Discover Awesome MCP Servers

agent-memory

Persistent memory for MCP-powered coding agents, allowing LLMs to remember preferences, project context, and decisions across sessions via Markdown files.

Unipile Universal MCP Server

Provides a standardized interface for interacting with Unipile's tools and services through a unified API.

tuvio-vacuum

Enables control of Tuvio/Tuya robot vacuum cleaners via a local hub, supporting commands such as start, pause, home, set mode, suction, water level, and more.

@runapi.ai/gpt-4o-image-mcp

MCP server for GPT-4o Image model line, enabling text-to-image task creation, status polling, and pricing checks via RunAPI.

mcp-sbb-transport

Enables querying Swiss public transport (trains, buses, trams, boats) for stations, connections, and station boards via the opendata.ch API.

mcp-data-toulouse

Toulouse Métropole Open Data MCP server. Enables searching datasets, retrieving metadata, and querying records using ODSQL.

remove-paywall-mcp

MCP server that removes article paywalls by searching internet archives (Wayback Machine, archive.is, Memento) and returns clean article text. It also learns from success rates per domain to optimize archive searches.

QualAI

AI-powered qualitative research analysis server that provides 20 specialized tools for coding, thematic analysis, theory building, and validation using community-contributed methodologies through RAG-enhanced analysis.

claude-code-mcp

Wraps Claude Code as tools for MCP clients, enabling autonomous coding tasks via a 4-tool lifecycle with session management, async polling, and permission controls.

mcp_music_server

MCP server that enables LLMs to search, play, and manage music from multiple platforms (NetEase, QQ, Kugou) and local files, with lyrics retrieval and playback control.

6amdev-server-mcp

MCP server for managing Ubuntu servers with AI integration, enabling system monitoring, Docker control, Gitea repository management, Ollama LLM interaction, workspace file operations, and Claude Code assistant via natural language.

WDIO MCP Server

A custom Model Context Protocol server that enables GitHub Copilot Agent to perform browser automation testing using WebdriverIO tools through natural language instructions.

okf-mcp-server

Enables agents to interact with OKF bundles: browse, search, read concepts, and audit trust and freshness.

mcp-gsc-multi-account

Enables managing multiple Google Search Console accounts through a single MCP server, providing tools for search analytics, quick win detection, period comparison, URL inspection and indexing, and sitemap management.

MCP Orchestration System

A master control platform that orchestrates intelligent agents with a plug-and-play architecture, allowing users to manage and coordinate multiple AI agents through a unified system.

ContextWeaver MCP Server

ContextWeaver is a semantic retrieval engine for AI coding assistants. It combines hybrid search, intelligent context expansion, and token-aware packing to deliver precise code snippets to LLMs.

OpenAlex MCP Server

用于 AI 代理的、以结构化方式访问世界学术文献的 OpenAlex MCP 服务器的开源实现。

ROI Prediction MCP Server

Enables AI-powered ROI prediction and tracking with Monte Carlo simulations, Dutch market validation, and multi-project comparison. Supports natural language input for financial projections, risk analysis, and industry benchmarking across sectors like finance, healthcare, retail, and manufacturing.

PDF Indexer MCP Server

Enables AI agents to download, index, and semantically search PDF research papers using 8 MCP tools.

Aucterra MCP Server

An MCP-compatible server that enables LLM agents to interact with Aucterra's document understanding APIs, providing structured access to document classification and field extraction services.

crontab-generator

Enables AI agents to convert natural language schedule descriptions into valid cron expressions with explanations and next run times, using x402 micropayments for pay-per-call access.

docs.rs MCP

An MCP server that enables searching for Rust crates and their documentation from docs.rs, allowing AI agents to find required crates and access the latest documentation.

Minecraft MCP Server

Enables AI models like Claude to control a Minecraft character through natural language commands, supporting movement, inventory, block interactions, and more.

svg-mcp

A FastMCP server providing structured SVG authoring tools for LLMs, enabling create, edit, and render SVG graphics through hierarchical primitives, gradients, paths, and reusable resources.

auralis-google

MCP server for integrating Claude AI with Google Workspace, enabling access to Gmail, Calendar, Drive, Docs, and Sheets through natural language.

Git Metrics MCP Server

Analyzes git repository metrics to understand team health, development patterns, code quality, and collaboration through natural language queries. Provides insights on commit statistics, bus factor, velocity trends, technical debt, and burnout detection.

ValidationStation

AI powered, self healing JSON validator. Pay/call

hooklayer

Viral-content intelligence for AI agents — 7 read-only MCP tools for TikTok/YouTube hook scoring, virality prediction, trend analysis, and viral template search, with evidence-layer scoring.