Posted on April 18, 2025 by Ihsanuddin Idharo with No comments
Google’s NotebookLM is a game-changer for anyone juggling notes, research, or project materials. This AI-powered tool acts like a personal research assistant, analyzing your uploaded documents—Google Docs, PDFs, text, audio, or even YouTube transcripts—and delivering clear, tailored responses based solely on your content. No more sifting through tabs or struggling to recall key points. Here’s a concise guide to how NotebookLM works, its standout features, how it compares to tools like ChatGPT and Notion AI, and why it’s a must-try for students, researchers, and creators.
Getting Started with NotebookLM
Accessing NotebookLM is straightforward. Head to the official site, log in with your Gmail account, and you’re ready to create your first notebook. The interface is clean and intuitive, requiring no technical skills. Simply click “Create” to start a new notebook and upload your sources. NotebookLM supports multiple formats:
Posted on April 18, 2025 by Ihsanuddin Idharo with No comments
This guide walks you through building a streamlined Model Context Protocol (MCP) server using only the core Java SDK, no external frameworks like Spring required. We’ll set up the MCP Java dependency, implement a server, configure default transport implementations, and test everything with the MCP Inspector tool. The example revolves around a simple application that serves a list of JavaOne conference presentations. Let’s dive into the code.
Setting Up the Project
Create a new Maven project in IntelliJ (or your preferred IDE) with JDK 24. Name it JavaOneMCP for clarity. Update the pom.xml to include the MCP Java SDK and SLF4J for logging.
Posted on April 18, 2025 by Ihsanuddin Idharo with No comments
The Supabase UI library, built on ShadCN, simplifies connecting Supabase to React-based applications. This guide walks through setting up a Next.js project, installing the UI library, and implementing authentication and file uploads with minimal hassle. Let’s dive in.
Setting Up the Next.js Project
Start by creating a Next.js application using NPX. You can use any React-based framework like Remix, React Router, or TanStack Start, but we’ll stick with Next.js for this example.
npx create-next-app@latest ui-library
Accept the default settings, navigate to the project directory, and open it in VS Code. Run the development server to view the default Next.js template at localhost:3000:
Posted on April 18, 2025 by Ihsanuddin Idharo with No comments
When choosing a backend technology, performance is often the deciding factor. Developers frequently turn to benchmarks to compare options, and one question that pops up a lot is: how do Node.js and Go (Golang) stack up, especially in terms of concurrency? Both are popular choices for building scalable web applications, but their approaches to handling concurrent tasks differ significantly. This article dives into their performance differences, explores why Go often comes out ahead, and examines whether benchmark tests are truly fair. We’ll also look at real-world data from the TechEmpower Web Framework Benchmark and discuss how to optimize both technologies for maximum speed.
Posted on April 18, 2025 by Ihsanuddin Idharo with No comments
Software engineering demands a unique blend of skills, and not everyone is cut out for it. Over the past couple of years, before AI tools became ubiquitous, raw ability played a bigger role. To excel, you need a certain level of natural intelligence, a strong work ethic, and early exposure to problem-solving environments. Let’s break down what it takes to thrive in this field.
The Role of Intelligence
Software engineering isn’t for everyone, and that’s not a slight—it’s just reality. Studies show the average IQ of software engineers hovers above 120, placing them in the top 15-20% of the population. This isn’t about gatekeeping; it’s about recognizing the cognitive demands of the job. Writing clean code, debugging complex systems, and designing scalable architectures require sharp analytical thinking and pattern recognition.
Posted on April 15, 2025 by Ihsanuddin Idharo with No comments
Frontly is a no-code platform that lets you turn spreadsheets into fully functional web apps in minutes. Whether you're a small business owner, a freelancer, or just someone with a cool idea, Frontly makes app development accessible without requiring you to write a single line of code. This guide walks you through the process of building your first app, exploring Frontly’s features, and leveraging its AI-powered tools to create something awesome. Let’s dive in.
Getting Started with Frontly’s Homepage
When you log into Frontly, the homepage is your starting point. It’s clean, intuitive, and packed with tools to kickstart your app-building journey. The homepage is divided into key sections:
Posted on April 15, 2025 by Ihsanuddin Idharo with No comments
WordPress 6.8 dropped in 2025, and it’s the only major release we’re getting this year. Unlike the usual trio of updates, the team decided to slow things down and focus on refining what’s already there. Think of it as a spring cleaning for your favorite CMS—less about flashy new features and more about making everything run smoother, look better, and feel more intuitive. From an upgraded site editor to developer-friendly tweaks like Bcrypt adoption, there’s a lot to unpack. Let’s dive into what makes WordPress 6.8 a solid step forward, covering the big changes, subtle improvements, and everything in between.
Posted on April 15, 2025 by Ihsanuddin Idharo with No comments
Discover Laravel 12.8’s automatic relation loading, a game-changing feature that eliminates the N+1 query problem with dynamic eager loading. Learn how it works, its benefits, and an edge case with polymorphic relationships in this in-depth guide.
Posted on April 15, 2025 by Ihsanuddin Idharo with No comments
Learn how to build a fast, safe web server using Rust and Actix Web. This step-by-step guide covers creating GET and POST endpoints, handling JSON, managing path parameters, and simulating a database with thread-safe concurrency. Perfect for developers looking to leverage Rust’s performance in backend development.
Posted on April 15, 2025 by Ihsanuddin Idharo with No comments
Learn how to build an AI chat agent that queries a Supabase database using Hyperdrive and the Agent SDK. This step-by-step guide covers setup, code, and real-world applications, with examples for natural language queries and data insights.
