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
Z Image Turbo AIZ Image Turbo is a super fast AI image generator creating stunning photorealistic art.- Camtasia onlineCamtasia Online is a free tool for screen recording and video editing, all from your web browser.
- FineVoiceClone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
- BGRemoverEasily remove image backgrounds online with SharkFoto BGRemover.
- EaseUS VoiceWaveFree, powerful voice changer for creative expression offline and online.
- NanoPicNanoPic offers fast, high-quality conversational image editing powered by AI with 2K/4K output.
- FixArt AIFixArt AI offers free, unrestricted AI tools for image and video generation without sign-up.
- Lease A BrainAI-powered team of expert virtual professionals ready to assist in diverse business tasks. Sign-up for a free trial.
- SOLM8AI girlfriend you call, and chat with. Real voice conversations with memory. Every moment feels special with her.
- PXZ AIPXZ.ai is an all-in-one AI platform offering tools for image, video, voice, writing, and chat creation.
- remio - Personal AI Assistantremio is an AI-powered personal knowledge hub that captures and organizes all your digital info automatically.
- ThumbnailCreator.comAI-powered tool for creating stunning, professional YouTube thumbnails quickly and easily.
- codeflyingCodeFlying – Vibe Coding App Builder | Create Full-Stack Apps by Chatting with AI
- Remy - Newsletter SummarizerRemy automates newsletter management by summarizing emails into digestible insights.
- RebelgrowthGrow your revenue from organic traffic on autopilot: Keyword research. SEO optimized articles and EVEN backlinks.
- Avoid.soAvoid.so offers advanced AI humanizer technology to bypass AI detection algorithms seamlessly.
- Refly.aiRefly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
- LTX-2 AIOpen-source LTX-2 generates 4K videos with native audio sync from text or image prompts, fast and production-ready.
- Create WhatsApp LinkFree WhatsApp link and QR generator with analytics, branded links, routing, and multi-agent chat features.
- GLM ImageGLM Image combines hybrid AR and diffusion models to generate high-fidelity AI images with exceptional text rendering.
- Skywork.aiSkywork AI is an innovative tool to enhance productivity using AI.
- SuperMaker AI Video GeneratorCreate stunning videos, music, and images effortlessly with SuperMaker.
- Qwen-Image-2512 AIQwen-Image-2512 is a fast, high-resolution AI image generator with native Chinese text support.
- Vertech AcademyVertech offers AI prompts designed to help students and teachers learn and teach effectively.
- SharkFotoSharkFoto is an all-in-one AI-powered platform for creating and editing videos, images, and music efficiently.
- TextToHumanFree AI humanizer that instantly rewrites AI text into natural, human-like writing. No signup required.
- FlowithFlowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
- yesTool.aiAll-in-one AI platform for creating videos, music, and images with no technical skills required.
- FalcoCutFalcoCut: web-based AI platform for video translation, avatar videos, voice cloning, face-swap and short video generation.
- WhatsApp Warmup ToolAI-powered WhatsApp warmup tool automates bulk messaging while preventing account bans.
- Vadu AIAll-in-one AI video & image generator with Sora 2, Veo 3, Kling, and 10+ top models.
- EdensignEdensign is an AI-driven virtual staging platform transforming real estate photos quickly and realistically.
- PippitElevate your content creation with Pippit's powerful AI tools!
- AirMusicAirMusic.ai generates high-quality AI music tracks from text prompts with style, mood customization, and stems export.
- Manga Translator AIAI Manga Translator instantly translates manga images into multiple languages online.
- Funy AIAI bikini & kiss videos from images or text. Try the AI Clothes Changer & Image Generator!
- ChatronixLLM aggregator that connects multiple AI models in one platform for comparison, integration, and automation.
- APIMartAPIMart offers unified access to 500+ AI models including GPT-5 and Claude 4.5 with cost savings.
- ExpleeStart outreach RIGHT NOW with single-line description of your ICP
- AI FIRSTConversational AI assistant automating research, browser tasks, web scraping, and file management through natural language.
- Elser AIAll-in-one AI video creation studio that turns any text and images into full videos up to 30 minutes.
- ai song creatorCreate full-length, royalty-free AI-generated music up to 8 minutes with commercial license.
- QoderQoder is an agentic coding platform for real software, Free to use the best model in preview.
- VoxDeckNext-gen AI presentation maker，Turn your ideas & docs into attention-grabbing slides with AI.
- PoYo APIPoYo.ai is a unified AI API platform for image, video, music and chat generation, built for developers.
- AnimeShortsCreate stunning anime shorts effortlessly with cutting-edge AI technology.
- Seedance 1.5 ProSeedance 1.5 Pro is an AI-powered cinematic video generator with perfect lip-sync and real-time audio-video sync.
