@shopsavvy/mcp-server
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Model Context Protocol (MCP) server providing AI assistants with access to ShopSavvy's comprehensive product data, pricing information, historical price tracking, and automated monitoring capabilities
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# Awesome MCP Servers 
[](https://tensorblock.co)
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[](https://discord.gg/yefvtqDd2w)
[](https://huggingface.co/tensorblock)
[](https://t.me/TensorBlock)
A comprehensive collection of Model Context Protocol (MCP) servers.
<div style="text-align: left; margin: 20px 0;">
<a href="https://discord.com/invite/Ej5NmeHFf2" style="display: inline-block; padding: 10px 20px; background-color: #5865F2; color: white; text-decoration: none; border-radius: 5px; font-weight: bold;">
Join our Discord to learn more about what we're building ↗
</a>
</div>
<div style="text-align: left; margin: 20px 0;">
<a href="https://github.com/TensorBlock/forge" style="display: inline-block; padding: 10px 20px; background-color: #5865F2; color: white; text-decoration: none; border-radius: 5px; font-weight: bold;">
✨✨✨ Learn more about Forge - an open-source middleware service that simplifies AI model provider management. ✨✨✨
</a>
</div>
## Model Context Protocol
MCP is like a USB-C port for AI. It’s an open protocol that standardizes how applications provide context to language models — enabling them to securely connect to tools, databases, APIs, filesystems, and more.
## Coverage
This repo currently includes coverage for 7260 MCP servers as of May 30, 2025. Due to the limited space, we only show the most recent 30 servers in each category.
For more, please click the category name in the next section.
## Server Categories
- 🤖 - [AI & LLM Integration](docs/ai--llm-integration.md)
- 🎨 - [Art, Culture & Media](docs/art-culture--media.md)
- 🌐 - [Browser Automation & Web Scraping](docs/browser-automation--web-scraping.md)
- 🏗️ - [Build & Deployment Tools](docs/build--deployment-tools.md)
- ☁️ - [Cloud Platforms & Services](docs/cloud-platforms--services.md)
- ✨ - [Code Analysis & Quality](docs/code-analysis--quality.md)
- 💻 - [Code Execution](docs/code-execution.md)
- 💬 - [Communication & Messaging](docs/communication--messaging.md)
- 📝 - [Content Management Systems](docs/content-management-systems-cms.md)
- 📊 - [Data Analysis & Business Intelligence](docs/data-analysis--business-intelligence.md)
- 🗄️ - [Databases](docs/databases.md)
- 🛠️ - [Developer Productivity & Utilities](docs/developer-productivity--utilities.md)
- 📁 - [Filesystems](docs/filesystems.md)
- 💰 - [Finance & Crypto](docs/finance--crypto.md)
- 🧰 - [Frameworks](docs/frameworks.md)
- 🎮 - [Gaming](docs/gaming.md)
- ⚙️ - [Hardware & IoT](docs/hardware--iot.md)
- ❤️ - [Healthcare & Life Sciences](docs/healthcare--life-sciences.md)
- 🏗️ - [Infrastructure](docs/infrastructure.md)
- 🧠 - [Knowledge Management & Memory](docs/knowledge-management--memory.md)
- 🗺️ - [Location & Maps](docs/location--maps.md)
- 📈 - [Marketing, Sales & CRM](docs/marketing-sales--crm.md)
- 📡 - [Monitoring & Observability](docs/monitoring--observability.md)
- 🖼️ - [Multimedia Processing](docs/multimedia-processing.md)
- 🖥️ - [Operating System & Command Line](docs/operating-system--command-line.md)
- ✅ - [Project & Task Management](docs/project--task-management.md)
- 🔬 - [Science & Research](docs/science--research.md)
- 🔎 - [Search](docs/search.md)
- 🔒 - [Security](docs/security.md)
- 📱 - [Social Media & Content Platforms](docs/social-media--content-platforms.md)
- ✈️ - [Travel & Transportation](docs/travel--transportation.md)
- 🔧 - [Utilities & Helpers](docs/utilities--helpers.md)
- 🔄 - [Version Control](docs/version-control.md)
- ⚽ - [Sport](docs/sport.md)
## 🤖 AI & LLM Integration
Servers integrating with other AI models, AI platforms, RAG tools, prompt management, or agent frameworks.
- [comitest22/linear-mcp](https://github.com/comitest22/linear-mcp): Facilitates interaction with the Linear API through a Model Context Protocol server, offering tools for ticket management and prioritization.
- [stephenlb/pubnub-mcp-server](https://github.com/stephenlb/pubnub-mcp-server): Facilitates access to PubNub SDK and Functions documentation within Cursor IDE using a CLI-based MCP server.
- [Ankit2533/research](https://github.com/Ankit2533/research): A multi-agent deep researcher leveraging MCP to perform comprehensive web searches with Linkup and CrewAI orchestration.
- [CDataSoftware/cdata-jdbc-mcp-server](https://github.com/CDataSoftware/cdata-jdbc-mcp-server): Facilitates querying live data from over 300 sources via CData JDBC Drivers using natural language through a read-only MCP interface.
- [kylewoolstenhulme-block/Notion-Goose-MCP](https://github.com/kylewoolstenhulme-block/Notion-Goose-MCP): Facilitates seamless interaction with the Notion API through an MCP server, enabling automated content management and integration.
- [Ankit2533/multi-agentic_deepresearch](https://github.com/Ankit2533/multi-agentic_deepresearch): A multi-agent deep researcher leveraging MCP to orchestrate AI agents for collaborative deep web searches and knowledge synthesis.
- [drdeeks/remote-mcp-server](https://github.com/drdeeks/remote-mcp-server): Deploy a remote MCP server on Cloudflare Workers with OAuth login, enabling seamless integration with tools like Claude Desktop.
- [raj-mehra/jira-mcp](https://github.com/raj-mehra/jira-mcp): Integrates Jira with MCP to fetch and search ticket details using a flexible framework.
- [AlexShan2008/mcp-claude-weather](https://github.com/AlexShan2008/mcp-claude-weather): Provides real-time weather alerts and forecasts from the US National Weather Service, seamlessly integrating with Claude for Desktop.