Imagine having an AI that not only chats with you but also dives into your database, runs queries, and delivers insights in plain English. That’s exactly what we’re exploring today: an AI chat agent powered by a Supabase database and Hyperdrive, capable of querying data and performing actions on your behalf. This guide walks you through how it works, how to build one, and ways to extend it for your own projects. Let’s dive into the details with a focus on clarity and practicality.
What Is This AI Chat Agent?
At its core, this AI chat agent is a conversational tool that interacts with users and connects directly to a database—in this case, a Supabase database. Unlike a standard chatbot that’s limited to answering questions based on pre-trained knowledge, this agent can execute SQL queries, fetch data, and even perform calculations to provide meaningful insights. It’s built using the Workers platform and the Agent SDK, with Hyperdrive enabling fast, secure database connections.
Posted on April 15, 2025 by Ihsanuddin Idharo with No comments
Did you know that AI understands and responds better when you ask the right way? Today, I'm going to teach you what you need to know about Large Language Models (LLMs) and how to interact with them using prompt engineering. Prompts are what empower LLMs to make us more productive in our work. When you understand the power of prompting and its limitations, you can achieve even more, faster.
Posted on April 13, 2025 by Ihsanuddin Idharo with No comments
I just returned from day two of Google Cloud Next 2025, and let me tell you, it was a whirlwind of ideas, demos, and a whole lot of talk about agents. The developer keynote today doubled down on the buzz from day one, filling in the gaps on some big announcements. If day one set the stage, day two was all about diving into the nitty-gritty—especially around this new agent-to-agent protocol (A2A) that’s got everyone talking. So, grab a coffee, get comfy, and let’s unpack what went down, from the expo floor to the keynote stage, in a way that’s easy to digest but doesn’t skimp on the techy details.
Posted on April 13, 2025 by Ihsanuddin Idharo with No comments
Imagine piecing together a digital puzzle where every piece clicks into place with just the right mix of tech and creativity. That’s exactly what we’re doing today as we dive into deploying a remote MCP (Multi-Cloud Platform) server using Cloudflare’s powerful tools—think Durable Objects, Workers, and the shiny new WorkOS Offkit for authentication. This isn’t just about code; it’s about crafting something functional, secure, and maybe even a little fun. So, grab a coffee, settle in, and let’s walk through this process together, step by step, in a way that’s easy to follow and light on the jargon overload.
Why Cloudflare and WorkOS?
Before we jump into the how-to, let’s talk about why this combo is worth your time. Cloudflare is like the Swiss Army knife of the internet—fast, reliable, and packed with tools to make your life easier. Their Workers platform lets you run code at the edge, meaning your app responds lightning-fast no matter where your users are. Add in Durable Objects for stateful storage and you’ve got a robust setup for building something like an MCP server.
Now, WorkOS Offkit? That’s the authentication magic. It handles user logins securely without you having to reinvent the wheel. Together, they’re a dream team for deploying a server that’s not only powerful but also locked down tight with proper auth. And the best part? Cloudflare makes it ridiculously easy to get started with a one-click deploy button. So, let’s hit that button and see where it takes us.
Posted on April 12, 2025 by Ihsanuddin Idharo with No comments
If you’ve ever spent hours combing through PDFs for one tiny piece of information, you know the struggle is real. Researchers juggle dozens of academic papers. Students wrestle with lecture notes and textbooks. Developers dig through technical docs for that one obscure parameter. It’s like searching for a needle in a haystack, except the haystack is digital, and your patience is running on fumes.
An AI-powered PDF assistant flips the script. Instead of you doing the heavy lifting, the AI does it for you. It reads your PDFs, understands them, and answers your questions in plain English. Need a summary of a 50-page report? Done. Want to know the publication date of a paper? Got it. Curious about a specific topic buried in a 200-page manual? No problem. It’s like having a 24/7 research buddy who’s lightning-fast, never complains, and always knows where to look.
Here’s the best part: we’re building this with tools that make it fun and approachable, even if you’re not a coding wizard. We’ll use:
Posted on April 12, 2025 by Ihsanuddin Idharo with No comments
BLAKE3 is a cryptographic hashing algorithm that’s designed to be blazing fast while maintaining top-notch security. It’s the successor to BLAKE2 and BLAKE, which were already pretty cool, but BLAKE3 takes things to another level. Here’s why I’m hooked:
Speed: BLAKE3 is insanely fast, especially on modern hardware. It leverages parallelism, so it can take advantage of multiple CPU cores to crunch data quicker than most other algorithms.
Flexibility: Want a 32-byte hash? 64 bytes? 128 bytes? BLAKE3 lets you choose the output length with its extendable-output function (XOF). This is super handy for different use cases, from short signatures to long checksums.
Parallelism: Unlike SHA-256 or SHA-512, which process data sequentially, BLAKE3 can split up the work and hash chunks of data in parallel. This makes it a beast for large files.
Security: BLAKE3 is cryptographically secure, offering the same level of strength as SHA-256 and SHA-512 for most practical purposes. It’s resistant to collision attacks, preimage attacks, and all the nasty stuff hackers might try.
Rust-Friendly: The BLAKE3 crate in Rust is high-quality, well-documented, and a breeze to use. It’s like it was made for Rustaceans.
Posted on April 12, 2025 by Ihsanuddin Idharo with No comments
Laravel Filament is a fantastic admin panel framework that makes tasks like exporting and importing data smooth and intuitive. In this guide, we’ll walk through creating a Laravel project from scratch, setting up models, migrations, and relationships, and implementing Filament’s export and import actions. We’ll keep things relaxed, straightforward, and easy to follow while diving into the technical details. Let’s get started!
