Awesome MCP Servers

A curated list of awesome Model Context Protocol (MCP) servers. MCP is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations. This list focuses on production-ready and experimental MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

⚠️ Security Warning

[!WARNING] When running MCP servers without proper sandboxing, they can execute arbitrary code on your system with the same permissions as the host process. This creates significant security risks.

Security Risks: - System Access: Full access to files, network, and system resources - Code Execution: Can run any command on your machine - Prompt Injection: Malicious prompts could trigger unintended server actions - Data Exposure: Sensitive data may be accessed or leaked

Best Practices: - Use official implementations (marked with ⭐) when available - Run servers in VMs or isolated environments - Review code before installation - Limit permissions to minimum required - Monitor server activity

Examples of Supported Clients

	MCP Host	Documentation
	Claude Desktop	Claude x MCP
	Zed Editor	Zed x MCP
	Sourcegraph Cody	Cody x MCP
	Continue	Continue x MCP
	GPT Computer Assistant	GCA x MCP
	LibreChat	LibreChat Agents x MCP
	Cursor	Cursor x MCP
	Enconvo	Enconvo x MCP
	Goose	Goose x MCP
	Nerve	Nerve x MCP
	MCP Router	MCP Router x MCP
	mcp-use	mcp-use x MCP
	WhatsMCP	WhatsApp x MCP
	Visual Studio Code	VS Code x MCP

Server Implementations

• 📂 - File Systems
• 📦 - Sandbox & Virtualization
• 🔄 - Version Control
• ☁️ - Cloud Storage
• 🗄️ - Databases
• 💬 - Communication
• 📈 - Monitoring
• 🔍 - Search & Web
• 🗺️ - Location Services
• 🎯 - Marketing
• 📝 - Note Taking
• ⚡ - Cloud Platforms
• ⚙️ - Workflow Automation
• 🤖 - System Automation
• 📱 - Social Media
• 🎮 - Gaming
• 💹 - Finance
• 🧬 - Research & Data
• 🤝 - AI Services
• 💻 - Development Tools
• 📊 - Data Visualization
• 🆔 - Identity
• 🔗 - Aggregators
• 💬 - Language & Translation
• 🔒 - Security
• 🔌 - IoT
• 🧑‍🎨 - Art & Literature
• 🛒 - E-Commerce
• 📦 - Data Platforms
• 🤖 - Robotics & Physical AI

Legend

• ^⭐ Official protocol implementation
• ¹ First implementation (when multiple implementations exist)
• ² Second implementation
• ³ Third implementation
• ⁿ Subsequent implementations

Tools & Utilities

See Helpful Tools & Utilities section for tools to help manage, configure, and work with MCP servers.

📂 File Systems

Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories. - Backup - Provides file and folder backup and restoration capabilities for AI agents and code editing tools - FileStash - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc... - FileSystem¹ - Direct local file system access - FileSystem² - Golang implementation for local file system access - Everything Search - Lightning-fast Windows file search powered by Everything SDK - fast-filesystem-mcp - Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery. - llm-context - Share code context with LLMs via Model Context Protocol or clipboard

📦 Sandbox & Virtualization

Secure sandbox environments for code execution and testing. Enables safe execution of code snippets and development workflows.

• Microsandbox^⭐ - Self-hosted platform for secure execution of AI code. Great for Code Interpreter, Data Analysis, Browser Use.
• E2B^⭐ - Secure cloud development environments for AI agents. Enables safe code execution and testing in isolated containers.
• Docker - An MCP server for Docker operations, enabling seamless container and compose stack management.

🔄 Version Control

Interact with Git repositories and version control platforms. Enables repository management, code analysis, pull request handling, issue tracking, and other version control operations through standardized APIs.

• GitHub¹ - GitHub API integration for repository management, PRs, issues, and more
• GitHub² - Token-based GitHub automation management. No Docker for optimal performance, Flexible configuration for fine-grained control, 80+ tools with direct API integration.
• GitLab - GitLab platform integration for project management and CI/CD operations
• Git - Direct Git repository operations including reading, searching, and analyzing local repositories
• Phabricator - Phabricator API integration for repository and project management
• Gitingest-MCP - Gitingest integration providing prompt friendly summmaries of Github repos

☁ Cloud Storage

Access and manage files stored in cloud storage platforms. Enables searching, reading, and organizing cloud-stored documents and data.