- [expensivefav/mcp](https://github.com/expensivefav/mcp): Facilitates interaction with Algolia APIs through experimental MCP servers, enabling search and data manipulation tasks.
- [vinodismyname/redshift-utils-mcp](https://github.com/vinodismyname/redshift-utils-mcp): Facilitates AI-driven interaction with Amazon Redshift, enabling secure data querying and diagnostics via the AWS Data API.
- [frostming/openweather-mcp](https://github.com/frostming/openweather-mcp): Facilitates weather data retrieval from OpenWeather.org via a Model Context Protocol server.
- [jasiekkk/jan-stripe](https://github.com/jasiekkk/jan-stripe): Deploy a remote MCP server on Cloudflare Workers without authentication, enabling seamless integration with Cloudflare AI Playground and local MCP clients.
- [MartinPSDev/curl-mcp](https://github.com/MartinPSDev/curl-mcp): Transforms natural language instructions into curl commands, supporting English and Spanish, for seamless HTTP requests.
- [natifridman/stocks-mcp](https://github.com/natifridman/stocks-mcp): Fetches real-time stock information from Google Finance using a Pythonic MCP server framework.
- [dithom/shopware-mcp](https://github.com/dithom/shopware-mcp): Automates bugfixing for Shopware plugins by leveraging LLMs to handle support tickets and plugin versions.
- [shankarpriyank/remote-mcp-server-authless](https://github.com/shankarpriyank/remote-mcp-server-authless): Deploy a remote MCP server without authentication on Cloudflare Workers, enabling seamless integration with Cloudflare AI Playground and local MCP clients.
- [slot181/openapi-integrator-mcp](https://github.com/slot181/openapi-integrator-mcp): Facilitates high-quality image generation through OpenAI-compatible APIs, offering a standardized interface for specifying image parameters.
- [kukapay/crypto-rss-mcp](https://github.com/kukapay/crypto-rss-mcp): Aggregates real-time cryptocurrency news from multiple RSS feeds to assist AI agents in making informed market decisions.
- [AlekseyKapustyanenko/NihFix.Postgres.Mcp](https://github.com/AlekseyKapustyanenko/NihFix.Postgres.Mcp): Facilitates real-time AI agent interactions with PostgreSQL databases using SSE and STDIO protocols.
- [CrewAakash/mcp-server-for-copilot](https://github.com/CrewAakash/mcp-server-for-copilot): Facilitates seamless integration of Microsoft Copilot Studio agents with MCP-compatible clients, maintaining conversation context and supporting stateful interactions.
- [xiaok/etherscan-mcp](https://github.com/xiaok/etherscan-mcp): Facilitates seamless interaction with Etherscan's API through a dynamic MCP server.
- [qingshanyuluo/prometheus-mcp-server](https://github.com/qingshanyuluo/prometheus-mcp-server): A streamlined Prometheus MCP server designed for metric collection and AI-friendly analysis.
- [falahgs/MCP-Storybook-Image-Generator](https://github.com/falahgs/MCP-Storybook-Image-Generator): Generates storybook images and matching children's stories using Google's Gemini AI, offering multiple art styles and instant previews.
- [MCP-Reasoner/MCP-Reasoner](https://github.com/MCP-Reasoner/MCP-Reasoner): Integrates Google's OR-Tools with Large Language Models for constraint solving and optimization through the Model Context Protocol.
- [AzureDevOpsAPI/Azure-DevOps](https://github.com/AzureDevOpsAPI/Azure-DevOps): Facilitates AI-driven interactions with Azure DevOps APIs, enabling seamless project management and DevOps workflows through natural language commands.
- [Excoriate/mcp-terraform-aws-provider-docs](https://github.com/Excoriate/mcp-terraform-aws-provider-docs): Provides contextual information and resources for Terraform AWS Provider documentation, enabling AI agents to query up-to-date data directly from the source.
- [tangshuang/mcp-bone](https://github.com/tangshuang/mcp-bone): Facilitates connection to MCP Bone for tool registration and parsing LLM completion text into tool calls.
- [belljustin/spotify-mcp](https://github.com/belljustin/spotify-mcp): Facilitates playlist creation on Spotify through a Model Context Protocol server, integrating seamlessly with Cursor for enhanced user interaction.
- [Zerg00s/server-sharepoint](https://github.com/Zerg00s/server-sharepoint): Facilitates interaction with SharePoint Online through Claude Desktop using the SharePoint REST API.
## 🎨 Art, Culture & Media
Servers interacting with APIs for museums, media databases, image/video hosting, or creative content platforms.
- [ourongxing/newsnow-mcp-server](https://github.com/ourongxing/newsnow-mcp-server): Facilitates access to over 40 news sources through a dedicated MCP server for NewsNow.
- [trevhud/vibe-mcp](https://github.com/trevhud/vibe-mcp): Generates music based on coding context with support for multiple audio backends and seamless playback.
- [eluc1a/mcp-news](https://github.com/eluc1a/mcp-news): Facilitates access to categorized news articles from a database, enabling clients to retrieve and summarize the latest content.
- [Toos00/freepik-mcp-server](https://github.com/Toos00/freepik-mcp-server): Facilitates interaction with Freepik.com's API for image and vector searches using the Model Context Protocol.
- [chatmcp/heybeauty-mcp](https://github.com/chatmcp/heybeauty-mcp): Facilitates virtual try-on experiences by leveraging HeyBeauty API to manage and execute try-on tasks with clothing resources.
- [kokushin/exia-mcp](https://github.com/kokushin/exia-mcp): Generates and displays scenario files for the exia visual novel engine in the Kotoha Sisters explanation format.
- [molmolkky/prompt-character-mcp-server](https://github.com/molmolkky/prompt-character-mcp-server): Facilitates the retrieval of iconic quotes from the character Ou Ki from the manga 'Kingdom' via an MCP server.
- [enggpt-it/MCP-Server-Cybersecurity-News](https://github.com/enggpt-it/MCP-Server-Cybersecurity-News): Access the latest cybersecurity news from various websites with seamless Claude Desktop integration.
- [NFTGo/mcp-nftgo-api](https://github.com/NFTGo/mcp-nftgo-api): Facilitates seamless interaction with the NFTGo Developer API, offering comprehensive NFT data and analytics for Ethereum-based assets.