Setting Up the Laravel Project with Filament
To kick things off, we need a fresh Laravel project with Filament installed. Filament provides a starter kit that sets up an admin panel right out of the box, so let’s use that.
Open your terminal and run the following command to create a new Laravel project named filament-csv:
laravel new filament-csv --filament
This command uses Laravel’s installer to create a project and includes the Filament starter kit. It’ll take a moment to install all the dependencies, including Filament’s admin panel, which is built on top of Laravel.
Once the installation is complete, navigate into the project directory:
Posted on April 12, 2025 by Ihsanuddin Idharo with No comments
GoogleAgent Development Kit (ADK) is making waves in the tech world. It’s a beginner-friendly, packed with goodies, and designed to work across multiple models. So, let’s take a relaxed stroll through this kit, explore what it can do, and build our first agent together—step by step, no stress, just vibes.
Why Now Is the Perfect Time to Code Agents
Let’s set the scene. Over the past month, every major tech player has been racing to release their own agent development tools. It’s like an AI party, and everyone’s invited! But Google’s ADK, released just a few days ago, stands out. Why? It’s not tied to one specific model—it’s built to play nice with a bunch of large language models (LLMs) like Gemini Pro 2.5, Claude 3.7, or whatever you fancy. Plus, it’s got a rich ecosystem of tools, seamless scaling for global deployment, and compatibility with libraries like LangChain, LlamaIndex, LangGraph, and Crew AI.
Think of it like this: coding agents today is like getting a Swiss Army knife for AI. You’ve got pre-built tools (hello, Google Search integration!), flexible orchestration, and the ability to go from simple to super complex without breaking a sweat. Whether you’re a newbie or a seasoned coder, the timing couldn’t be better. So, let’s roll up our sleeves and see what this kit is all about.
Posted on April 12, 2025 by Ihsanuddin Idharo with No comments
Neo4j is an open-source graph database that’s shaking things up in the tech world. If you’ve ever scratched your head wondering what a graph database is or why it’s cooler than your traditional relational database, buckle up—this article is your friendly guide to Neo4j, knowledge graphs, and why they’re a game-changer. We’ll keep it chill, simple, and packed with insights, diving deep into the tech without losing the fun.
What’s Neo4j, Anyway?
Neo4j is a graph database platform that’s all about relationships. Unlike relational databases—think SQL with their neat tables of rows and columns—Neo4j stores data as nodes and relationships. Picture a social network: you’re a node, your friend is another node, and the “friendship” between you is the relationship. That’s the gist of how Neo4j organizes data.
Posted on April 12, 2025 by Ihsanuddin Idharo with No comments
Hey there! If you’ve ever dabbled in building APIs, you’ve probably hit that moment of confusion: How many APIs should I actually create? It’s a question that pops up all the time, especially when you’re dealing with features that seem kind of similar. Do you mash them into one endpoint or split them up? It’s not always clear, and honestly, there’s no one-size-fits-all answer. But don’t worry—I’m here to break it down in a way that’s easy to follow, with real-world examples to make sense of it all. By the end of this, you’ll have a solid grip on how to decide whether to go with one endpoint for multiple services or give each service its own. Let’s dive in!
The Big Question: One API or Many?
When you’re building something like a microservices architecture, this question comes up a lot: Should I create a single API that handles a bunch of services, or should each service have its own dedicated API? To unpack this, let’s start with a scenario that’s pretty common.
Posted on April 12, 2025 by Ihsanuddin Idharo with No comments
Google just dropped a game-changer in the app development world: Firebase Studio. If you’ve ever dreamed of building a full-stack AI application without breaking a sweat (or your wallet), this is your moment. Firebase Studio lets you vibe code your way to creating awesome apps, completely for free. It’s like having a superpower that combines creativity, coding, and AI in one slick package.
What makes Firebase Studio stand out? It’s not just another tool—it’s Google throwing its hat into the ring to compete with agent-driven dev platforms like Bolt, Cursor, and Lovable. But here’s the kicker: Firebase Studio has a massive edge because it’s built on top of Firebase, Google’s battle-tested platform for app development. This means seamless integration with Firebase Authentication, Firestore, Realtime Database, and all the shiny new AI features Google’s been cooking up.
Posted on April 12, 2025 by Ihsanuddin Idharo with No comments
Real-time data processing sounds cool, right? You’ve got an app that’s constantly grabbing fresh data, updating databases, and keeping everything in sync, all in the blink of an eye. But sometimes, things don’t go as smoothly as planned. Imagine this: you’re running a beefy server with 32 CPU cores and 120 GB of RAM, and yet, your CPU is screaming for mercy, hitting dangerously high loads. Worse, your app occasionally crashes with a “503 Server Busy” error. What’s going on? Is your app misbehaving, or is the tech stack to blame? Let’s dive into a case study inspired by a real-world scenario and figure out how to tame this beast—without getting too jargony or losing our cool.
The Problem: A Real-Time Data Crunch
Picture an application designed to handle real-time data. It’s listening for updates via a WebSocket, pulling in new data or changes almost every second. Every time something new pops up, the app either inserts it into a database or updates an existing record. To make things happen, it calls an API, which then talks to a MySQL database. The setup sounds straightforward, but here’s the catch: the CPU load is consistently sky-high, and the app sometimes buckles under pressure, throwing those dreaded 503 errors.
