Discover Awesome MCP Servers

vibe-prompt-mcp

Fix your vibe coding prompts before they reach the AI. Scores and rewrites across 4 dimensions — no API key, no server, just npx. Now with codebase-aware context injection for design, database, API, auth, testing, and state management.

mcp-stepik

MCP server for authoring courses on Stepik. Provides tools for session management, project creation, course synchronization, video upload, and publishing via the Stepik API.

opds-mcp

An MCP server that lets an LLM browse, search, and download books from OPDS catalogs (e.g., Project Gutenberg, Standard Ebooks) using tools for feed navigation, full-text search, and acquisition link downloads.

mcp-tool-hub

A modular, extensible MCP multi-server hub that gives LLMs sandboxed file access, Git operations, web fetching, and persistent memory, deployable via Ansible.

mcp-server-google-search-console

Enables interaction with Google Search Console via MCP, offering search analytics, performance summaries, URL inspection, sitemap management, and property listing for SEO workflows.

agent-nero

Agent NERO is an MCP server that enables Claude Code to spawn, manage, and communicate with persistent, named LLM agents that maintain conversation history and can use tools like file I/O, command execution, and shared memory.

MCP Apple Reminders

A macOS-only MCP server that exposes Apple Reminders to AI clients, enabling create, read, update, delete, search, and organization of reminders and lists through natural language.

@floopfloop/mcp

MCP server for the FloopFloop API that lets LLM hosts build, poll, and refine projects from natural language prompts.

MCP Container Weather Server

A Docker-based MCP server that provides current weather information for cities worldwide. Enables AI assistants like Claude to fetch temperature, weather conditions, and humidity data through a standardized interface.

PRPilot MCP Agent

Analyzes GitHub Pull Requests (PRs) by querying status, CI checks, reviews, comments, and local git state, and provides next-step suggestions in Chinese.

Roblox Studio MCP

A production MCP integration that lets AI agents control Roblox Studio to autonomously build, test, and debug Roblox games. Provides 39 tools for explorer control, script management, terrain generation, and autonomous testing.

File MCP Server

A Model Context Protocol (MCP) server that enables AI assistants to perform comprehensive file operations including finding, reading, writing, editing, searching, moving, and copying files with security validations.

pic-id-mcp

Local vision-capable MCP server that lets AI agents describe screenshots, UI, charts, and photos via vision and OCR tools, with support for multiple providers and automatic fallback.

chatExcel

A Model Context Protocol server for intelligent Excel processing and data analysis, offering tools for reading, validating, executing code, and generating interactive visualizations with Excel files.

retro-mcp

Generates sprint retrospectives grounded in actual data from Jira, GitHub, and Slack, providing evidence-backed insights and action items.

Nuvemshop

MCP server for Nuvemshop e-commerce platform, enabling AI agents to manage products, orders, customers, categories, and coupons via official API with OAuth authentication.

mariana-outlook-mcp

Gives Claude Code access to Outlook Mail, Calendar, and Contacts via Microsoft Graph, with safety-first defaults (no sending, no hard deletes, every mutation logged). Supports multiple Microsoft accounts through a PKCE OAuth flow.

RAG-MCP

A Python server that enables retrieval-augmented generation through semantic, question/answer, and style search modalities using PostgreSQL and pgvector for embedding storage and retrieval.

app-store-connect-mcp

Enables management of App Store Connect and TestFlight beta testers, including adding/removing testers by email and listing apps and beta groups using an individual API key.

wp_criu

Manages multiple WordPress sites through the Codex WP Admin Bridge plugin, offering site inspection, plugin/theme management, option reading/writing, file operations, read-only SQL, REST proxy, translation checks, and WooCommerce checkout field inspection. Supports automatic site registration via an HTTP registry endpoint.

k-skill-korea

A read-only MCP server providing access to various Korean public data such as subway arrivals, weather, fine dust, bike availability, real estate, and more.

qyweixin_bot_mcp_server

企业微信群通知机器人

Liana-MCP

Enables natural language interface for single-cell RNA-Seq analysis using Liana. Supports reading/writing scRNA-Seq data, cell-cell communication analysis, and visualization through circle plots and dotplots.

mcp-server-starter

A small but real MCP server (FastMCP) with inventory management tools and a destructive action that requires human confirmation before executing.

langfuse-mcp

MCP server for Langfuse that lets Claude Code create projects, manage API keys, and query traces without touching the web UI. Designed to work with a self-hosted Langfuse v3 stack running locally via Docker Compose.

Sales Prospector

Enables AI assistants to automate sales prospecting by finding contacts by role and industry, enriching data with emails and tech stacks, scoring against ideal customer profiles, and generating personalized outreach sequences. Streamlines lead generation and sales engagement workflows through integrated research and sequence generation tools.

tokenspy-mcp

Enables AI agents to query a curated database of AI pitfalls and trading signals from TokenSpy for risk intelligence and market insights.

SnowSure

Live ski & snow data for AI agents: 14-day multi-model forecasts, powder rankings, resort guides, webcams, ski-pass intelligence, and avalanche/road safety across 500+ resorts. Hosted streamable-HTTP — no install, no auth.

tweedekamer-nl

Provides access to Dutch Parliament (Tweede Kamer) open data through MCP tools, enabling querying of parliamentary information via natural language.