- [Lala-0x3f/mj-mcp](https://github.com/Lala-0x3f/mj-mcp): Facilitates image generation using Midjourney through an MCP server interface.
- [JayArrowz/mcp-osrs](https://github.com/JayArrowz/mcp-osrs): Facilitates interaction with the Old School RuneScape Wiki API and game data files through a Model Context Protocol server.
- [RohitMidha23/youtube-mcp](https://github.com/RohitMidha23/youtube-mcp): Facilitates LLMs in extracting and analyzing subtitles from YouTube videos for content processing.
- [Otto-J/podcast-xyzrank-mcp](https://github.com/Otto-J/podcast-xyzrank-mcp): Facilitates podcast recommendations using MCP to access curated podcast rankings.
- [miyamo2/hotpepper-gourmet-mcp-server](https://github.com/miyamo2/hotpepper-gourmet-mcp-server): Facilitates gourmet search and area-based queries using the Hot Pepper Gourmet API.
- [Antipas/4oimage-mcp](https://github.com/Antipas/4oimage-mcp): Integrates with 4o-image API to enable AI-driven image generation and editing through text prompts.
- [sunqirui1987/ae-mcp](https://github.com/sunqirui1987/ae-mcp): Enables AI assistants to control Adobe After Effects through a standardized MCP interface, offering extensive functionality for compositions, layers, and effects.
- [lieyanqzu/ygocdb-mcp](https://github.com/lieyanqzu/ygocdb-mcp): Facilitates interaction with the YGO Chinese card database API, offering tools for card information retrieval and image access.
- [dbeltra/scryfall-mcp](https://github.com/dbeltra/scryfall-mcp): Interfaces with the Scryfall API to fetch and display detailed Magic: The Gathering card data.
- [Kota8102/aws-weekly-news-mcp](https://github.com/Kota8102/aws-weekly-news-mcp): Facilitates access to Japanese 'Weekly AWS' blog articles through a dedicated MCP server.
- [x0x0b/mcp-nicovideo-snapshot-search](https://github.com/x0x0b/mcp-nicovideo-snapshot-search): Facilitates video searches on Nicovideo using the Snapshot Search API.
- [nvsofts/jlcpcb-parts-mcp](https://github.com/nvsofts/jlcpcb-parts-mcp): Facilitates component search for JLCPCB PCBA using a dedicated MCP server.
- [Ukenn2112/BangumiMCP](https://github.com/Ukenn2112/BangumiMCP): Facilitates interaction with BangumiTV's API for accessing anime, manga, music, and game data.
- [falahgs/gemini-vision-art-studio](https://github.com/falahgs/gemini-vision-art-studio): Gemini Vision Art Studio harnesses Google's Gemini AI to generate 3D cartoons and transform images with artistic flair.
- [0010aor/mcp-mtg-assistant](https://github.com/0010aor/mcp-mtg-assistant): Fetches Magic: The Gathering card details using the Scryfall API, aiding in rules queries and card information retrieval.
- [cmathgit/biblegateway-votd-mcp](https://github.com/cmathgit/biblegateway-votd-mcp): Access the BibleGateway Verse of the Day in multiple languages and versions without requiring an API key.
- [Tok/SuperColliderMCP](https://github.com/Tok/SuperColliderMCP): Facilitates AI-driven audio synthesis and processing in SuperCollider via OSC messages, enabling dynamic sound generation and integration with AI development environments.
- [raj-mehra/figma-mcp](https://github.com/raj-mehra/figma-mcp): Facilitates interaction with Figma design files by extracting design tokens and components for integration with Cursor IDE.
- [opensourcedev90s/uk-science-museum-group-mcp](https://github.com/opensourcedev90s/uk-science-museum-group-mcp): Facilitates data retrieval from the UK Science Museum Group API for LLMs via a Python-based MCP server.
- [AnshulDalua/illustrator-mcp](https://github.com/AnshulDalua/illustrator-mcp): Facilitates script execution in Adobe Illustrator via MCP, leveraging JavaScript and AppleScript on MacOS.
- [hugeicons/mcp-server](https://github.com/hugeicons/mcp-server): Facilitates seamless integration of Hugeicons across various platforms by providing tools, resources, and platform-specific guides for AI assistants.
## 🌐 Browser Automation & Web Scraping
Servers using tools for browser control, automation, and extracting content from websites.
- [giannisalinetti/python-mcp-server](https://github.com/giannisalinetti/python-mcp-server): Facilitates Python code execution for web scraping tasks using an LLM, leveraging Podman for container management.
- [mhazarabad/browser-use-mcp](https://github.com/mhazarabad/browser-use-mcp): Automates browser tasks using the Browser Use API, offering task management and monitoring capabilities.
- [1999AZZAR/mcp-server-google-search](https://github.com/1999AZZAR/mcp-server-google-search): Facilitates Google Programmable Search Engine queries through a structured MCP server interface, enhancing integration with Claude Desktop.
- [luminati-io/web-scraping-with-mcp](https://github.com/luminati-io/web-scraping-with-mcp): Connects Anthropic LLMs to external web scraping tools using Bright Data integration for real-world data extraction.
- [magicp-mhl/newsnow](https://github.com/magicp-mhl/newsnow): Facilitates elegant real-time news reading with adaptive scraping and MCP server support for seamless integration.
- [regenrek/deepwiki-mcp](https://github.com/regenrek/deepwiki-mcp): Fetches and converts Deepwiki content into Markdown for LLM consumption, ensuring domain safety and efficient crawling.
- [yan5236/bing-cn-mcp-server](https://github.com/yan5236/bing-cn-mcp-server): A Chinese Bing search tool leveraging MCP for seamless integration with AI tools like Claude, enabling direct Bing searches and webpage content retrieval without an API key.
- [w1561778301/mcp-playwright-test](https://github.com/w1561778301/mcp-playwright-test): Automates Playwright tests by generating and executing UI and API test cases with detailed reporting.
- [xinlei413/DOC-Server-MCP](https://github.com/xinlei413/DOC-Server-MCP): Fetches and searches third-party package documentation using versatile scraping and intelligent processing with hybrid search capabilities.
- [kxkaloo/mcp](https://github.com/kxkaloo/mcp): Enables AI models to extract structured data from websites using the Scrapezy MCP server.