The hardware isn’t exactly lightweight either—32 cores and 120 GB of RAM should be more than enough for most workloads. So, why is the system struggling? Is the application poorly written? Is MySQL the bottleneck? Or is something else eating up resources? Let’s break it down step by step, exploring the setup, diagnosing the issue, and finding practical solutions.
Posted on April 12, 2025 by Ihsanuddin Idharo with No comments
Imagine a world where AI can effortlessly tap into your databases, files, or favorite apps without developers sweating over custom code for every connection. Sounds like a dream, right? Well, that dream got a big step closer to reality in late 2024 when Anthropic dropped the Model Context Protocol (MCP)—a shiny new open standard that’s shaking up how large language models (LLMs) like Claude interact with the world. In this article, we’re diving headfirst into what MCP is, why it matters, and how it’s poised to make AI smarter, more flexible, and way easier to integrate.
What Is the Model Context Protocol?
At its heart, the Model Context Protocol, or MCP, is like a universal adapter for AI. You know how you used to need a different charger for every gadget until USB-C came along and saved the day? MCP is kind of like that, but for connecting AI models to external data sources and tools. Before MCP, hooking up an LLM to something like a database, a file system, or an API was a headache. Every connection required a custom-built integration, which meant more time, more money, and more coffee for developers.
MCP changes all that by offering a standardized, open protocol. It’s a single, universal way to let AI systems talk to all sorts of external systems—databases, cloud storage, code repositories, you name it. Instead of reinventing the wheel for every new tool, developers can use MCP to plug their AI into whatever data or service they need, with minimal fuss. The result? AI assistants that are more powerful, more context-aware, and way more useful.
Posted on April 04, 2025 by Ihsanuddin Idharo with No comments
Imagine you're talking to an advanced AI assistant like Claude or ChatGPT, and suddenly you need the latest data from your company database, want to check the weather in a specific city, or even control smart home devices. This is where the Model Context Protocol (MCP) comes into play—acting as a bridge that allows AI to securely interact with the outside world.
What Exactly is MCP?
MCP is an open-source protocol that functions like an interpreter between AI models and various external systems. It provides a consistent communication standard so AI can:
Access databases (SQLite, PostgreSQL, MongoDB)
Interact with APIs (Google Maps, Twitter, WeatherAPI)
Control devices (smart home, browser automation)
Manipulate files and documents
What sets MCP apart from similar solutions is its modular approach. Each function is built as an independent "server." There’s a dedicated MCP Server for MySQL, a separate one for Google Drive, and so on. It’s like having a team of specialists, each an expert in their own field—you simply call on the one you need.
Why is MCP So Revolutionary?
Before MCP, AI interactions with external systems were often limited and cumbersome. MCP solves three major problems:
Controlled Security
AI can only access permitted resources
Can be restricted to read-only for sensitive data
Every request undergoes strict authentication
Unlimited Flexibility
Developers can create custom servers for unique needs
Examples: MCP Servers for the Digital Quran, DaVinci Resolve control, even crypto trading
Broad Compatibility
Works across various AI platforms (Claude, GPT, Gemini)
Supports multiple programming languages (Python, Go, Rust)
A real-world example: A healthcare clinic could use a dedicated MCP Server to securely access patient medical records, while the marketing team in the same company uses a different server for social media data analysis.
Who is Already Using MCP?
The MCP ecosystem is growing rapidly with key players:
Tech Companies
Microsoft developed an MCP Server for Playwright (browser automation)
Cloudflare offers integration with their CDN services
Aiven provides connectors for cloud databases
Developer Community
Thousands of open-source MCP Servers available on GitHub
Ranging from simple tools to complex enterprise systems
End Users
Researchers use MCP to access academic databases
Crypto traders leverage real-time market data MCP Servers
Developers automate workflows with MCP
Interestingly, many MCP implementations come from the community. For instance, there are MCP Servers specifically for:
Checking Japanese train schedules
Interacting with iOS simulators for app development
Accessing art collections at the Rijksmuseum in the Netherlands
How Does MCP Work Technically?
Implementing MCP is relatively straightforward. Here’s the workflow:
AI Client (e.g., Claude) sends a request in JSON format:
{
"tool": "query_database",
"args": {
"query": "SELECT * FROM products WHERE stock < 10"
}
}
MCP Server receives the request, verifies permissions, then:
Connects to the database
Executes the query
Formats the results
Response is returned to the AI in a standardized structure:
For developers looking to create their own MCP Server, popular frameworks include:
FastMCP (Python): The easiest option with strong community support
LiteMCP (TypeScript): Ideal for JavaScript/Node.js stacks
Foxy Contexts (Go): For high-performance applications
Here’s a simple Python MCP Server example:
from fastmcp import FastMCP
app = FastMCP()
@app.tool(name="get_weather")
def get_weather(location: str):
# Logic to fetch weather data
return {"temperature": 28, "condition": "sunny"}
app.run(port=8000)
With just a few lines of code, you can create a custom weather service for your AI.
The Future of MCP and Its Development Potential
MCP is still a relatively young technology, but its growth has been explosive. Key trends to watch:
Industry Standardization
MCP could become the standard protocol like REST API for AI
Major companies are adopting it for internal integrations
Tool Ecosystem
Emergence of MCP Gateways for centralized management
Dedicated debugging and monitoring tools for MCP
Enhanced Security
Zero-trust architecture implementations
Audit trails for all AI interactions
Edge Computing
Lightweight MCP Servers for IoT devices
Local data processing without cloud dependency
Most excitingly, MCP opens the door to "AI Composability"—where different AI models can collaborate through MCP. Imagine a writing AI that calls an image-generation AI via MCP for illustrations while fact-checking with a specialized search AI.
