Discover Awesome MCP Servers

logsafe

Enables debugging by querying and tailing local log sessions via tools like list_sessions, query_events, and tail_session.

Context3D MCP Server

Enables AI-powered 3D model generation from text and images with PBR textures, supporting blockchain authentication and MCP integration.

ecommerce-sourcing-mcp-ai

Automates cross-platform e-commerce sourcing between JD and Taobao using AI-driven browser automation to search, extract product details, compare prices, and identify profitable arbitrage opportunities.

Yahoo Finance MCP Server

Real-time stock market data for Claude Desktop and any MCP-compatible client, powered by Yahoo Finance.

Kodit

A Code Indexing MCP Server that connects AI coding assistants to external codebases, providing accurate and up-to-date code snippets to reduce mistakes and hallucinations.

Telegram MCP Server

A Telegram integration for Claude, Cursor, and other MCP-compatible clients. It exposes Telegram account, chat, message, contact, media, folder, and admin operations through the Model Context Protocol using Telethon.

FastMCP Science Demo

Exposes science functions like generating random points and plotting sine waves as MCP tools.

Next.js MCP Server

A template MCP server built with Next.js using the Vercel MCP Adapter. Provides a framework for deploying MCP servers with custom tools, prompts, and resources on Vercel with SSE transport support.

Shelf-MCP

Manage a personal library of books, movies, TV shows, and games via Claude, with the ability to add items by photographing a shelf.

Excel Explorer

An MCP server that allows LLMs to read, analyze, and interact with Excel files through file operations, data discovery, and comprehensive analysis tools.

Confluence Downloader

Downloads Confluence Cloud pages as Markdown with images, preserving folder hierarchy and providing YAML frontmatter.

timeseries-mcp

Deterministic time-series statistics for AI agents. This MCP server gives any LLM agent unit-tested statistical tools — anomaly detection, changepoint detection, seasonal decomposition, stationarity/trend tests, data-quality audits, baseline forecasts — with schema-validated structured output and no arbitrary code execution.

discord-mcp

Control your Discord server with AI. Lets you manage channels, roles, members, messages, and more through natural language.

dsh-plugin-chatcut

MCP server that integrates ChatCut's video editing tools into DeepSeek Harness, enabling AI-powered video editing through natural language, including transcript-based edits, captions, motion graphics, and exports.

MCP Email Service

Enables multi-account email management with AI-powered monitoring, intelligent filtering, and automated notifications across multiple platforms including Gmail, Outlook, QQ Mail, and 163 Mail.

Safari MCP Server

Native Safari browser automation for AI agents. 80 tools via AppleScript — zero overhead, keeps logins, runs silently in background. Drop-in alternative to Chrome DevTools MCP with 40-60% less CPU/heat on Apple Silicon.

guardrails-mcp-server

MCP server for AI agent security guardrails. Provides input validation, prompt injection detection, PII redaction, output filtering, policy enforcement, rate limiting, and comprehensive audit logging.

ms-fabric-mcp-server

Enables AI agents to interact with Microsoft Fabric by exposing tools for managing workspaces, notebooks, SQL queries, pipelines, and Livy Spark sessions. It provides a comprehensive set of operations for data engineering and analytics tasks using standard Azure authentication.

constraints-registry-mcp

A single, queryable source of engineering constraints that coding agents consult at code-generation time, exposed over an MCP server.

PowerPoint Automation MCP Server

Enables AI assistants to create, modify, and manage PowerPoint presentations programmatically using python-pptx.

wu-weather-mcp

Exposes Weather Underground personal weather station data as tools in Claude, enabling queries for current conditions, daily summaries, hourly history, and station metadata.

Paint MCP

Controls Windows Paint from Claude via GUI automation, enabling drawing of lines, rectangles, and freehand strokes on the canvas.

Semantica Search MCP

Semantic code search for Claude Code, enabling natural language codebase indexing and search using AI embeddings.

MCP Server Starter

A starter template for building MCP servers that enable AI assistants to interact with custom tools and data.

codex-memory

Provides curated long-term memory for Codex CLI via MCP, with Markdown-based storage, deduplication, and decay-based forgetting.

Cold Email Assistant

Automates cold email outreach for job applications by parsing job postings, generating personalized emails using AI, and sending them or saving as drafts in Gmail with resume attachments.

postgres-mcp-server

A read-only MCP server for querying PostgreSQL databases. It exposes a tool that runs SELECT queries and returns results to the agent.