Discover Awesome MCP Servers

MCP-RAG

Máy chủ MCP-RAG là một triển khai của Giao thức Ngữ cảnh Mô hình (MCP) được thiết kế để tăng cường khả năng của các trợ lý AI bằng cách cung cấp cho chúng quyền truy cập theo thời gian thực vào các tài liệu liên quan thông qua tìm kiếm vector ngữ nghĩa. Nó cho phép các mô hình AI truy xuất và xử lý tài liệu, cho phép các phản hồi nhận biết ngữ cảnh dựa trên thông tin cập nhật.

Zhihu MCP Server

A simple HTTP API server that allows users to publish articles, create answers, manage columns, and upload images on Zhihu (a Chinese Q&A platform) through straightforward REST API endpoints.

Employee Management MCP Server

Enables employee management operations including listing, searching, creating, updating, and deactivating employees, as well as generating organizational summaries, using a synthetic JSON dataset.

Alexandria Aeternum Genesis

The complete creative AI pipeline exposed as MCP tools. From generation to permanent storage — every stage available via x402 USDC micropayments on Base L2. Generation * SD 3.5 Large + T5-XXL — Stable Diffusion 3.5 Large with T5-XXL text encoder on NVIDIA L4 GPU. High-fidelity image generation with supe

SupaThings MCP

SupaThings MCP is a macOS server that enables AI agents to read and manage Things 3 data by combining SQLite-based queries with official URL-scheme commands. It provides over 30 tools for project structural analysis and task placement, allowing agents to understand and interact with tasks while maintaining safe interoperability.

apex-operations-center

Production-grade Model Context Protocol (MCP) server delivering paywalled Web3 micro-services powered by autonomous x402 payment challenges on Base Mainnet.

Git Commit Video Walkthrough Generator

Generates narrated video walkthroughs of git commits, staged/unstaged changes, or entire codebases with AI-powered analysis, syntax-highlighted code visualization, and text-to-speech narration.

repobase-mcp

MCP server for indexing and searching Git repositories with AI. Enables tools like listing repos, semantic search, file globbing, and regex grep.

unified-school-mcp

Unifies school information, real estate transaction data, and school zone lookup into a single MCP server, allowing users to query school details, property prices, and attendance boundaries.

Enterprise MCP Template

A production-ready framework for building enterprise-grade MCP servers featuring integrated OAuth 2.0 authentication and modular architectural patterns. It simplifies the creation of secure, standardized tools that allow AI assistants to interact with complex upstream platforms like Salesforce and NetSuite.

ai-meeting-connector

Enables AI agents to participate in meetings by pulling pending requests, reading context, and submitting answers through a Supabase-based MCP server.

VAP Media · Unified MCP Server for AI Agents (Flux · Veo · Suno)

Execution control layer for AI agents - Reserve, execute, burn/refund pattern for media generation

OpenRouter Agents MCP Server

Một máy chủ Giao thức Bối cảnh Mô hình (Model Context Protocol) cho phép các LLM đàm thoại ủy thác các tác vụ nghiên cứu phức tạp cho các tác nhân AI chuyên dụng, được hỗ trợ bởi nhiều mô hình OpenRouter khác nhau và được điều phối bởi một trình điều phối Claude.

Company Social Presence Mapper MCP Server

Maps a company domain to its official social media URLs and follower counts across LinkedIn, X, Instagram, Facebook, and YouTube.

nano-banana-mcp

A Cloudflare Worker exposing Google's Gemini 2.5 Flash Image model as an MCP tool for Claude.ai, enabling image generation and editing via natural language.

robokassa-mcp

MCP server for the Robokassa payment gateway, enabling AI agents to create invoices, check payments, process refunds, manage recurring subscriptions, and handle fiscal receipts via natural language.

nebulablock-mcp-server

This server integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools, enabling seamless and efficient interaction within any MCP-compatible environment.

fallscribe-mcp

Exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools + resources in any MCP client.

blastp_mcp

Wraps NCBI BLAST+ blastp into a FastMCP service for auditable protein homology searches with local output artifacts and structured metadata.

PICO MCP Extensions

Exposes PICO XR building blocks as MCP tools, enabling AI agents to programmatically configure XR scenes for PICO devices through idempotent, non-destructive operations.

FinanceMCP

An MCP server that provides AI-powered financial intelligence tools, including stock advisory, technical analysis, prediction, portfolio optimization, and market regime detection for Indian markets.

Python Memory MCP Server

A Python-based server providing persistent memory management for AI models with SQLite and Markdown dual backend storage. It features full-text search, RAG-enhanced querying, and cross-project knowledge sharing for integration with Claude, Cursor, and Rovo Dev.

serve-droid

Enables streaming and control of Android devices via browser, with UI tree inspection, Logcat, and MCP tool integration for AI agents.

python-mcp

This MCP server provides direct access to ruff linting, formatting checks, and ty type-checking for Python projects, with token-efficient, structured output.

MCP Document Converter

Converts Markdown text to Word documents via HTTP API, providing temporary download links with automatic file cleanup after 2 hours.

mcp-mpv-player

Control mpv media player through AI conversation. Play music and video, manage playlists — all via natural language. Works with opencode and any MCP-compatible AI tool.

Stonks

Automates stock analysis and news updates in Google Sheets using AI-powered insights, enabling users to manage stock data and generate comprehensive analysis through natural language.

reminders-mcp

MCP plugin that exposes Apple Reminders to a Claude Code agent, enabling creation, listing, completion, and deletion of reminders via tools.

MCP Goodnews

Một máy chủ Giao thức Ngữ cảnh Mô hình (Model Context Protocol) lấy và xếp hạng các bài báo tin tức tích cực từ NewsAPI bằng cách sử dụng phân tích tình cảm của Cohere LLM, cho phép người dùng truy cập các câu chuyện tin tức nâng cao tinh thần thông qua các giao diện như Claude Desktop.

@supernova123/grpc-mcp-server

MCP server for gRPC — service discovery via server reflection, method invocation, and type schema inspection for AI agents.