Getting Started with MCP Today
For those wanting to try MCP, the first steps are simple:
Explore the Awesome MCP Repository on GitHub to find existing servers
Try Clients Like Glama Chat that already support MCP
Build a Simple Server for your specific needs
With MCP, the boundaries between AI and the digital world are blurring. It’s not just a technical protocol—it’s the foundation for a new era where AI can truly become a fully integrated, all-purpose assistant in our digital lives.
List of Awesome MCP Server Resources:
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.
burningion/video-editing-mcp 🐍 - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
djalal/quran-mcp-server 📇 ☁️ MCP server to interact with Quran.com corpus via the official REST API v4.
r-huijts/rijksmuseum-mcp 📇 ☁️ - Rijksmuseum API integration for artwork search, details, and collections
r-huijts/oorlogsbronnen-mcp 📇 ☁️ - Oorlogsbronnen (War Sources) API integration for accessing historical WWII records, photographs, and documents from the Netherlands (1940-1945)
samuelgursky/davinci-resolve-mcp 🐍 - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control
yuna0x0/anilist-mcp 📇 ☁️ - A MCP server integrating AniList API for anime and manga information
📂 Browser Automation
Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.
34892002/bilibili-mcp-js 📇 🏠 - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts.
browserbase/mcp-server-browserbase 🎖️ 📇 - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
co-browser/browser-use-mcp-server 🐍 - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.
kimtth/mcp-aoai-web-browsing 🐍 🏠 - A minimal server/client MCP implementation using Azure OpenAI and Playwright.
microsoft/playwright-mcp - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots
Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.
alexei-led/aws-mcp-server 🐍 ☁️ - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support
alexei-led/k8s-mcp-server 🐍 - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (kubectl, helm, istioctl, and argocd) using Unix pipes in a safe Docker environment with multi-architecture support.
bright8192/esxi-mcp-server 🐍 ☁️ - A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management.
flux159/mcp-server-kubernetes - 📇 ☁️/🏠 Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
jdubois/azure-cli-mcp - A wrapper around the Azure CLI command line that allows you to talk directly to Azure
johnneerdael/netskope-mcp ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
johnneerdael/netskope-mcp 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
manusa/Kubernetes MCP Server - 🏎️ 🏠 A powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for any Kubernetes resource, this server provides specialized tools to interact with your cluster.
nwiizo/tfmcp - 🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.
rohitg00/kubectl-mcp-server - 🐍 ☁️/🏠 A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language.
strowk/mcp-k8s-go - 🏎️ ☁️/🏠 Kubernetes cluster operations through MCP
thunderboltsid/mcp-nutanix - 🏎️ 🏠/☁️ Go-based MCP Server for interfacing with Nutanix Prism Central resources.
weibaohui/k8m - 🏎️ ☁️/🏠 Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
weibaohui/kom - 🏎️ ☁️/🏠 Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
wenhuwang/mcp-k8s-eye 🏎️ ☁️/🏠 MCP Server for kubernetes management, and analyze your cluster, application health
👨💻 Code Execution
Code execution servers. Allow LLMs to execute code in a secure environment, e.g. for coding agents.
Run commands, capture output and otherwise interact with shells and command line tools.
ferrislucas/iterm-mcp 🖥️ 🛠️ 💬 - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal.
agentmail-toolkit/mcp - 🐍 💬 - An MCP server to create inboxes on the fly to send, receive, and take actions on email. We aren't AI agents for email, but email for AI Agents.
carterlasalle/mac_messages_mcp 🏠 🍎 🚀 - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.
chaindead/telegram-mcp 🏎️ 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status
elie222/inbox-zero - 🐍 ☁️ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.
gotoolkits/wecombot - 🚀 ☁️ - An MCP server application that sends various types of messages to the WeCom group robot.
hannesrudolph/imessage-query-fastmcp-mcp-server 🐍 🏠 🍎 - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling
jagan-shanmugam/mattermost-mcp-host 🐍 🏠 - A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured.
lharries/whatsapp-mcp - 🐍 ☁️ - An MCP server for WhatsApp, search and send through pesonal and group messages
lharries/whatsapp-mcp 🐍 🏎️ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
sawa-zen/vrchat-mcp - 📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat.
tinybirdco/mcp-tinybird 🐍 ☁️ - An MCP server to interact with a Tinybird Workspace from any MCP client.
🗄️ Databases
Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access.
Aiven-Open/mcp-aiven - 🐍 ☁️ 🎖️ - Navigate your Aiven projects and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services
aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.
benborla29/mcp-server-mysql ☁️ 🏠 - MySQL database integration in NodeJS with configurable access controls and schema inspection
c4pt0r/mcp-server-tidb 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities
Canner/wren-engine 🐍 🦀 🏠 - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents
centralmind/gateway 🏎️ 🏠 🍎 🪟 - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase
ClickHouse/mcp-clickhouse 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities
confluentinc/mcp-confluent 🐍 ☁️ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.
designcomputer/mysql_mcp_server 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
domdomegg/airtable-mcp-server 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities
ergut/mcp-bigquery-server 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
f4ww4z/mcp-mysql-server 🐍 🏠 - Node.js-based MySQL database integration that provides secure MySQL database operations
FreePeak/db-mcp-server 🏎️ 🏠 – A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema exploration, query building, and performance analysis, with seamless Cursor integration for enhanced database workflows.
furey/mongodb-lens 📇 🏠 - MongoDB Lens: Full Featured MCP Server for MongoDB Databases
gannonh/firebase-mcp 🔥 ⛅️ - Firebase services including Auth, Firestore and Storage.
