This repository offers MCP server implementations across multiple languages, facilitating AI communication with tools through a consistent protocol, primarily for VS Code integration.
Added on:
Created by:
Apr 23 2025
This repository offers MCP server implementations across multiple languages, facilitating AI communication with tools through a consistent protocol, primarily for VS Code integration.
Added on:
Created by:
Apr 23 2025
Christos Ploutarchou
Featured
Telegram Group BotTGDesk is an all-in-one Telegram Group Bot to capture leads, boost engagement, and grow communities.- BGRemoverEasily remove image backgrounds online with SharkFoto BGRemover.
- EdensignEdensign is an AI-driven virtual staging platform transforming real estate photos quickly and realistically.
- PoYo APIPoYo.ai is a unified AI API platform for image, video, music and chat generation, built for developers.
- VoxDeckNext-gen AI presentation maker，Turn your ideas & docs into attention-grabbing slides with AI.
- AI FIRSTConversational AI assistant automating research, browser tasks, web scraping, and file management through natural language.
- Lease A BrainAI-powered team of expert virtual professionals ready to assist in diverse business tasks. Sign-up for a free trial.
- LTX-2 AIOpen-source LTX-2 generates 4K videos with native audio sync from text or image prompts, fast and production-ready.
- AirMusicAirMusic.ai generates high-quality AI music tracks from text prompts with style, mood customization, and stems export.
- WhatsApp Warmup ToolAI-powered WhatsApp warmup tool automates bulk messaging while preventing account bans.
- AnimeShortsCreate stunning anime shorts effortlessly with cutting-edge AI technology.
- Funy AIAI bikini & kiss videos from images or text. Try the AI Clothes Changer & Image Generator!
- ThumbnailCreator.comAI-powered tool for creating stunning, professional YouTube thumbnails quickly and easily.
- Kling 3.0Kling 3.0 is an AI-powered 4K video generator with native audio, advanced motion control, and Canvas Agent.
- QoderQoder is an agentic coding platform for real software, Free to use the best model in preview.
- APIMartAPIMart offers unified access to 500+ AI models including GPT-5 and Claude 4.5 with cost savings.
- GLM ImageGLM Image combines hybrid AR and diffusion models to generate high-fidelity AI images with exceptional text rendering.
- Vertech AcademyVertech offers AI prompts designed to help students and teachers learn and teach effectively.
- PippitElevate your content creation with Pippit's powerful AI tools!
- Create WhatsApp LinkFree WhatsApp link and QR generator with analytics, branded links, routing, and multi-agent chat features.
- SharkFotoSharkFoto is an all-in-one AI-powered platform for creating and editing videos, images, and music efficiently.
- Img2.AIAI platform that converts photos into stylized images and short animated videos with fast, high-quality results and one-click upscaling.
- Seedance 1.5 ProSeedance 1.5 Pro is an AI-powered cinematic video generator with perfect lip-sync and real-time audio-video sync.
- HookTideAI-powered LinkedIn growth platform that learns your voice to create content, engage, and analyze performance.
- ai song creatorCreate full-length, royalty-free AI-generated music up to 8 minutes with commercial license.
- SuperMaker AI Video GeneratorCreate stunning videos, music, and images effortlessly with SuperMaker.
- Refly.aiRefly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
- remio - Personal AI Assistantremio is an AI-powered personal knowledge hub that captures and organizes all your digital info automatically.
- ExpleeStart outreach RIGHT NOW with single-line description of your ICP
- RebelgrowthGrow your revenue from organic traffic on autopilot: Keyword research. SEO optimized articles and EVEN backlinks.
- FineVoiceClone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
- Yollo AIChat & create with your AI companion. Image to Video, AI Image Generator.
- NanoPicNanoPic offers fast, high-quality conversational image editing powered by AI with 2K/4K output.
- Van Gogh Free Video GeneratorAn AI-powered free video generator that creates stunning videos from text and images effortlessly.
- Qwen-Image-2512 AIQwen-Image-2512 is a fast, high-resolution AI image generator with native Chinese text support.
- RSW Sora 2 AI StudioRemove Sora watermark instantly with AI-powered tool for zero quality loss and fast downloads.
- Seedance-2Seedance 2.0 is a free AI-powered text-to-video and image-to-video generator with realistic lip sync and sound effects.