- RSW Sora 2 AI StudioRemove Sora watermark instantly with AI-powered tool for zero quality loss and fast downloads.
- Telegram Group BotTGDesk is an all-in-one Telegram Group Bot to capture leads, boost engagement, and grow communities.
- TattooAI AI Tattoo GeneratorAI Tattoo Generator creates personalized, high-quality tattoo designs quickly with advanced AI technology.
- GobiiGobii lets teams create 24/7 autonomous digital workers to automate web research and routine tasks.
- Wollo.aiWollo allows you to create, explore, and chat with AI characters using advanced, emotionally aware AI technology.
- Yollo AIChat & create with your AI companion. Image to Video, AI Image Generator.
Flowith
Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
Refly.ai
Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
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.
BGRemover
Easily remove image backgrounds online with SharkFoto BGRemover.
FineVoice
Clone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
Yollo AI
Chat & create with your AI companion. Image to Video, AI Image Generator.
Skywork.ai
Skywork AI is an innovative tool to enhance productivity using AI.
Qoder
Qoder is an agentic coding platform for real software, Free to use the best model in preview.
VoxDeck
Next-gen AI presentation maker，Turn your ideas & docs into attention-grabbing slides with AI.
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.
Gobii
Gobii lets teams create 24/7 autonomous digital workers to automate web research and routine tasks.
TextToHuman
Free AI humanizer that instantly rewrites AI text into natural, human-like writing. No signup required.
Create WhatsApp Link
Free WhatsApp link and QR generator with analytics, branded links, routing, and multi-agent chat features.
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.
LTX-2 AI
Open-source LTX-2 generates 4K videos with native audio sync from text or image prompts, fast and production-ready.
AirMusic
AirMusic.ai generates high-quality AI music tracks from text prompts with style, mood customization, and stems export.
Manga Translator AI
AI Manga Translator instantly translates manga images into multiple languages online.
Qwen-Image-2512 AI
Qwen-Image-2512 is a fast, high-resolution AI image generator with native Chinese text support.
FalcoCut
FalcoCut: web-based AI platform for video translation, avatar videos, voice cloning, face-swap and short video generation.
WhatsApp Warmup Tool
AI-powered WhatsApp warmup tool automates bulk messaging while preventing account bans.
ai song creator
Create full-length, royalty-free AI-generated music up to 8 minutes with commercial license.
SOLM8
AI girlfriend you call, and chat with. Real voice conversations with memory. Every moment feels special with her.
Telegram Group Bot
TGDesk is an all-in-one Telegram Group Bot to capture leads, boost engagement, and grow communities.
PoYo API
PoYo.ai is a unified AI API platform for image, video, music and chat generation, built for developers.
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.
Remy - Newsletter Summarizer
Remy automates newsletter management by summarizing emails into digestible insights.
RSW Sora 2 AI Studio
Remove Sora watermark instantly with AI-powered tool for zero quality loss and fast downloads.
APIMart
APIMart offers unified access to 500+ AI models including GPT-5 and Claude 4.5 with cost savings.
Vertech Academy
Vertech offers AI prompts designed to help students and teachers learn and teach effectively.
Explee
Start outreach RIGHT NOW with single-line description of your ICP
Vadu AI
All-in-one AI video & image generator with Sora 2, Veo 3, Kling, and 10+ top models.
NanoPic
NanoPic offers fast, high-quality conversational image editing powered by AI with 2K/4K output.
Lease A Brain
AI-powered team of expert virtual professionals ready to assist in diverse business tasks. Sign-up for a free trial.
Wollo.ai
Wollo allows you to create, explore, and chat with AI characters using advanced, emotionally aware AI technology.
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.
codeflying
CodeFlying – Vibe Coding App Builder | Create Full-Stack Apps by Chatting with AI
Camtasia online
Camtasia Online is a free tool for screen recording and video editing, all from your web browser.
remio - Personal AI Assistant
remio is an AI-powered personal knowledge hub that captures and organizes all your digital info automatically.
PXZ AI
PXZ.ai is an all-in-one AI platform offering tools for image, video, voice, writing, and chat creation.
TattooAI AI Tattoo Generator
AI Tattoo Generator creates personalized, high-quality tattoo designs quickly with advanced AI technology.
yesTool.ai
All-in-one AI platform for creating videos, music, and images with no technical skills required.
Avoid.so
Avoid.so offers advanced AI humanizer technology to bypass AI detection algorithms seamlessly.
Z Image Turbo AI
Z Image Turbo is a super fast AI image generator creating stunning photorealistic art.
Chatronix
LLM aggregator that connects multiple AI models in one platform for comparison, integration, and automation.
EaseUS VoiceWave
Free, powerful voice changer for creative expression offline and online.
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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