- [eadm/grain-mcp-server](https://github.com/eadm/grain-mcp-server): Facilitates integration with Grain for meeting recording and transcription through browser automation, bypassing enterprise API restrictions.
- [jobsonlook/xhs-mcp](https://github.com/jobsonlook/xhs-mcp): Facilitates interaction with Xiaohongshu by reverse-engineering JavaScript to access and manage notes and comments without Playwright.
- [mohdsuhail007/VerbilioMCP](https://github.com/mohdsuhail007/VerbilioMCP): Facilitates seamless integration with GitHub using Verbilio MCP server for streamlined workflow automation.
- [myzxlin/redbook-mcp](https://github.com/myzxlin/redbook-mcp): Facilitates automated publishing of text and video notes on Xiaohongshu using Playwright for browser automation.
- [larryhudson/mcp-server-example-image-block](https://github.com/larryhudson/mcp-server-example-image-block): Provides a random image retrieval service using the Lorem Picsum API, demonstrating MCP server capabilities with image blocks.
- [Elvis720/mcp-agent](https://github.com/Elvis720/mcp-agent): Facilitates browser automation for LLMs using Playwright's accessibility tree, enabling structured web interactions without visual models.
- [xinlei413/MCP-DOC-Server-OpenRouter](https://github.com/xinlei413/MCP-DOC-Server-OpenRouter): Facilitates efficient scraping, processing, and searching of third-party package documentation with advanced hybrid search capabilities.
- [thomasvan/mcp-brave-search](https://github.com/thomasvan/mcp-brave-search): Facilitates AI assistant integration with Brave Search through a Model Context Protocol server.
- [oddlyspaced/ultimate-android-mcp](https://github.com/oddlyspaced/ultimate-android-mcp): Empower LLMs to autonomously manage and interact with Android devices through a comprehensive MCP server.
- [ronantakizawa/a11ymcp](https://github.com/ronantakizawa/a11ymcp): Empowers LLMs to conduct comprehensive web accessibility testing using Deque Axe-core API and Puppeteer.
- [hamibot/hamibot-mcp-server](https://github.com/hamibot/hamibot-mcp-server): Facilitates interaction with the Hamibot API, offering tools for device and script management, including custom JavaScript execution on specified devices.
- [YantaoMou/mcp_droid](https://github.com/YantaoMou/mcp_droid): Facilitates direct control and operation of Android devices by large language models through a standardized interface.
- [LuckyXYJ/mcp_ios_project](https://github.com/LuckyXYJ/mcp_ios_project): An MCP server configured for iOS projects, utilizing Python scripts for server execution.
- [ying-dao/yingdao_mcp_server](https://github.com/ying-dao/yingdao_mcp_server): Empowers YingDao AI Power and other MCP Hosts to execute RPA tasks, supporting both SSE and Stdio server modes.
- [catinair/aipower-rpa-mcp-server](https://github.com/catinair/aipower-rpa-mcp-server): Facilitates seamless interaction between YindDao AI Power and RPA tools, enabling AI-driven automation workflows.
- [bneil/mcp-go-colly](https://github.com/bneil/mcp-go-colly): A sophisticated web crawling framework integrating MCP with Colly for flexible and extensible web content extraction in LLM applications.
- [ertugrul59/tradingview-chart-mcp](https://github.com/ertugrul59/tradingview-chart-mcp): Fetches TradingView chart images using ticker and interval inputs for seamless integration with MCP clients.
- [sungithubid/mcp-url2markdown](https://github.com/sungithubid/mcp-url2markdown): Transforms web page content from a given URL into clean, formatted markdown using MCP server capabilities.
- [NexusX-MCP/data-mcp-server](https://github.com/NexusX-MCP/data-mcp-server): Facilitates web scraping, data extraction, and browser automation with integration for agents like OpenAI's CUA and Anthropic's Claude.
- [korwabs/playwright-trace-mcp](https://github.com/korwabs/playwright-trace-mcp): Enhances browser automation with Playwright by adding trace viewer and video recording capabilities, enabling LLMs to interact with web pages through structured data.
## 🏗️ Build & Deployment Tools
Servers interacting with build systems, containerization, CI/CD, or deployment platforms.
- [zenoengine/msbuild-mcp-server](https://github.com/zenoengine/msbuild-mcp-server): Automates MSBuild project builds with dynamic discovery and customizable configurations, integrating seamlessly with various MCP clients.
- [radostkali/gitlab-mcp-server](https://github.com/radostkali/gitlab-mcp-server): Facilitates GitLab integration using FastMCP for streamlined code review and repository management.
- [rianvdm/remote-mcp-server](https://github.com/rianvdm/remote-mcp-server): Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
- [gabelul/perplexity-mcp](https://github.com/gabelul/perplexity-mcp): An intelligent research assistant leveraging Perplexity's AI models for automatic query complexity detection and optimal model routing.
- [yoda-digital/horologic-mcp](https://github.com/yoda-digital/horologic-mcp): Horologic MCP is a TypeScript server for time and timezone operations, seamlessly integrating with MCP-compatible clients like Claude Desktop.
- [Miura55/fastapi-mcp-workshop](https://github.com/Miura55/fastapi-mcp-workshop): A workshop sample code for implementing MCP using FastAPI, facilitating integration with mcp-proxy.
- [hipposys-ltd/airflow-mcp](https://github.com/hipposys-ltd/airflow-mcp): Enhance your Apache Airflow management with natural language queries and troubleshooting using a custom MCP server.
- [aYenx/remote-mcp-server](https://github.com/aYenx/remote-mcp-server): Deploy a remote MCP server on Cloudflare Workers with OAuth login, enabling seamless integration with Claude Desktop and MCP Inspector.
- [kaeosdesign/remote-mcp-server](https://github.com/kaeosdesign/remote-mcp-server): Deploy and manage a remote MCP server on Cloudflare Workers with OAuth login and integration with Claude Desktop.
- [vistaarjuneja/harness-mcp](https://github.com/vistaarjuneja/harness-mcp): Facilitates the management of connectors within the Harness platform using a Model Context Protocol server.
- [ankit1057/nexuscontroller](https://github.com/ankit1057/nexuscontroller): NexusController offers advanced Android automation with MCP support for seamless AI integration, enabling robust device control and UI testing.