• Google Drive - Google Drive integration for file access, search, and management
• Box^⭐ - Box MCP Server allows third party AI agents from platforms like Copilot Studio, Cursor, Claude for Desktop to access Box content seamlessly. It extends the agent's capabilities by allowing it to perform actions related to content stored in Box.
• VideoDB^⭐ - A serverless video database to easily store, index, search, and stream videos. VideoDB uses AI to automatically tag scenes, generate accurate transcriptions, and quickly retrieve video moments with simple queries.
• Microsoft 365 - MCP server that connects to the whole Microsoft 365 suite (Microsoft Office, Outlook, etc.) using Graph API (including mail, files, Excel, calendar)

🗄️ Databases

Secure database access with schema inspection capabilities. Enables querying and analyzing data while maintaining read-only safety by default.

• PostgreSQL - PostgreSQL database integration with schema inspection and query capabilities
• SQLite - SQLite database operations with built-in analysis features
• DuckDB - DuckDB database integration with schema inspection and query capabilities
• Excel - Excel workbook manipulation including data reading/writing, worksheet management, formatting, charts, and pivot tables
• BigQuery¹ - BigQuery database integration with schema inspection and query capabilities
• BigQuery² - A BigQuery MCP server for read-only SQL queries and schema exploration (available on npm)
• Neon^⭐ - Neon MCP Server. Allows natural language interactions with Neon for database management.
• Qdrant^⭐ - A Qdrant MCP server for keeping and retrieving memories in the Qdrant vector search engine.
• MongoDB - A Model Context Protocol Server for querying and analyzing MongoDB collections.
• MongoDB Lens - Full featured MCP Server for MongoDB databases.
• MySQL - MySQL database integration with configurable access controls and schema inspection
• Airtable - Read and write access to Airtable databases, with schema inspection.
• Snowflake - Snowflake database integration with read/write capabilities and insight tracking.
• DBUtils - A unified database access service for MCP that seamlessly integrates PostgreSQL and SQLite with a clean abstraction layer.
• TiDB - MCP server implementation for TiDB (serverless) database.
• NocoDB - Read and write access to NocoDB database.
• Couchbase^⭐ - MCP server to interact with the data stored in Couchbase clusters including natural language querying.
• Redis^⭐ - A natural language interface designed for agentic applications to efficiently manage and search data in Redis.
• VideoDB Director^⭐ - Create AI-powered video workflows including automatic editing, content moderation, voice cloning, highlight generation, and searchable video moments—all accessible via simple APIs and intuitive chat-based interfaces.

💬 Communication

Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.

• Slack - The most powerful MCP Slack Server with Stdio and SSE transports, Proxy support and no permission requirements on Slack Workspace.
• LINE Official Account^⭐ - Integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.
• Linear - Linear MCP Server. Provides integration with Linear's issue tracking system through MCP.
• Atlassian - Comprehensive integration with Atlassian suite including Confluence for documentation management and Jira for issue tracking.
• Carbon Voice^⭐ - MCP Server that connects AI Agents to Carbon Voice. Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in Carbon Voice.
• ntfy - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy.sh server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)

📈 Monitoring

Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.

• Metoro - Query and interact with kubernetes environments monitored by Metoro
• Raygun - Raygun API V3 integration for crash reporting and real user monitoring
• Sentry - Sentry.io integration for error tracking and performance monitoring
• sslmon - Domain/HTTPS/SSL domain registration information and SSL certificate monitoring capabilities. Query domain registration and expiration information, and SSL certificate information and validity status for any domain.
• Signoz - Comprehensive integration with Signoz APIs and documentation for monitoring, observability, and debugging tasks related to your Signoz instances.
• VictoriaMetrics - Comprehensive integration with VictoriaMetrics APIs and documentation for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances.

🔍 Search & Web

Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.

• Puppeteer - Browser automation for web scraping and interaction
• Brave Search - Web search capabilities using Brave's Search API
• Bright Data - Discover, extract, and interact with the web - one interface powering automated access across the public internet.
• Dumpling AI - Access data, web scraping, and document conversion APIs by Dumpling AI
• Fetch - Efficient web content fetching and processing for AI consumption
• Kagi Search - TypeScript-based MCP server that integrates the Kagi Search API
• Exa Search^⭐ - Integration with Exa AI Search API for real-time web information retrieval
• NYTimes - Search articles using the NYTimes API
• Google News - Google News search with automatic categorization, multi-language support, and comprehensive search options
• Scrapeless - The Scrapeless Model Context Protocol service acts as an MCP server connector to the Google SERP API, enabling web search within the MCP ecosystem without leaving it.
• Search1API - Search via search1api (requires paid API key)
• RivalSearchMCP - A powerful MCP server providing a suite of tools for web search, content discovery, and automated research workflows.
• Tavily - Tavily AI search API integration
• ArXiv - Search ArXiv research papers
• PapersWithCode - Search research papers, conferences, and codebases through PapersWithCode API
• Playwright - A Model Context Protocol server that provides browser automation capabilities using Playwright.
• Websearch - Self-hosted Websearch service.
• Browser Control - An MCP server paired with a browser extension allowing local browser control.
• Apify Actors - Use 4,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more.
• RAG Web Browser - An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
• Skyvern - MCP to let Claude or your own LLM control your browser
• Ihor-Sokoliuk/MCP-SearXNG - A Model Context Protocol Server for SearXNG
• mcp-server-webcrawl - Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers.