get-convex/convex-backend 📇 ☁️ - Convex database integration to introspect tables, functions, and run oneoff queries (Source)
hannesrudolph/sqlite-explorer-fastmcp-mcp-server 🐍 🏠 - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.
jovezhong/mcp-timeplus 🐍 ☁️ - MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL via Timeplus
KashiwaByte/vikingdb-mcp-server 🐍 ☁️ - VikingDB integration with collection and index introduction, vector store and search capabilities.
neo4j-contrib/mcp-neo4j 🐍 🏠 - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)
neondatabase/mcp-server-neon 📇 ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres
niledatabase/nile-mcp-server MCP server for Nile's Postgres platform - Manage and query Postgres databases, tenants, users, auth using LLMs
openlink/mcp-server-odbc 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Open Database Connectivity (ODBC) protocol
openlink/mcp-server-sqlalchemy 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via SQLAlchemy using Python ODBC (pyodbc)
QuantGeekDev/mongo-mcp 📇 🏠 - MongoDB integration that enables LLMs to interact directly with databases.
rashidazarang/airtable-mcp 🐍 ☁️ - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface.
runekaagaard/mcp-alchemy 🐍 🏠 - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities.
sirmews/mcp-pinecone 🐍 ☁️ - Pinecone integration with vector search capabilities
TheRaLabs/legion-mcp 🐍 🏠 Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite.
weaviate/mcp-server-weaviate 🐍 📇 ☁️ - An MCP Server to connect to your Weaviate collections as a knowledge base as well as using Weaviate as a chat memory store.
XGenerationLab/xiyan_mcp_server 📇 ☁️ — An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.
xing5/mcp-google-sheets 🐍 ☁️ - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API.
zilliztech/mcp-server-milvus 🐍 🏠 ☁️ - MCP Server for Milvus / Zilliz, making it possible to interact with your database.
📊 Data Platforms
Data Platforms for data integration, transformation and pipeline orchestration.
JordiNei/mcp-databricks-server - Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.
keboola/keboola-mcp-server - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API.
💻 Developer Tools
Tools and integrations that enhance the development workflow and environment management.
21st-dev/Magic-MCP - Create crafted UI components inspired by the best 21st.dev design engineers.
admica/FileScopeMCP 🐍 📇 🦀 - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase.
ambar/simctl-mcp 📇 🏠 🍎 A MCP server implementation for iOS Simulator control.
Govcraft/rust-docs-mcp-server 🦀 🏠 - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization.
haris-musa/excel-mcp-server 🐍 🏠 - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
hyperb1iss/droidmind 🐍 🏠 - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.
IlyaGulya/gradle-mcp-server 🏠 - Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting
ios-simulator-mcp 📇 🏠 🍎 - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements.
InditexTech/mcp-server-simulator-ios-idb 📇 🏠 🍎 - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.
jasonjmcghee/claude-debugs-for-you 📇 🏠 - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.
Jktfe/serveMyAPI 📇 🏠 🍎 - A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain.
lamemind/mcp-server-multiverse 📇 🏠 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
langfuse/mcp-server-langfuse 🐍 🏠 - MCP server to access and manage LLM application prompts created with Langfuse Prompt Management.
mrexodia/user-feedback-mcp 🐍 🏠 - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
OctoMind-dev/octomind-mcp - 📇 ☁️ lets your preferred AI agent create & run fully managed Octomind end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.
pskill9/website-downloader 🗄️ 🚀 - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally.
r-huijts/xcode-mcp-server 📇 🏠 🍎 - Xcode integration for project management, file operations, and build automation
ReAPI-com/mcp-openapi 📇 🏠 - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data
sammcj/mcp-package-version 📇 🏠 - An MCP Server to help LLMs suggest the latest stable package versions when writing code.
sapientpants/deepsource-mcp-server 📇 ☁️ 🏠 - A Model Context Protocol (MCP) server that integrates with DeepSource to provide AI assistants with access to code quality metrics, issues, and quality gate statuses
sapientpants/sonarqube-mcp-server 🦀 ☁️ 🏠 - A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and quality gate statuses
SDGLBL/mcp-claude-code 🐍 🏠 - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.
stass/lldb-mcp 🐍 🏠 🐧 🍎 - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.
tumf/mcp-text-editor 🐍 🏠 - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.
vivekvells/mcp-pandoc 🗄️ 🚀 - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
VSCode Devtools 📇 - Connect to VSCode ide and use semantic tools like find_usages
xcodebuild 🍎 Build iOS Xcode workspace/project and feed back errors to llm.
xzq.xu/jvm-mcp-server 📇 🏠 - An implementation project of a JVM-based MCP (Model Context Protocol) server.
YuChenSSR/mindmap-mcp-server 🐍 🏠 - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap.
YuChenSSR/multi-ai-advisor 📇 🏠 - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question.
yWorks/mcp-typescribe 📇 🏠 - MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs
zcaceres/fetch-mcp 📇 🏠 - An MCP server to flexibly fetch JSON, text, and HTML data
zenml-io/mcp-zenml 🐍 🏠 ☁️ - An MCP server to connect with your ZenML MLOps and LLMOps pipelines
zcaceres/markdownify-mcp 📇 🏠 - An MCP server to convert almost any file or web content into Markdown
jjsantos01/jupyter-notebook-mcp 🐍 🏠 - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.
📟 Embedded System
Provides access to documentation and shortcuts for working on embedded devices.
horw/esp-mcp 📟 - Workflow for fixing build issues in ESP32 series chips using ESP-IDF.