- [yodablocks/mcp-installer.0](https://github.com/yodablocks/mcp-installer.0): Facilitates the installation of MCP servers from npm or PyPi using Claude, streamlining server setup processes.
- [akr4/claude-code-mcp-docker](https://github.com/akr4/claude-code-mcp-docker): A Docker container for running Claude Code MCP server with enhanced security features, including a network firewall to prevent unauthorized outbound connections.
- [sakomws/mcp-cf-deploy](https://github.com/sakomws/mcp-cf-deploy): Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
- [hiroooo000/mydockers](https://github.com/hiroooo000/mydockers): Facilitates browser automation using Playwright within a Dockerized MCP server environment.
- [dandacompany/webhook-trigger](https://github.com/dandacompany/webhook-trigger): Facilitates dynamic webhook transmission using FastMCP framework with support for various HTTP methods and custom headers.
- [base/base-builder-mcp](https://github.com/base/base-builder-mcp): Facilitates integration with Base Docs for Model Context Protocol, enabling seamless interaction with Base Builders.
- [snowsky/mcp-helmfile](https://github.com/snowsky/mcp-helmfile): Facilitates Helmfile command execution and management through a standardized MCP interface, enhancing AI-assisted deployments and configurations.
- [buildkite/buildkite-mcp-server](https://github.com/buildkite/buildkite-mcp-server): Facilitates access to Buildkite pipeline, build, and job data for integration with tools like Claude Desktop and GitHub Copilot.
- [bsmith925/mcp-examples](https://github.com/bsmith925/mcp-examples): Explore deployment configurations and custom implementations for team-wide MCP servers, focusing on Git repository management and Kubernetes deployment.
- [misanthropic-ai/lean-docker-mcp](https://github.com/misanthropic-ai/lean-docker-mcp): Facilitates the execution of Lean4 code in isolated Docker containers for LLM-powered agents, offering both transient and persistent environments.
- [kappaexpress/docker-mcp](https://github.com/kappaexpress/docker-mcp): Facilitates MCP server integration with Claude Desktop using a Docker image built with Playwright.
- [aaomidi/mcp-bazel](https://github.com/aaomidi/mcp-bazel): Facilitates Bazel project interactions by providing build, test, and dependency analysis tools.
- [ThomasRohde/mcp_server_manager](https://github.com/ThomasRohde/mcp_server_manager): A backend Python application offering a Model Context Protocol interface and FastAPI web interface for managing MCP servers integrated with Claude Desktop.
- [addozhang/spring-rest-to-mcp](https://github.com/addozhang/spring-rest-to-mcp): Effortlessly transform Spring Web REST APIs into MCP server tools using OpenRewrite recipes for seamless AI integration.
- [gunpal5/QuickMCP](https://github.com/gunpal5/QuickMCP): QuickMCP enables rapid creation and deployment of MCP servers using OpenAPI, Swagger, or Google Discovery specifications with .NET.
- [Drew-Goddyn/buildkite-mcp](https://github.com/Drew-Goddyn/buildkite-mcp): Facilitates seamless integration with Buildkite by providing a microservice for retrieving and managing build information via MCP.
- [thepragmatik/mcp-server-jvm-build-tools](https://github.com/thepragmatik/mcp-server-jvm-build-tools): Facilitates natural language interaction with Apache Maven through an MCP server for streamlined project builds.
- [f-inc/containerinc-mcp](https://github.com/f-inc/containerinc-mcp): Automates deployments to Container Inc. with ephemeral and free deployment capabilities.
- [cpecf/docker-mcp](https://github.com/cpecf/docker-mcp): Facilitates Docker container and compose stack management through Claude AI integration.
## ☁️ Cloud Platforms & Services
Servers integrating with major cloud providers or specific cloud services.
- [doma2k/monad-contract-deployment-mcp](https://github.com/doma2k/monad-contract-deployment-mcp): Facilitates the compilation and deployment of smart contracts within the Monad ecosystem, enabling interactions directly from chat prompts or compatible MCP clients.
- [adrianmonad/MonDeployer](https://github.com/adrianmonad/MonDeployer): Facilitates the deployment of Solidity contracts to the Monad testnet using AI and MCP integration.
- [groovyBugify/aws-security-mcp](https://github.com/groovyBugify/aws-security-mcp): Connects AI assistants to AWS security services for autonomous security analysis and threat modeling.
- [joeseesun/qiniu-mcp-joe](https://github.com/joeseesun/qiniu-mcp-joe): Facilitates file uploads to Qiniu Cloud Storage, providing a seamless integration for managing media assets.
- [Tencent/cos-mcp](https://github.com/Tencent/cos-mcp): Facilitates seamless integration of large models with Tencent Cloud Storage (COS) and Data Processing (CI) capabilities without coding.
- [Azure/blue-bridge](https://github.com/Azure/blue-bridge): Facilitates querying and managing Azure resources using MCP server with zero-secret authentication, supporting Azure Managed Grafana, Azure Data Explorer, and more.
- [oliverbenns/digitalocean-mcp](https://github.com/oliverbenns/digitalocean-mcp): Manage and monitor DigitalOcean app platform deployments and alerts using the Model Context Protocol.
- [Ropz3/remote-mcp-server](https://github.com/Ropz3/remote-mcp-server): Deploy and manage a remote MCP server on Cloudflare Workers with OAuth login and integration with Claude Desktop.
- [curious-pm/mcp-google_cloud_billing](https://github.com/curious-pm/mcp-google_cloud_billing): Facilitates integration with Google Cloud Billing API, enabling AI assistants to analyze and manage cloud costs efficiently.
- [curious-pm/mcp-digital_ocean_billing](https://github.com/curious-pm/mcp-digital_ocean_billing): Facilitates seamless integration with Digital Ocean's Billing API, offering tools for viewing account balances, billing history, and invoices.
- [bizflycloud/bizflycloud-mcp-server](https://github.com/bizflycloud/bizflycloud-mcp-server): Connects to Bizfly Cloud for comprehensive cloud resource management, utilizing the mark3labs/mcp-go SDK.
- [JCallico/py-az-mcp](https://github.com/JCallico/py-az-mcp): Facilitates seamless integration with Azure services via Azure CLI commands, enabling a wide range of cloud operations.