🗺️ Location Services

Geographic and location-based services integration. Enables access to mapping data, directions, and place information.

• Campertunity - Search campgrounds around the world on campertunity, check availability, and provide booking links
• Google Maps - Google Maps integration for location services, routing, and place details
• IPLocate - Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io
• IP2Location.io - IP2Location.io API integration to retrieve the geolocation information for an IP address.
• QGIS - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.

🎯 Marketing

Tools that help marketers write better content and run better campaigns.

• Agent Mindshare - Track and monitor AI agent mindshare across platforms - measure brand visibility in AI conversations.
• Open Strategy Partners Marketing Tools^⭐ - a standardized editing code system, writing guidelines, web metadata generator, and product communication framework.
• Fathom Analytics - Access Fathom Analytics data and reports about your sites
• Facebook Ads - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
• Google Ads - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.
  

📝 Note Taking

Integration with note-taking applications and personal knowledge management tools. Enables access to notes, documents, and personal information stores. - Apple Books - Transform your Apple Books to a queryable knowledge base. - eBook-mcp - A lightweight MCP server that allows LLMs to read and interact with your personal PDF and EPUB ebooks on your local machine. Ideal for building AI reading assistants or chat-based ebook interfaces. - Obsidian¹ - Obsidian vault integration with tools for file management, search, and content manipulation - Obsidian² - Alternative implementation for reading and searching Markdown notes - Notion¹ - Notion API integration for managing personal todo lists and notes - Notion² - Alternative implementation for Notion API integration - Apple Notes - Read from local Apple Notes database (macOS only) - Slite - Model Context Protocol server for Slite integration. Search and retrieve notes, browse note hierarchies, and access content from your Slite workspace. - Todoist - An MCP server implementation for Todoist, enabling natural language task management. - Google Keep - Read, create, update and delete Google Keep notes.

⚡ Cloud Platforms

Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.

• Cloudflare^⭐ - Integration with Cloudflare services including Workers, KV, R2, and D1
• Kubernetes¹ - Kubernetes cluster operations through MCP
• Kubernetes² - Kubernetes multi-cluster management and operations, featuring a management ui, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
• MKP³ - Model Kontext Protocol Server for Kubernetes with native Go implementation, direct API integration, and comprehensive resource management
• Tinybird^⭐ - Interact with a Tinybird Workspace from any MCP client.

⚙️ Workflow Automation

Integration with workflow automation platforms allows AI models to execute workflows and retrieve data back to their systems.

• Make^⭐ - Turn Make scenarios into callable tools for AI assistants.
• Taskade MCP^⭐ - Official Taskade MCP server + OpenAPI → MCP codegen to build AI agent tools from any API and connect Taskade to Claude, Cursor, and more.

🤖 System Automation

Tools for shell access, system control, and task automation. Enables AI models to execute commands and interact with the operating system.

• Shell - Autonomous shell execution and computer control (Mac)
• Windows CLI - Windows CLI MCP Server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells.
• Windows Control - Windows automation MCP server providing mouse, keyboard, screen capture, clipboard, and window management capabilities using NutJS.
• Command Line - MCP server allowing any and all command execution over CMD(BE CAREFUL).
• Apple Shortcuts - An MCP Server Integration with Apple Shortcuts

📱 Social Media

Integration with social media platforms and content sharing services. Enables interaction with social networks and content platforms.

• BlueSky - Bluesky API integration for querying and searching feeds and posts
• YouTube¹ - YouTube integration using yt-dlp for subtitle downloading and video analysis
• YouTube² - Alternative implementation for fetching YouTube subtitles and transcripts
• Spotify - Connects with Spotify for playback control and track/album/artist/playlist management.
• TikTok - TikTok integration for getting post details and video's subtitles

🎮 Gaming

Gaming data and Game Development tools.

• Unity Engine¹ - Tools for Unity Editor and for a game made with Unity
• UnityEngine² - Unity3d Game Engine integration for game development
• Unity Engine³ - Advanced Unity MCP from Code Maestro. Build, debug, profile, and manage assets, scenes, and scripts with natural language via MCP.

