Discover Awesome MCP Servers

renderdoc-mcp

MCP server for RenderDoc that lets AI assistants analyze GPU frame captures, inspect draw calls, shaders, and render passes for graphics debugging and performance analysis.

yantrikdb-mcp

MCP server providing cognitive memory tools (remember, recall, think, etc.) for AI agents, enabling forgetting, consolidation, and contradiction detection.

coach-mcp

An AI training coach MCP server that integrates with Garmin Connect to provide science-based load management, code-enforced injury gates, and persistent coaching memory, keeping data local.

RollingGo-Hotel-MCP

RollingGo MCP is a high-performance hotel search and recommendation service built on the MCP (Model Context Protocol) standard. It connects large language models with a massive database of domestic and international hotel data, providing real-time structured hotel search capabilities for AI assistants, agents, travel planning tools, or IDE plugins like Cursor/Windsurf.

ART MCP Server

Enables time series analysis following Box-Jenkins-Treadway methodology, supporting guided or autonomous modes for model identification, estimation, and diagnosis via an LLM.

mcp-insta

A local MCP server for Windows that securely connects a professional Instagram Creator/Business account to AI clients via Meta Graph API, with safety features like OAuth PKCE and explicit confirmation for direct messages.

Deliverability Doctor

Enables assessing and comparing domains for email spoofing risk by evaluating SPF, DMARC, MX, and DKIM records from public DNS, providing A-F grades and concrete remediation steps.

rakuten-japan-mcp

MCP server to search Rakuten Ichiba (Japan's largest e-commerce platform) for products, returning names, prices, URLs, shop info, reviews, and images via the official Rakuten API.

Juno MCP Server

Enables AI-powered security investigation and threat analysis by connecting MCP-compatible clients to Uptycs Juno.

overdare-studio-mcp

Enables Claude to create, modify, and delete parts and scripts in OVERDARE Studio worlds via natural language, with automatic backup and rollback for safe operations.

procureradar-buyer-intelligence

MCP server for global B2B buyer intelligence. Find verified importers & distributors by product category & country. Free anonymous discovery via find_buyers. Contact unlock & company intelligence require a zk_ API key. SGX-listed data provider, PDPA compliant, bilingual EN/ZH.

MCP Server Template

A minimal MCP server template with tools for string reversal and basic arithmetic operations.

MCP Trading Agent

Enables an AI agent to perform live demo trading analysis using market data, news, backtesting, breakout scanning, and persistent trading knowledge tools.

claude-code-bridge-mcp

Bridges Claude Code terminal sessions with Claude Chat by exposing session logs as tools, enabling seamless context transfer and two-way communication via a cooperative inbox and optional Google Drive sync.

zotero-mcp-server

An MCP server for the Zotero Web API v3 that lets you search, read, and write items, collections, tags, and notes in a Zotero library, supporting literature-review workflows.

openclaw-cli

Enables interaction with OpenClaw agents via MCP, supporting natural language queries and session management.

WebSearch-MCP

A standard MCP stdio service combining Grok AI search with Tavily structured retrieval, enabling web search, fetching, site mapping, and source management for MCP clients.

web-research-mcp

A version-aware cache for web research that stores and serves documentation references, preventing models from re-researching the same topics across sessions.

SmartCLI

A local Python MCP server for driving, perceiving, and rendering terminal programs, using a pluggable PTY and pyte screen model to let AI agents interact with real TUIs.

mysql-context-mcp

Enables agents to pull compact MySQL row diffs into their context, supporting before/after changes via triggers or watermark-based updates, with tools to fetch and acknowledge changes.

MCP-RAG

基于 MCP 服务器的 RAG 系统 (Jīyú MCP fúwùqì de RAG xìtǒng) This translates to: **"RAG system based on MCP server"** While this is a direct translation, it might be helpful to provide a little more context depending on the intended audience. Here are a few options: * **More formal/technical:** 使用 MCP 服务器的检索增强生成系统 (Shǐyòng MCP fúwùqì de jiǎnsuǒ zēngqiáng shēngchéng xìtǒng) - "Retrieval-Augmented Generation system using an MCP server." This is more literal and emphasizes the technical aspects. * **Slightly more descriptive (but still concise):** 利用 MCP 服务器的 RAG 系统 (Lìyòng MCP fúwùqì de RAG xìtǒng) - "RAG system that leverages an MCP server." **Therefore, the best translation depends on the context. However, the first option, "基于 MCP 服务器的 RAG 系统 (Jīyú MCP fúwùqì de RAG xìtǒng)" is a good general translation.**

MCP UseCase Function Server

Triggers predefined functions based on specific usecases including data analysis, text processing, mathematical calculations, file operations, and web request simulations through natural language prompts.

MCP Middleware Server

A FastMCP server providing session-based memory and dynamic authentication using LangChain and Google Gemini. It enables persistent conversation history tracking through a session-ID system over HTTP transport.

dsrh-mcp

Provides evidence-grounded paper reading, citation verification, and reproducible experiment planning through DeepSeek Harness via a deterministic Python stdio server.

arabimaak-gulf-arabic

Look up Gulf Arabic words with pronunciation, example sentences, and cultural context. 30 essential words for learning Arabic used in Saudi Arabia, UAE, Qatar, Kuwait, Bahrain and Oman.

PowerPoint Translator

Translates PowerPoint presentations while preserving formatting using Amazon Bedrock models, available as both a standalone tool and a FastMCP service for AI assistants like Amazon Q Developer.

AI Quant Trading MCP Server

Provides real-time stock data, technical indicators, and market analysis via MCP protocol to enable AI-driven quantitative trading.

gcontext-mcp

Bridges AI agents to a gcontext workspace in the cloud, enabling file and folder management while keeping secret values and script execution local.

spectrawl

Unified web layer for AI agents. Search across 8 engines, stealth browse with Camoufox/Playwright, manage cookie auth, and act on 24 platforms.

PagerDuty MCP Server

Enables AI assistants to manage PagerDuty incidents, view alerts, and check on-call schedules with both read-only and write operations.