- [leeb003/supabase-mcp](https://github.com/leeb003/supabase-mcp): Facilitates CRUD operations on Supabase databases through a FastAPI-based MCP server, ensuring seamless integration with Cursor.
- [noahseger/cf-example-remote-mcp-server](https://github.com/noahseger/cf-example-remote-mcp-server): Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
- [nhc/cloudflare-remote-mcp-server](https://github.com/nhc/cloudflare-remote-mcp-server): Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
- [sanxxit/my-aws-cost-explorer](https://github.com/sanxxit/my-aws-cost-explorer): Facilitates AWS spend analysis and visualization through an MCP server, integrating with Anthropic's Claude model for natural language queries.
- [sanxxit/AWS-cost-explorer-with-MCP-server](https://github.com/sanxxit/AWS-cost-explorer-with-MCP-server): Facilitates AWS spend analysis and visualization through an interactive interface using Anthropic's Claude model.
- [Collaborne/mcp-server](https://github.com/Collaborne/mcp-server): Facilitates interaction between Large Language Models and NEXT structured data, enabling operations like retrieving highlights and clusters.
- [trilliwon/lion-mcp-server](https://github.com/trilliwon/lion-mcp-server): Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
- [jhgaylor/me_mcp_server](https://github.com/jhgaylor/me_mcp_server): Facilitates personalized job search and profile management through a Model Context Protocol server.
- [bocchiczennie/aws-monthly-cost-report-mcp-server](https://github.com/bocchiczennie/aws-monthly-cost-report-mcp-server): Facilitates the generation of monthly AWS cost reports through an MCP server, integrating seamlessly with Claude Desktop.
- [roboulos/remote-mcp-server](https://github.com/roboulos/remote-mcp-server): A remote MCP server leveraging Cloudflare Workers and Xano for efficient tool management, session tracking, and OAuth integration.
- [anandkumarpatel/remote-mcp-server](https://github.com/anandkumarpatel/remote-mcp-server): Deploy a remote MCP server on Cloudflare Workers with OAuth login, enabling seamless integration with tools like Claude Desktop.
- [Arodoid/FastlyMCP](https://github.com/Arodoid/FastlyMCP): Fastly MCP integrates Fastly's API with AI assistants, enabling seamless management of CDN services, caching, security, and performance monitoring through the Model Context Protocol.
- [tumf/fastmcp-gsuite](https://github.com/tumf/fastmcp-gsuite): Facilitates seamless interaction with Gmail and Google Calendar through a fastmcp-based server, supporting multiple accounts and advanced email and calendar management.
- [atalhens/ntnx-mcp](https://github.com/atalhens/ntnx-mcp): Facilitates Nutanix Virtual Machine Management through a command-line chatbot interface, integrating with Nutanix AI LLM endpoints and supporting dynamic tool integration.
- [aradtamako/DnfApiServer](https://github.com/aradtamako/DnfApiServer): Facilitates interaction with DNF APIs through an MCP server setup, enabling seamless integration with tools like Copilot and Claude.
- [bittush8789/MCP](https://github.com/bittush8789/MCP): Fetches weather data from the National Weather Service API, providing tools for retrieving active alerts and short-term forecasts.
- [antymijaljevic/k8s-doc-mcp](https://github.com/antymijaljevic/k8s-doc-mcp): A Python-based MCP server for managing and summarizing sticky notes using the Model Context Protocol SDK.
- [stephenlacy/mcp-proxy](https://github.com/stephenlacy/mcp-proxy): A fast Rust-based proxy facilitating bidirectional communication between stdio and SSE for MCP servers.
## ✨ Code Analysis & Quality
Servers focused on static analysis, linting, code metrics, security scanning, vulnerability checks, or code quality assessment.
- [dhylan01/MCP_OA](https://github.com/dhylan01/MCP_OA): Facilitates AI assistants in analyzing code by identifying function usage within Python and TypeScript/TSX files.
- [angrysky56/ast-mcp-server](https://github.com/angrysky56/ast-mcp-server): Provides code structure and semantic analysis using AST and ASG for multiple programming languages, enhancing code analysis capabilities in Claude Desktop.
- [joaomj/code-reviewer-mcp](https://github.com/joaomj/code-reviewer-mcp): Automated GitHub pull request code reviews using AI models via MCP integration.
- [shaydo-deriv/go-archer](https://github.com/shaydo-deriv/go-archer): Go Archer provides a visual representation of package dependencies and can operate as an MCP server for dependency analysis.
- [RaRdq/RR.MCP](https://github.com/RaRdq/RR.MCP): Facilitates AI-driven .NET project analysis by extracting interfaces, models, and data structures using PowerShell scripts.
- [mettamatt/code-reasoning](https://github.com/mettamatt/code-reasoning): Enhances Claude's problem-solving capabilities by breaking down complex programming tasks into manageable steps using structured, sequential thinking.
- [jpheimonen/code-oracle](https://github.com/jpheimonen/code-oracle): Code Oracle leverages AI to efficiently locate code within large codebases using Gemini 2.5 Flash, integrating seamlessly as an MCP server in Cursor.
- [FuelLabs/fuel-mcp-server](https://github.com/FuelLabs/fuel-mcp-server): Facilitates seamless IDE integration with Fuel Network and Sway Language documentation through advanced semantic search capabilities.
- [AB498/code-context-provider-mcp](https://github.com/AB498/code-context-provider-mcp): Provides code context and analysis for AI assistants by extracting directory structures and code symbols using WebAssembly Tree-sitter parsers.
- [alesr/gh-self-reviewer](https://github.com/alesr/gh-self-reviewer): A Go-based Anthropic MCP server facilitating self-review of GitHub pull requests with Claude AI integration.
- [lq0910/vuesage](https://github.com/lq0910/vuesage): VueSage enhances Vue component quality through intelligent analysis and optimization, leveraging MCP for seamless integration with editors.
- [Bamimore-Tomi/ghidra_mcp](https://github.com/Bamimore-Tomi/ghidra_mcp): Transforms Ghidra into a reverse-engineering backend by extracting decompiled binary data and exposing it to LLMs via MCP.