💹 Finance

Financial data and cryptocurrency information services.

• Octagon^⭐ - Deliver real-time market intelligence with extensive private and public market data.
• CoinMarket - Coinmarket API integration for cryptocurrency data
• Chargebee^⭐ - MCP Server that connects AI agents to Chargebee platform.
• DexPaprika^⭐ - Comprehensive cryptocurrency and DEX data API across multiple blockchains, providing real-time token pricing, liquidity pools, and OHLCV data for market analysis
• Mercado Pago - Mercado Pago's official MCP server, offering tools to interact with our API, simplifing tasks and product integration.
• PayPal^⭐ - The PayPal Agent Toolkit enables popular agent frameworks including Model Context Protocol (MCP) to integrate with PayPal APIs through function calling.
• Stripe^⭐ - Allows you to integrate with Stripe APIs
• LongPort OpenAPI^⭐ - Provides real-time stock market data, provides AI access analysis and trading capabilities through MCP.
• ZBD^⭐ - Interact with ZBD's payment processing APIs for instant global payments with Bitcoin and Lightning Network

🧬 Research & Data

Access to research papers, genetic data, and specialized datasets.

• ArXiv - Search ArXiv research papers
• Ancestry - Read .ged files and genetic data
• Probe.dev - Professional media analysis and validation MCP server with FFprobe, MediaInfo, and comprehensive reporting capabilities
• OpenNutrition - Search 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database
• Congress - Query and reeason about legislative data from Congress.gov

🤝 AI Services

Integration with AI and machine learning services.

• Agentset AI - RAG on your data using MCP protocol
• OpenAI - Query OpenAI models directly from Claude using MCP protocol
• OpenAI Compatible Chat - Chat with models from OpenAI-compatible APIs (Perplexity, Groq, xAI, etc.)
• Perplexity Chat with Perplexity via MCP
• LlamaCloud - LlamaCloud MCP Server. A TypeScript-based MCP server connecting to a managed index on LlamaCloud.
• HuggingFace Spaces - Use HuggingFace spaces from your MCP Client. Supports Images, Audio, Text and more.
• PiAPI - PiAPI MCP server makes user able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps.
• Chronulus AI - Predict anything with Chronulus AI multimodal forecasting and prediction agents (Watch Demos on Youtube).
• Creatify - MCP Server that exposes Creatify AI API capabilities for AI video generation, including avatar videos, URL-to-video conversion, text-to-speech, and AI-powered editing tools.
• ZenML^⭐ - Chat with your MLOps and LLMOps pipelines using the ZenML MCP server

💻 Development Tools

Tools and servers that assist with software development workflows. Enables integration with development-related services and APIs.

• CentralMind/Gateway - MCP and MCP SSE Server that automatically generate production ready API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase
• Currents^⭐ - Enable AI Agents to fix Playwright test failures reported to Currents.
• 🐙 Octocode - AI-powered developer assistant that enables advanced research, analysis and discovery and code generation across GitHub and NPM realms in realtime.
• OpenAPI Schema Explorer - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
• OpenRPC - A Model Context Protocol server that provides JSON-RPC functionality through OpenRPC.
• Postman - Interact with Postman API.
• QA Sphere^⭐ - Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
• marimo^⭐ - CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands.
• Figma - Paste a link to your Figma design to get its data in a ready-to-implement format.
• Comet Opik^⭐ - Query and interact with LLM observability and telemetry captured by Opik using natural language.
• VSCode Devtools - Connect to VSCode ide and allows using semantic tools like find_usages
• Mastra/mcp^⭐ - Provides AI assistants with direct access to Mastra.ai's complete knowledge base.
• Bucket - Flag features, manage company data, and control feature access using Bucket
• EdgeOne Pages - A MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.
• Globalping MCP^⭐ - Access a network of thousands of probes to run network commands like ping, traceroute, mtr, http and DNS resolve.
• GitKraken^⭐ - A CLI for interacting with GitKraken APIs. Includes an MCP server via gk mcp that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Works with local tools and remote services.
• aymericzip/intlayer - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, docs.
• tom28881/mcp-jira-server - Comprehensive TypeScript MCP server for Jira with 20+ tools covering complete project management workflow: issue CRUD, sprint management, comments/history, attachments, batch operations. Features universal field auto-detection, full Czech/localization support, and date parsing with multiple formats. Created by Tomáš Gregorovič.
• Maven Tools MCP - Maven Central dependency intelligence for JVM build tools (Maven, Gradle, SBT, Mill) with Context7 integration for documentation support.
• DefangLabs/defang - CLI and MCP server for building and deploying Docker Compose-compatible projects to your own AWS, GCP, or DigitalOcean account.