📂 File Systems
Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories.
filesystem@quarkiverse/quarkus-mcp-servers ☕ 🏠 - A filesystem allowing for browsing and editing files implemented in Java using Quarkus. Available as jar or native image.
hmk/box-mcp-server 📇 ☁️ - Box integration for listing, reading and searching files
bankless/onchain-mcp 📇 ☁️ - Bankless Onchain API to interact with smart contracts, query transaction and token information
base/base-mcp 🎖️ 📇 ☁️ - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet management, fund transfers, smart contracts, and DeFi operations
QuantGeekDev/coincap-mcp 📇 ☁️ - Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys
unibaseio/beeper-mcp 🐍 - Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.
🎮 Gaming
Integration with gaming related data, game engines, and services
CoderGamester/mcp-unity 📇 #️⃣ 🏠 - MCP Server for Unity3d Game Engine integration for game development
Coding-Solo/godot-mcp 📇 🏠 - A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.
pab1ito/chess-mcp 🐍 ☁️ - Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.
rishijatia/fantasy-pl-mcp 🐍 ☁️ - An MCP server for real-time Fantasy Premier League data and analysis tools.
🧠 Knowledge & Memory
Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.
CheMiguel23/MemoryMesh 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation
graphlit-mcp-server 📇 ☁️ - Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then search and retrieve relevant knowledge within an MCP client like Cursor, Windsurf or Cline.
hannesrudolph/mcp-ragdocs 🐍 🏠 - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context
kaliaboi/mcp-zotero 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud
mcp-summarizer 📕 ☁️ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
mem0ai/mem0-mcp 🐍 🏠 - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf
QGIS MCP - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
SaintDoresh/Weather-MCP-ClaudeDesktop 🐍 ☁️ - An MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API.
webcoderz/MCP-Geo 🐍 🏠 - Geocoding MCP server for nominatim, ArcGIS, Bing
🎯 Marketing
Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.
Open Strategy Partners Marketing Tools 🐍 🏠 - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
📊 Monitoring
Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.
grafana/mcp-grafana 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance
hyperb1iss/lucidity-mcp 🐍 🏠 - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities
last9/last9-mcp-server - Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster
pydantic/logfire-mcp 🎖️ 🐍 ☁️ - Provides access to OpenTelemetry traces and metrics through Logfire
seekrays/mcp-monitor 🏎️ 🏠 - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.（support CPU、Memory、Disk、Network、Host、Process）
angheljf/nyt 📇 ☁️ - Search articles using the NYTimes API
apify/mcp-server-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.
Bigsy/Clojars-MCP-Server 📇 ☁️ - Clojars MCP Server for upto date dependency information of Clojure libraries
chanmeng/google-news-mcp-server 📇 ☁️ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through SerpAPI.
ConechoAI/openai-websearch-mcp 🐍 🏠 ☁️ - This is a Python-based MCP server that provides OpenAI web_search build-in tool.
devflowinc/trieve 🎖️ 📇 ☁️ 🏠 - Crawl, embed, chunk, search, and retrieve information from datasets through Trieve
erithwik/mcp-hn 🐍 ☁️ - An MCP server to search Hacker News, get top stories, and more.
exa-labs/exa-mcp-server 🎖️ 📇 ☁️ – A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
jae-jae/fetcher-mcp 📇 🏠 - MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and intelligent content extraction, and outputting Markdown or HTML format.
jae-jae/g-search-mcp 📇 🏠 - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously.
13bm/GhidraMCP 🐍 ☕ 🏠 - MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for function inspection, decompilation, memory exploration, and import/export analysis via the Model Context Protocol.
BurtTheCoder/mcp-dnstwist 📇 🪟 ☁️ - MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage.
BurtTheCoder/mcp-maigret 📇 🪟 ☁️ - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This server provides tools for searching usernames across social networks and analyzing URLs.
BurtTheCoder/mcp-shodan 📇 🪟 ☁️ - MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches, DNS lookups, vulnerability queries, CPE lookups, and more.
BurtTheCoder/mcp-virustotal 📇 🪟 ☁️ - MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and retrieving IP address reports.
fosdickio/binary_ninja_mcp 🐍 🏠 🍎 🪟 🐧 - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates Binary Ninja with your favorite MCP client. It enables you to automate the process of performing binary analysis and reverse engineering.
fr0gger/MCP_Security 📇 ☁️ - MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence sources.
qianniuspace/mcp-security-audit 📇 ☁️ A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks.
semgrep/mcp-security-audit 📇 ☁️ Allow AI agents to scan code for security vulnerabilites using Semgrep. actors, and retrieving intelligence sources. security vulnerabilities. Built with remote npm registry integration for real-time security checks.
mrexodia/ida-pro-mcp 🐍 🏠 - MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically.
roadwy/cve-search_mcp 🐍 🏠 - A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to CVE-Search, browse vendor and product、get CVE per CVE-ID、get the last updated CVEs.
🏃 Sports
Tools for accessing sports-related data, results, and statistics.
r-huijts/firstcycling-mcp 📇 ☁️ - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com.
🎧 Support & Service Management
Tools for managing customer support, IT service management, and helpdesk operations.
effytech/freshdesk-mcp 🐍 ☁️ - MCP server that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations.
🌎 Translation Services
Translation tools and services to enable AI assistants to translate content between different languages.
translated/lara-mcp 🎖️ 📇 ☁️ - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.
🚆 Travel & Transportation
Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.
Airbnb MCP Server 📇 ☁️ - Provides tools to search Airbnb and get listing details.