- [aidalinfo/mcp-clean-code](https://github.com/aidalinfo/mcp-clean-code): Facilitates the planning and creation of clean, well-structured code with comprehensive English comments, focusing on readability and maintainability.
- [DocNR/repo-explorer](https://github.com/DocNR/repo-explorer): Efficiently explore and analyze Git repositories with advanced caching and cross-repository code pattern search, integrating seamlessly with Claude AI.
- [yy1588133/code-merge-mcp](https://github.com/yy1588133/code-merge-mcp): Facilitates code file extraction, merging, and analysis for large language models using the Model Context Protocol.
- [davidleathers113/typescript-analyzer-mcp](https://github.com/davidleathers113/typescript-analyzer-mcp): Enhance TypeScript codebases by intelligently analyzing and replacing 'any' types with specific types, while offering React component interface generation and advanced error handling.
- [Vulert](https://www.vulert.com): Vulert secures software by detecting vulnerabilities in open-source dependencies—without accessing your code. It supports Js, PHP, Java, Python, and more.
- [priyankark/a11y-mcp](https://github.com/priyankark/a11y-mcp): Conducts comprehensive accessibility audits on webpages using axe-core, integrating seamlessly with AI assistants to address a11y issues.
- [hanqizheng/unit-test-generator-mcp-server](https://github.com/hanqizheng/unit-test-generator-mcp-server): Generates unit tests for component libraries using the MCP protocol.
- [crisschan/mcp-jacoco-reporter](https://github.com/crisschan/mcp-jacoco-reporter): Transforms JaCoCo code coverage reports into AI-friendly formats for enhanced analysis and insights.
- [Tomatio13/software-checker-mcp](https://github.com/Tomatio13/software-checker-mcp): Facilitates comprehensive quality checks and release note generation for Git repositories, while also providing security risk analysis.
- [smadi0x86/GDB-MCP](https://github.com/smadi0x86/GDB-MCP): Facilitates LLM-driven debugging and analysis with GDB through an MCP server interface.
- [Ixe1/code-scanner-server](https://github.com/Ixe1/code-scanner-server): A versatile tool for scanning code files, extracting definitions, and providing LLM-friendly outputs, with dual operation as a CLI tool and MCP server.
- [mobilehackinglab/jadx-mcp-plugin](https://github.com/mobilehackinglab/jadx-mcp-plugin): Facilitates decompiler access for Claude by bridging Jadx API over HTTP using MCP, enabling live interaction with decompiled code.
- [first-to-fly/code-cleanup](https://github.com/first-to-fly/code-cleanup): A Bun TypeScript project offering a Model Context Protocol server for code cleanup using Google's Generative AI, with features like backup, custom prompts, and professional formatting.
- [hloiseaufcms/mcp-gopls](https://github.com/hloiseaufcms/mcp-gopls): Facilitates AI assistants' interaction with Go's Language Server Protocol for enhanced code analysis and navigation.
- [irvinebroque/repro-root-mcp-issue](https://github.com/irvinebroque/repro-root-mcp-issue): Deploy and manage a remote MCP server on Cloudflare Workers with OAuth login and integration with Claude Desktop.
- [r-huijts/mcp-server-tester](https://github.com/r-huijts/mcp-server-tester): A configuration-driven tool for automating tests and generating reports for MCP servers, leveraging Claude AI for intelligent test case generation.
- [nodetec/nostr-code-snippet-mcp](https://github.com/nodetec/nostr-code-snippet-mcp): Facilitates the execution of code snippets via a node-based MCP server.
- [BangNGH/github-code-index-mcp-server](https://github.com/BangNGH/github-code-index-mcp-server): Facilitates code indexing, searching, and analysis for large language models across multiple programming languages.
- [CodeLogicIncEngineering/codelogic-mcp-server](https://github.com/CodeLogicIncEngineering/codelogic-mcp-server): Leverage Codelogic's software dependency data for impact assessments in AI programming assistants.
## 💻 Code Execution
Servers designed to execute code snippets or scripts in various languages, often in sandboxed environments.
- [rapidriskradar/RRR-MCP](https://github.com/rapidriskradar/RRR-MCP): Facilitates the execution of RRR scripts through a configurable MCP server interface.
- [Quathor/CMD-Executor](https://github.com/Quathor/CMD-Executor): Facilitates remote execution of Windows CMD commands via the MCP protocol, ensuring secure and configurable command execution.
- [JSFrouws/mcp-matlab-executor](https://github.com/JSFrouws/mcp-matlab-executor): Securely execute MATLAB functions and scripts with user-approved security prompts.
- [cloudywu0410/python_sandbox_mcp_server](https://github.com/cloudywu0410/python_sandbox_mcp_server): Enables LLMs to execute Python code securely in isolated Docker containers with real-time communication via SSE.
- [1Levick3/postgresql-mcp-server](https://github.com/1Levick3/postgresql-mcp-server): Facilitates direct SQL query execution on PostgreSQL databases with parameterized queries and configurable timeouts.
- [madhavarora1988/mcp_sqlite_poc](https://github.com/madhavarora1988/mcp_sqlite_poc): Facilitates AI model interactions with SQLite databases through a Model Context Protocol server, offering query execution, schema discovery, and feedback collection.
- [spences10/mcp-sequentialthinking-qa](https://github.com/spences10/mcp-sequentialthinking-qa): Guides QA and verification processes by breaking down tasks into steps and recommending MCP tools with confidence scores and rationale.
- [Stoicmehedi/K-MCP](https://github.com/Stoicmehedi/K-MCP): K-MCP connects AI assistants to a Kali Linux terminal for AI-driven penetration testing and security research.
- [tufantunc/ssh-mcp](https://github.com/tufantunc/ssh-mcp): Enables secure execution of shell commands on remote Linux and Windows systems via SSH using the Model Context Protocol.
- [alfonsograziano/node-code-sandbox-mcp](https://github.com/alfonsograziano/node-code-sandbox-mcp): Node.js server for executing JavaScript in isolated Docker containers with dynamic npm dependency management.
- [MSAdministrator/enrichment-mcp](https://github.com/MSAdministrator/enrichment-mcp): Enhance security data by enriching observables using third-party services like VirusTotal and Hybrid Analysis.