- Manga Translator AIAI Manga Translator instantly translates manga images into multiple languages online.
- TattooAI AI Tattoo GeneratorAI Tattoo Generator creates personalized, high-quality tattoo designs quickly with advanced AI technology.
- Seedance 2 AIMulti-modal AI video generator that combines images, video, audio and text to create cinematic short clips.
- Skywork.aiSkywork AI is an innovative tool to enhance productivity using AI.
- Elser AIAll-in-one AI video creation studio that turns any text and images into full videos up to 30 minutes.
- SOLM8AI girlfriend you call, and chat with. Real voice conversations with memory. Every moment feels special with her.
- codeflyingCodeFlying – Vibe Coding App Builder | Create Full-Stack Apps by Chatting with AI
- Nana Banana: Advanced AI Image EditorAI-powered image editor turning photos and text prompts into high-quality, consistent, commercial-ready images for creators and brands.
- Remy - Newsletter SummarizerRemy automates newsletter management by summarizing emails into digestible insights.
- FlowithFlowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
- GobiiGobii lets teams create 24/7 autonomous digital workers to automate web research and routine tasks.
- TextToHumanFree AI humanizer that instantly rewrites AI text into natural, human-like writing. No signup required.
- FixArt AIFixArt AI offers free, unrestricted AI tools for image and video generation without sign-up.
- FalcoCutFalcoCut: web-based AI platform for video translation, avatar videos, voice cloning, face-swap and short video generation.
Refly.ai
Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
Flowith
Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
BGRemover
Easily remove image backgrounds online with SharkFoto BGRemover.
Qoder
Qoder is an agentic coding platform for real software, Free to use the best model in preview.
FineVoice
Clone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
Skywork.ai
Skywork AI is an innovative tool to enhance productivity using AI.
FixArt AI
FixArt AI offers free, unrestricted AI tools for image and video generation without sign-up.
Elser AI
All-in-one AI video creation studio that turns any text and images into full videos up to 30 minutes.
VoxDeck
Next-gen AI presentation maker，Turn your ideas & docs into attention-grabbing slides with AI.
Yollo AI
Chat & create with your AI companion. Image to Video, AI Image Generator.
Funy AI
AI bikini & kiss videos from images or text. Try the AI Clothes Changer & Image Generator!
SharkFoto
SharkFoto is an all-in-one AI-powered platform for creating and editing videos, images, and music efficiently.
ThumbnailCreator.com
AI-powered tool for creating stunning, professional YouTube thumbnails quickly and easily.
Pippit
Elevate your content creation with Pippit's powerful AI tools!
SuperMaker AI Video Generator
Create stunning videos, music, and images effortlessly with SuperMaker.
AnimeShorts
Create stunning anime shorts effortlessly with cutting-edge AI technology.
HookTide
AI-powered LinkedIn growth platform that learns your voice to create content, engage, and analyze performance.
Seedance-2
Seedance 2.0 is a free AI-powered text-to-video and image-to-video generator with realistic lip sync and sound effects.
Seedance 2 AI
Multi-modal AI video generator that combines images, video, audio and text to create cinematic short clips.
Create WhatsApp Link
Free WhatsApp link and QR generator with analytics, branded links, routing, and multi-agent chat features.
Gobii
Gobii lets teams create 24/7 autonomous digital workers to automate web research and routine tasks.
AI FIRST
Conversational AI assistant automating research, browser tasks, web scraping, and file management through natural language.
GLM Image
GLM Image combines hybrid AR and diffusion models to generate high-fidelity AI images with exceptional text rendering.
TextToHuman
Free AI humanizer that instantly rewrites AI text into natural, human-like writing. No signup required.
AirMusic
AirMusic.ai generates high-quality AI music tracks from text prompts with style, mood customization, and stems export.
Van Gogh Free Video Generator
An AI-powered free video generator that creates stunning videos from text and images effortlessly.
Manga Translator AI
AI Manga Translator instantly translates manga images into multiple languages online.
Img2.AI
AI platform that converts photos into stylized images and short animated videos with fast, high-quality results and one-click upscaling.
WhatsApp Warmup Tool
AI-powered WhatsApp warmup tool automates bulk messaging while preventing account bans.
