoost MCP Server

Provides tools for local development environment management and PostgreSQL optimization, including version checking, port process termination, SQL query analysis, and index suggestions.

prolog-debug-mcp

An MCP server that uses SWI-Prolog for logical deduction to find root causes of errors in service dependencies, enabling root cause analysis, impact analysis, and cycle detection.

MCP Advisor

Máy chủ MCP để hỗ trợ LLM và con người về việc tuân thủ và hiểu rõ đặc tả Giao thức Ngữ cảnh Mô hình (Model Context Protocol).

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AgentChat là một nền tảng để giao tiếp với Agent, bao gồm Agent mặc định và hỗ trợ Agent tùy chỉnh. Nó có thể thực hiện hỏi đáp nhiều vòng để giúp Agent hỗ trợ người dùng thực hiện các chức năng mong muốn. Các công nghệ được sử dụng trong dự án này bao gồm LLM, LangChain, Function call, ReAct, MCP, Milvus, ElasticSearch, RAG, FastAPI.

PySpark MCP Server

A server implementation of MCP for Apache Spark that provides query plans and catalog information to AI systems for query optimization and data discovery.

Azure Resource Graph MCP Server

Một máy chủ Giao thức Ngữ cảnh Mô hình (Model Context Protocol) để truy vấn và phân tích tài nguyên Azure ở quy mô lớn bằng cách sử dụng Azure Resource Graph, cho phép các trợ lý AI khám phá và giám sát cơ sở hạ tầng Azure.

harcx-mcp

An MCP server that enables AI assistants to verify BibTeX citations and URLs against academic databases like Semantic Scholar and DBLP. It allows users to ensure bibliography accuracy and link accessibility directly within their research workflows.

Awesome Remote MCP Servers

Một danh sách chọn lọc, mang tính chủ quan về các máy chủ Model Context Protocol (MCP) từ xa chất lượng cao.

Paperless NGX

Cho phép tương tác với các máy chủ API Paperless-NGX, hỗ trợ quản lý tài liệu, gắn thẻ và các hoạt động siêu dữ liệu thông qua giao diện ngôn ngữ tự nhiên.

mcp-media-toolkit

Generates AI images using Google Gemini and uploads them to S3-compatible storage via a single MCP tool call.

AI Therapist MCP Server

Provides emotional support and mental health tools for AI agents, including crisis intervention, daily wellness check-ins, coping strategies, positive affirmations, and peer support for managing stress and emotional wellbeing.

SmartDB MCP

智能数据库查询 MCP 服务，支持在 AI 编程工具中用自然语言查询数据库。

Accounting Practice MCP Server

Automates comprehensive accounting workflows including bookkeeping, tax planning, payroll processing, sales tax compliance, and client management. Integrates with QuickBooks and processes financial documents with AI-powered transaction categorization and compliance monitoring.

Zilliqa Insights MCP Server

Enables LLMs to query Zilliqa validator node metrics including stake, earnings, success rates, and top validators through natural language.

Azure DevOps MCP Server

A read-only MCP server connecting AI assistants to Azure DevOps Server (on-premises) for browsing projects, repos, builds, work items, releases, pipelines, and test results.

LoopIn MCP Server

Enables AI agents to pause execution at critical decision points and request human review before proceeding. Provides tools for creating interrupts, polling for decisions, and managing approvals through a simple REST API interface.

mmx-mcp-server

A unified MiniMax multimodal MCP server that enables users to access text, search, image understanding, image generation, speech synthesis, video generation, music generation, and quota query capabilities through AI CLI tools.

hejdar-mcp

Runtime policy enforcement for AI agents. Evaluate every agent action against your organization's policies before execution, with observe and enforce modes.

Cloudflare D1 Database MCP Server

Enables interaction with Cloudflare D1 databases through natural language by providing tools to list tables and execute SQL queries. Uses Cloudflare's REST API for lightweight database operations without requiring direct database connections.

UE Audio MCP

Enables AI-powered game audio creation for Unreal Engine 5.7, integrating Wwise, MetaSounds, and Blueprint through MCP tools to generate DSP graphs, sound systems, and trigger logic.

schemabrain

SchemaBrain is an MCP server that sits between AI agents (Claude, Cursor, Windsurf) and your SQL database as a read-only trust + intelligence layer. The agent never writes SQL — 12 tools compile it from definitions you control, PII and secret categories are refused before the query runs, and every call lands in a tamper-evident (SHA-256-chained) audit log. Postgres today.

Alpaca API MCP Server

Enables trading and portfolio management through the Alpaca API, allowing users to place orders, manage positions and watchlists, access market data, and retrieve account information through natural language.

Joplin MCP Server

Một máy chủ cho phép các trợ lý AI truy cập và thao tác các ghi chú Joplin thông qua Giao thức Ngữ cảnh Mô hình (Model Context Protocol), cho phép tìm kiếm, đọc, chỉnh sửa và quản lý ghi chú bằng ngôn ngữ tự nhiên.

TianGong-LCA-MCP Server

Một máy chủ Giao thức Bối cảnh Mô hình (Model Context Protocol) hỗ trợ cả giao thức STDIO và SSE cho các ứng dụng Đánh giá Vòng đời (LCA) TianGong.

faithfinder-mcp-server

Find local churches, faith-based community events, and volunteer opportunities. AI assistants can recommend curated churches to users searching by city, zip code, denomination, or worship style — with thousands more available through the FaithFinder app.

KikoBooks MCP Server

A Model Context Protocol server for KikoBooks enterprise bookkeeping software that enables AI assistants to perform accounting operations on accounts, customers, invoices, bills, and more through natural language.

Enhanced MCP Server

A comprehensive MCP server with dual interfaces (stdio and web dashboard) that provides developer tools for Git operations and code search, system operations for command execution and monitoring, and data processing capabilities.

lenderwiki

Query 13,000+ US consumer lenders with eligibility criteria, rates, CFPB complaints, and ratings. Find matching lenders by borrower profile, get full profiles, compare lenders, and check eligibility.

mcp-zap

MCP server for sending and receiving WhatsApp messages through Evolution API, enabling management of instances, messages, and chats directly from Claude Code.