- [Ompragash/isolator-mcp](https://github.com/Ompragash/isolator-mcp): Facilitates secure execution of Python, Go, and JavaScript code snippets within isolated Docker containers, accessible via MCP.
- [synackpwn/enrichment-mcp](https://github.com/synackpwn/enrichment-mcp): Enhances security data by enriching observables like IP addresses and domain names using third-party services.
- [pkgxdev/mcp](https://github.com/pkgxdev/mcp): Facilitates AI-driven execution of any Open Source tool via pkgx, with a focus on security and sandboxing.
- [stableversion/lldb_mcp](https://github.com/stableversion/lldb_mcp): A streamlined LLDB MCP server with minimal dependencies, designed for efficient command execution and output capture.
- [koido/extreme-p-mcp](https://github.com/koido/extreme-p-mcp): Facilitates extreme p-value calculations through an API interface using R scripts, integrated with Python via FastMCP.
- [harshini-ns/mcp-search-engine](https://github.com/harshini-ns/mcp-search-engine): A TypeScript-based MCP server offering a comprehensive suite of mathematical functions for seamless integration with language models.
- [jordanperr/mcp-experiments](https://github.com/jordanperr/mcp-experiments): Facilitates LLM-driven control of a Mac desktop via Bash and AppleScript commands.
- [T1nker-1220/aws-postgress-mcp-server](https://github.com/T1nker-1220/aws-postgress-mcp-server): Facilitates read-only SQL query access to AWS PostgreSQL databases using the Model Context Protocol.
- [texra-ai/mcp-server-mathematica](https://github.com/texra-ai/mcp-server-mathematica): Facilitates the execution of Mathematica code and verification of mathematical derivations through MCP client integration.
- [svngoku/mcp-docker-code-interpreter](https://github.com/svngoku/mcp-docker-code-interpreter): A secure Docker-based environment for executing code through MCP, enabling AI assistants to run code safely within isolated containers.
- [longxiangzhu/db2-mcp](https://github.com/longxiangzhu/db2-mcp): Facilitates interaction with DB2 for LUW databases through SQL queries and stored procedures.
- [pottekkat/sandbox-mcp](https://github.com/pottekkat/sandbox-mcp): Sandbox MCP provides a secure environment for LLMs to execute code within isolated Docker containers, enhancing code accuracy and safety.
- [dtkmn/mcp-zap-server](https://github.com/dtkmn/mcp-zap-server): A Spring Boot application enabling AI agents to orchestrate OWASP ZAP actions through the Model Context Protocol.
- [liuchongchong1995/nodejs](https://github.com/liuchongchong1995/nodejs): Facilitates runtime debugging of Node.js applications using Cursor or Claude Code.
- [chrisjmendez/mcp_quickstart](https://github.com/chrisjmendez/mcp_quickstart): Facilitates secure local Claude brain setup using Docker, SQLite, and uvx for MCP-style queries.
- [Dangoron/defillama-mcp](https://github.com/Dangoron/defillama-mcp): Facilitates the execution of DeFiLlama data processing scripts through an MCP server configuration.
- [tarjeir/chunker-mcp](https://github.com/tarjeir/chunker-mcp): Facilitates code chunking and vectorization using LangChain, storing results in ChromaDB for advanced querying.
- [bimalpaudels/python-interpreter-mcp](https://github.com/bimalpaudels/python-interpreter-mcp): Facilitates the execution of Python scripts in a controlled environment using LLMs.
- [johnhenry/vimble-mcp](https://github.com/johnhenry/vimble-mcp): Facilitates the execution of JavaScript code in a secure, sandboxed environment using Vimble.
## 💬 Communication & Messaging
Servers for interacting with email, chat platforms, SMS, or notification services.
- [jamesacklin/tlon-mcp-server](https://github.com/jamesacklin/tlon-mcp-server): Facilitates interaction with Tlon agents through direct messaging, contact management, and natural language support.
- [varunwahi-plivo/plivo-mcp-server](https://github.com/varunwahi-plivo/plivo-mcp-server): Facilitates SMS messaging through Plivo's API using the Message Control Protocol.
- [deuslirio/mcp-server-whatsapp-message](https://github.com/deuslirio/mcp-server-whatsapp-message): Facilitates sending WhatsApp messages through the Meta WhatsApp Business API using MCP.
- [theo-nash/twitter-mcp-server](https://github.com/theo-nash/twitter-mcp-server): Facilitates AI-driven interactions with Twitter, enabling operations like tweeting, searching, and user management without direct API access.
- [sudhakarmlal/ERAV3-GMAILMCP](https://github.com/sudhakarmlal/ERAV3-GMAILMCP): Facilitates seamless email management through the Gmail API, allowing users to send, read, and manage emails via an MCP client.
- [operation-hp/WA-MCP](https://github.com/operation-hp/WA-MCP): Facilitates interaction with MCP servers through WhatsApp using chat messages, leveraging whatsapp-web.js.
- [va99/Napier-mcp](https://github.com/va99/Napier-mcp): Facilitates AI-driven interactions with WhatsApp by bridging local environments to the WhatsApp web API, enabling message retrieval and media handling through a Python MCP server.
- [kousunh/alertmcp](https://github.com/kousunh/alertmcp): Facilitates desktop notifications from AI client tools with scheduling capabilities.
- [arush15june/zammad-mcp-go](https://github.com/arush15june/zammad-mcp-go): Facilitates interaction with the Zammad API for managing tickets and users through structured MCP resources and tools.
- [leshchenko1979/tg_mcp](https://github.com/leshchenko1979/tg_mcp): Facilitates seamless interaction with Telegram through a robust API, enabling message search, chat management, and analytics within the Cursor IDE.
- [nicekon/zendesk-mcp-server-kon](https://github.com/nicekon/zendesk-mcp-server-kon): Enhances Zendesk integration by managing tickets, community posts, and knowledge base access.
- [atorber/wechaty-mcp-sse](https://github.com/atorber/wechaty-mcp-sse): Facilitates seamless integration between Wechaty and large language models like Claude, enabling message sending and contact querying via a TypeScript-based MCP server.
- [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp): Facilitates AI agents in securely accessing 2FA codes and passwords for automated login processes via the Authenticator App.
- [imprvhub/mcp-status-observer](https://github.com/imprvhub/mcp-status-observer): Fac