📊 Data Visualization

Tools for creating and managing data visualizations. Enables generation of charts, graphs, and other visual representations of data.

• VegaLite - Generate visualizations from fetched data using the VegaLite format and renderer.
• Chart - A Model Context Protocol server for generating visual charts using AntV.
• ECharts - Generate visual charts using Apache ECharts with AI MCP dynamically.
• Mermaid - Generate mermaid diagram and chart with AI MCP dynamically.
• unified-diff-mcp - Generate visual diff comparisons from text changes with HTML/PNG export. Perfect for code reviews and document analysis with side-by-side visualization.

🆔 Identity

Tools for identity and access management. Enables user authentication, authorization.

• Keycloak - MCP server implementation for managing Keycloak users, groups, and realms using natural language queries.

🔗 Aggregators

Tools for accessing many apps and tools through a single MCP server..

• MCPJungle - Self-hosted MCP Registry and Proxy for enterprise AI Agents.

• Rube - Rube is a Model Context Protocol (MCP) server that connects your AI tools to 500+ apps like Gmail, Slack, GitHub, and Notion. Simply install it in your AI client, authenticate once with your apps, and start asking your AI to perform real actions like "Send an email" or "Create a task."

• Pipedream - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.

• Zapier - Connect your AI Agents to 8,000 apps instantly.

💬 Language & Translation

Provides real-time translation of text, documents, and content between multiple languages.

• Lara^⭐ - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations

🔒 Security

Tools for security needs. Enables securing code, finding vulnerabilies.

• Semgrep - A MCP server for using Semgrep to scan code for security vulnerabilities.
• Microsoft Entra ID - A MCP server for interacting with EntraID through Microsoft Graph API. It is designed for extensibility, maintainability, and security, supporting advanced queries for users, sign-in logs, MFA status, privileged users and more.
• Netwrix^⭐ - A FastMCP-based server for Netwrix Access Analyzer data analysis, designed for enhanced data analysis capabilities.
• OSV - Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.
• Vulert - Vulert secures software by detecting vulnerabilities in open-source dependencies—without accessing your code. It supports Js, PHP, Java, Python, and more
• CDSP - MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants.
• CAKM - MCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases.
• CRDP - MCP server for Thales CipherTrust Manager RestFul Data Protection service.
• CSM - MCP server for Thales CipherTrust Secrets Management

🔌 IoT

Tools that integrate with Internet of Things connectivity.

• Coreflux MQTT - MCP server for the Coreflux MQTT broker, enabling AI agents to transfom the broker into a automation hub and interact with IoT devices and messaging systems through the MQTT protocol.

🧑‍🎨 Art & Literature

Art and literature services.

• MCP Open Library - A Model Context Protocol (MCP) server for the Internet Archive's Open Library API that enables AI assistants to search for book and author information.

🛒 E-Commerce

E-Commerce platforms.

• Mercado Libre - Mercado Libre's official MCP server, offering tools to interact with our marketplace, simplifying tasks and product integration.
• ShopSavvy^⭐ - Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more. Published as @shopsavvy/mcp-server.

📦 Data Platforms

Platforms for orchestrating, transforming, and managing data pipelines. Enables AI agents to interact with complex ETL/ELT workflows, unify disparate data sources, and drive automated data operations across cloud and hybrid environments.

• Keboola^⭐ - Build robust data workflows, integrations, and analytics on a single intuitive platform.

🤖 Robotics & Physical AI

Robotics, drones and physical AI.

• Bagel - ChatGPT for physical data. Troubleshoot your robots and drones with natural language. No fuss.

Tools & Utilities

Tools that help manage, configure, and work with MCP servers. These utilities simplify the installation process and improve the user experience.

Server Managers

• mcp-get - CLI tool for installing and managing MCP servers. Simplifies server installation and configuration for Claude Desktop.
• Supports NPM-based servers
• Automatic configuration generation
• Easy server management
• mxcp - Open-source framework for building secure, testable, enterprise-grade MCP tools from SQL or Python on top of dbt + DuckDB.
• Remote MCP - Solution to Remote MCP Communication, enabling effortless integration for centralized management of Model Context
• yamcp - A Model Context Workspace Manager. Oraganize your MCP servers in local workspaces (coding, design, research, ...), scan, monitor, and integrate each workspace with AI apps via a unified CLI.
• ToolHive - A lightweight utility designed to simplify the deployment and management of MCP servers, ensuring ease of use, consistency, and security through containerization.

Please read the contribution guidelines if you want to contribute.

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License

To the extent possible under law, Stephen Akinyemi has waived all copyright and related or neighboring rights to this work.