KyrieTangSheng/mcp-server-nationalparks 📇 ☁️ - National Park Service API integration providing latest information of park details, alerts, visitor centers, campgrounds, and events for U.S. National Parks
pab1it0/tripadvisor-mcp 📇 🐍 - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces
🔄 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.
AbdelStark/bitcoin-mcp - ₿ A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys, validate addresses, decode transactions, query the blockchain, and more.
amidabuddha/unichat-mcp-server 🐍/📇 ☁️ - Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required
apify/actors-mcp-server 📇 ☁️ - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more
apinetwork/piapi-mcp-server 📇 ☁️ 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.
calclavia/mcp-obsidian 📇 🏠 - This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such as an Obsidian vault).
hiromitsusasaki/raindrop-io-mcp-server 📇 ☁️ - An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).
hmk/attio-mcp-server - 📇 ☁️ Allows AI clients to manage records and notes in Attio CRM
ivo-toby/contentful-mcp 📇 🏠 - Update, create, delete content, content-models and assets in your Contentful Space
j3k0/speech.sh 🏠 - Let the agent speak things out loud, notify you when he's done working with a quick summary
jagan-shanmugam/climatiq-mcp-server 🐍 🏠 - A Model Context Protocol (MCP) server for accessing the Climatiq API to calculate carbon emissions. This allows AI assistants to perform real-time carbon calculations and provide climate impact insights.
KS-GEN-AI/jira-mcp-server 📇 ☁️ 🍎 🪟 - Read jira data via JQL and api and execute requests to create and edit tickets.
lciesielski/mcp-salesforce 🏠 ☁️ - MCP server with basic demonstration of interactions with Salesforce instance
llmindset/mcp-hfspace 📇 ☁️ - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads.
magarcia/mcp-server-giphy 📇 ☁️ - Search and retrieve GIFs from Giphy's vast library through the Giphy API.
makehq/mcp-server 🎖️ 📇 🏠 - Turn your Make scenarios into callable tools for AI assistants.
mediar-ai/screenpipe - 🎖️ 🦀 🏠 🍎 Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-powered history analysis, and event-triggered actions - enables building context-aware AI agents through a NextJS plugin ecosystem.
mrjoshuak/godoc-mcp 🏎️ 🏠 - Token-efficient Go documentation server that provides AI assistants with smart access to package docs and types without reading entire source files
NakaokaRei/swift-mcp-gui 🏠 🍎 - MCP server that can execute commands such as keyboard input and mouse movement
nguyenvanduocit/all-in-one-model-context-protocol 🏎️ 🏠 - Some useful tools for developer, almost everything an engineer need: confluence, Jira, Youtube, run script, knowledge base RAG, fetch URL, Manage youtube channel, emails, calendar, gitlab
pskill9/hn-server - 📇 ☁️ Parses the HTML content from news.ycombinator.com (Hacker News) and provides structured data for different types of stories (top, new, ask, show, jobs).
PV-Bhat/vibe-check-mcp-server 📇 ☁️ - An MCP server that prevents cascading errors and scope creep by calling a "Vibe-check" agent to ensure user alignment.
pwh-pwh/cal-mcp - An MCP server for Mathematical expression calculation
rember/rember-mcp 📇 🏠 - Create spaced repetition flashcards in Rember to remember anything you learn in your chats.
roychri/mcp-server-asana - 📇 ☁️ This Model Context Protocol server implementation of Asana allows you to talk to Asana API from MCP Client such as Anthropic's Claude Desktop Application, and many more.
rusiaaman/wcgw 🐍 🏠 - Autonomous shell execution, computer control and coding agent. (Mac)
sirmews/apple-notes-mcp 🐍 🏠 - Allows the AI to read from your local Apple Notes database (macOS only)
sooperset/mcp-atlassian 🐍 ☁️ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.
wanaku-ai/wanaku - ☁️ 🏠 The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with AI agents.
wong2/mcp-cli 📇 🏠 - CLI tool for testing MCP servers
ws-mcp - Wrap MCP servers with a WebSocket (for use with kitbitz)
zueai/mcp-manager 📇 ☁️ - Simple Web UI to install and manage MCP servers for Claude Desktop App.
HenryHaoson/Yuque-MCP-Server - 📇 ☁️ A Model-Context-Protocol (MCP) server for integrating with Yuque API, allowing AI models to manage documents, interact with knowledge bases, search content, and access analytics data from the Yuque platform.
Frameworks
FastMCP 🐍 - A high-level framework for building MCP servers in Python
FastMCP 📇 - A high-level framework for building MCP servers in TypeScript
Foxy Contexts 🏎️ - Golang library to write MCP Servers declaratively with functional testing included
spring-ai-mcp ☕ 🌱 - Java SDK and Spring Framework integration for building MCP client and MCP servers with various, plugable, transport options.
spring-projects-experimental/spring-ai-mcp ☕ 🌱 - Java SDK and Spring Framework integration for building MCP client and MCP servers with various, plugable, transport options.
Template MCP Server 📇 - A CLI tool to create a new Model Context Protocol server project with TypeScript support, dual transport options, and an extensible structure
mark3labs/mcphost 🏎️ - A CLI host application that enables Large Language Models (LLMs) to interact with external tools through the Model Context Protocol (MCP).
MCP-Connect 📇 - A tiny tool that enables cloud-based AI services to access local Stdio based MCP servers by HTTP/HTTPS requests.
SecretiveShell/MCP-Bridge 🐍 – an openAI middleware proxy to use mcp in any existing openAI compatible client