Nana Banana: Advanced AI Image Editor
AI-powered image editor turning photos and text prompts into high-quality, consistent, commercial-ready images for creators and brands.
LTX-2 AI
Open-source LTX-2 generates 4K videos with native audio sync from text or image prompts, fast and production-ready.
Kling 3.0
Kling 3.0 is an AI-powered 4K video generator with native audio, advanced motion control, and Canvas Agent.
FalcoCut
FalcoCut: web-based AI platform for video translation, avatar videos, voice cloning, face-swap and short video generation.
SOLM8
AI girlfriend you call, and chat with. Real voice conversations with memory. Every moment feels special with her.
Remy - Newsletter Summarizer
Remy automates newsletter management by summarizing emails into digestible insights.
ai song creator
Create full-length, royalty-free AI-generated music up to 8 minutes with commercial license.
Qwen-Image-2512 AI
Qwen-Image-2512 is a fast, high-resolution AI image generator with native Chinese text support.
Telegram Group Bot
TGDesk is an all-in-one Telegram Group Bot to capture leads, boost engagement, and grow communities.
Vertech Academy
Vertech offers AI prompts designed to help students and teachers learn and teach effectively.
APIMart
APIMart offers unified access to 500+ AI models including GPT-5 and Claude 4.5 with cost savings.
Explee
Start outreach RIGHT NOW with single-line description of your ICP
RSW Sora 2 AI Studio
Remove Sora watermark instantly with AI-powered tool for zero quality loss and fast downloads.
Lease A Brain
AI-powered team of expert virtual professionals ready to assist in diverse business tasks. Sign-up for a free trial.
Rebelgrowth
Grow your revenue from organic traffic on autopilot:
Keyword research. SEO optimized articles and EVEN backlinks.
Edensign
Edensign is an AI-driven virtual staging platform transforming real estate photos quickly and realistically.
PoYo API
PoYo.ai is a unified AI API platform for image, video, music and chat generation, built for developers.
remio - Personal AI Assistant
remio is an AI-powered personal knowledge hub that captures and organizes all your digital info automatically.
codeflying
CodeFlying – Vibe Coding App Builder | Create Full-Stack Apps by Chatting with AI
NanoPic
NanoPic offers fast, high-quality conversational image editing powered by AI with 2K/4K output.
Seedance 1.5 Pro
Seedance 1.5 Pro is an AI-powered cinematic video generator with perfect lip-sync and real-time audio-video sync.
TattooAI AI Tattoo Generator
AI Tattoo Generator creates personalized, high-quality tattoo designs quickly with advanced AI technology.
What is Model Context Protocol (MCP) Servers?
The MCP servers implement the Model Context Protocol, allowing AI agents to interact seamlessly with various tools and services. The Python server is fully operational, supporting comprehensive features like SSE, JSON-RPC, error handling, and monitoring. The Go and Rust servers are in progress, aiming to provide core MCP functionalities and integration capabilities. These servers enable real-time data exchange, diagnostics, and enhanced developer support in AI toolchains, ensuring standardized communication between AI and external systems.
Who will use Model Context Protocol (MCP) Servers?
- AI developers
- Tool integrators
- VS Code users
- AI research teams
How to use the Model Context Protocol (MCP) Servers?
- Step1: Install Docker and Docker Compose
- Step2: Clone the repository from GitHub
- Step3: Run 'docker-compose up' to start servers
- Step4: Configure your IDE (e.g., VS Code) to connect to the server endpoint
- Step5: Use the MCP protocol features via supported tools
Model Context Protocol (MCP) Servers's Core Features & Benefits
The Core Features
- Supports MCP protocol in Python, Go, and Rust
- Provides endpoints for SSE, JSON-RPC, and health checks
- Includes monitoring and error handling features
- Supports integration with VS Code
The Benefits
- Enables standardized AI-tool communication
- Supports real-time messaging and diagnostics
- Facilitates multi-language server implementations
- Enhances developer productivity and tool interoperability
Model Context Protocol (MCP) Servers's Main Use Cases & Applications
- AI tool integration in IDEs like VS Code
- Automated tool management for AI systems
- Development and testing of custom MCP servers
- Real-time AI debugging and diagnostics
FAQs of Model Context Protocol (MCP) Servers
Developer
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