Discover Awesome MCP Servers

FastAPI MCP Server

A comprehensive MCP server providing 21+ tools for mathematical operations, string manipulation, file handling, utilities, and web requests via FastAPI and WebSocket.

GAS MCP Server Advanced

An enterprise-grade MCP server that integrates AI agents with Google Sheets and Apps Script using over 100 specialized tools for automation and data analysis. It features a self-healing architecture with advanced security and observability for production-ready workflows.

Screenshot MCP Server

Enables AI assistants running in WSL to capture Windows screenshots of full desktops, specific monitors, or individual windows by title or process name. It features DPI awareness, automatic path conversion between WSL and Windows, and customizable storage options.

aum-mcp-server

A personal MCP server split into focused servers — each loads only the tools it needs, keeping Claude's context lean.

Google Ads MCP Server

This MCP server searches Google's public ads database and uses AI to analyze ad images/videos, with intelligent caching for performance.

frx-director-mcp

MCP server that lets a high-capability director model drive the firefox-reverse browser's built-in reverse-engineering Agent, with a cheap worker model executing all tooling.

mcp-gads

Enables querying and managing Google Ads campaigns, keywords, assets, and more via natural language, with support for multiple MCP clients.

Proxmox MCP Server

Manages Proxmox VE clusters through the official PVE API with 22 tools for cluster status, VMs/containers, storage, snapshots, and provisioning. Supports stdio or HTTP/StreamableHTTP transports with optional OAuth for Gemini and multi-server configurations.

OpenLore

A frontier knowledge base that’s minimal extensible and agent-native. Built to keep your team’s shared context current and inspectable.

funding-arb

Scans funding rate arbitrage opportunities across perpetual exchanges (Hyperliquid, Binance, Bybit, OKX) and returns cross-venue spreads and annualized yields. Uses x402 micropayments for pay-per-call access.

agent-cost-lens-mcp

Provides cost analysis of AI agent usage by previewing scrubbed metadata before upload and analyzing spend, cache-hit rates, and waste recovery through a local or remote server.

Outscraper MCP Server

A Model Context Protocol server that provides access to Outscraper's data extraction services, implementing 8 tools for extracting data from Google services and domains including Maps, Reviews, Search, and contact information.

CoursePack Local MCP Server

Read-only MCP server that provides Claude Desktop with access to converted Canvas course exports, including Markdown files, reports, and search tools for local course content.

🚀 Model Context Protocol (MCP) Server Python Template 🐍

鏡 (Kagami)

semfora-error-reporter

Provides tools for logging, confirming, and triaging issues with the semfora-engine, enabling AI agents to report bugs discovered during workflows.

Understand-Anything MCP Server

Bridges codebase structural analysis, architectural rules, and CI/CD validation with MCP clients, enabling LLMs to check blast radius and prevent breaking changes.

Ollama_MCP_Guidance

Ollama APIとの連携を標準化するインターフェースを提供する、Model Context Protocolサーバーです。JSONレスポンス、エラー処理、そしてLLMベースのAPI呼び出しに対するインテリジェントなガイダンスを提供します。

mcp-ip2location

Enables AI assistants to perform IP geolocation, proxy detection, and domain WHOIS lookups using IP2Location.io and IP2WHOIS data.

PhoneOnCloud MCP Server

Enables AI assistants to remotely control Android devices in the cloud via P2P WebRTC, providing tools for screenshots, touch input, file management, and automation scripts.

Newsbang MCP

Newsbang MCP is a powerful Model Context Protocol (MCP) server that provides access to real-time news intelligence through three essential tools: get_today_top_news,search_news,get_news_deep_report_and_analysis

Test MCP Server

MCPサーバー機能のテストリポジトリ

Mega Agent MCP

A unified MCP server providing tools for web search, GitHub analysis, document parsing, browser automation, secure code execution, and forum parsing, enabling LLMs to perform a wide range of external tasks through a single backend.

archivist-mcp

A self-hosted MCP server that provides Claude with a git-versioned document vault, featuring dataset-based access control with keys, OAuth authentication via GitHub, and automatic commits on every write.

Colab MCP

An MCP server that bridges local AI agents to Google Colab notebooks, enabling execution of Python code and interaction with notebook states directly from the agent.

spt-forge-mcp

MCP server for the SP-Tarkov Forge API. Exposes Forge endpoints as MCP tools over stdio, letting LLMs search mods, check updates, resolve dependencies, browse addons, and list SPT versions.

YouTube MCP Server

鏡 (Kagami)

tripwire-guard

Provides a local, read-only MCP server that scans untrusted text for prompt-injection and returns an allow/review/block decision with evidence. It runs entirely on-device with no network requests and redacts sensitive strings by default.

Mailing Manager MCP

Enables AI assistants to manage multiple email accounts with secure credentials, local full-text search, thread-aware replies, and automation.

Dokmatiq DocGen

PDF/DOCX/Excel generation from HTML/Markdown with stationery overlay, ZUGFeRD/XRechnung e-invoicing, digital signing, form filling, and AI receipt OCR with DATEV/SKR03 export.