This project offers MCP servers in multiple languages designed for AI systems to interact with tools via standardized interfaces, enhancing development workflows.
Added on:
Created by:
Apr 28 2025
This project offers MCP servers in multiple languages designed for AI systems to interact with tools via standardized interfaces, enhancing development workflows.
Added on:
Created by:
Apr 28 2025
gunbun33
Featured
FalcoCutFalcoCut: web-based AI platform for video translation, avatar videos, voice cloning, face-swap and short video generation.- codeflyingCodeFlying – Vibe Coding App Builder | Create Full-Stack Apps by Chatting with AI
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- SuperMaker AI Video GeneratorCreate stunning videos, music, and images effortlessly with SuperMaker.
- EdensignEdensign is an AI-driven virtual staging platform transforming real estate photos quickly and realistically.
- Telegram Group BotTGDesk is an all-in-one Telegram Group Bot to capture leads, boost engagement, and grow communities.
- Manga Translator AIAI Manga Translator instantly translates manga images into multiple languages online.
- SOLM8AI girlfriend you call, and chat with. Real voice conversations with memory. Every moment feels special with her.
- Wollo.aiWollo allows you to create, explore, and chat with AI characters using advanced, emotionally aware AI technology.
- 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.
- VoxDeckNext-gen AI presentation maker，Turn your ideas & docs into attention-grabbing slides with AI.
- remio - Personal AI Assistantremio is an AI-powered personal knowledge hub that captures and organizes all your digital info automatically.
- Create WhatsApp LinkFree WhatsApp link and QR generator with analytics, branded links, routing, and multi-agent chat features.
- Elser AIAll-in-one AI video creation studio that turns any text and images into full videos up to 30 minutes.
- Vadu AIAll-in-one AI video & image generator with Sora 2, Veo 3, Kling, and 10+ top models.
- Vertech AcademyVertech offers AI prompts designed to help students and teachers learn and teach effectively.
- LTX-2 AIOpen-source LTX-2 generates 4K videos with native audio sync from text or image prompts, fast and production-ready.
- TattooAI AI Tattoo GeneratorAI Tattoo Generator creates personalized, high-quality tattoo designs quickly with advanced AI technology.
- Funy AIAI bikini & kiss videos from images or text. Try the AI Clothes Changer & Image Generator!
- 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.
- SharkFotoSharkFoto is an all-in-one AI-powered platform for creating and editing videos, images, and music efficiently.
- BGRemoverEasily remove image backgrounds online with SharkFoto BGRemover.
- AnimeShortsCreate stunning anime shorts effortlessly with cutting-edge AI technology.
- ai song creatorCreate full-length, royalty-free AI-generated music up to 8 minutes with commercial license.
- AI FIRSTConversational AI assistant automating research, browser tasks, web scraping, and file management through natural language.
- Refly.aiRefly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
- WhatsApp Warmup ToolAI-powered WhatsApp warmup tool automates bulk messaging while preventing account bans.
- NanoPicNanoPic offers fast, high-quality conversational image editing powered by AI with 2K/4K output.
- Z Image Turbo AIZ Image Turbo is a super fast AI image generator creating stunning photorealistic art.
- AirMusicAirMusic.ai generates high-quality AI music tracks from text prompts with style, mood customization, and stems export.
- PippitElevate your content creation with Pippit's powerful AI tools!
- Qwen-Image-2512 AIQwen-Image-2512 is a fast, high-resolution AI image generator with native Chinese text support.
- FlowithFlowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
- PoYo APIPoYo.ai is a unified AI API platform for image, video, music and chat generation, built for developers.
- Avoid.soAvoid.so offers advanced AI humanizer technology to bypass AI detection algorithms seamlessly.
- APIMartAPIMart offers unified access to 500+ AI models including GPT-5 and Claude 4.5 with cost savings.
- ChatronixLLM aggregator that connects multiple AI models in one platform for comparison, integration, and automation.
- TextToHumanFree AI humanizer that instantly rewrites AI text into natural, human-like writing. No signup required.
- QoderQoder is an agentic coding platform for real software, Free to use the best model in preview.
- EaseUS VoiceWaveFree, powerful voice changer for creative expression offline and online.
- Camtasia onlineCamtasia Online is a free tool for screen recording and video editing, all from your web browser.
- RSW Sora 2 AI StudioRemove Sora watermark instantly with AI-powered tool for zero quality loss and fast downloads.
- Skywork.aiSkywork AI is an innovative tool to enhance productivity using AI.
- Seedance 1.5 ProSeedance 1.5 Pro is an AI-powered cinematic video generator with perfect lip-sync and real-time audio-video sync.
- PXZ AIPXZ.ai is an all-in-one AI platform offering tools for image, video, voice, writing, and chat creation.
- Yollo AIChat & create with your AI companion. Image to Video, AI Image Generator.
- FineVoiceClone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
- ExpleeStart outreach RIGHT NOW with single-line description of your ICP
- GLM ImageGLM Image combines hybrid AR and diffusion models to generate high-fidelity AI images with exceptional text rendering.
- yesTool.aiAll-in-one AI platform for creating videos, music, and images with no technical skills required.
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...
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.
Qoder
Qoder is an agentic coding platform for real software, Free to use the best model in preview.
Skywork.ai
Skywork AI is an innovative tool to enhance productivity using AI.
VoxDeck
Next-gen AI presentation maker，Turn your ideas & docs into attention-grabbing slides with AI.
SharkFoto
SharkFoto is an all-in-one AI-powered platform for creating and editing videos, images, and music efficiently.
Funy AI
AI bikini & kiss videos from images or text. Try the AI Clothes Changer & Image Generator!
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.
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.
LTX-2 AI
Open-source LTX-2 generates 4K videos with native audio sync from text or image prompts, fast and production-ready.
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.
WhatsApp Warmup Tool
AI-powered WhatsApp warmup tool automates bulk messaging while preventing account bans.
FalcoCut
FalcoCut: web-based AI platform for video translation, avatar videos, voice cloning, face-swap and short video generation.
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.
PoYo API
PoYo.ai is a unified AI API platform for image, video, music and chat generation, built for developers.
Telegram Group Bot
TGDesk is an all-in-one Telegram Group Bot to capture leads, boost engagement, and grow communities.
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.
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.
Remy - Newsletter Summarizer
Remy automates newsletter management by summarizing emails into digestible insights.
Vadu AI
All-in-one AI video & image generator with Sora 2, Veo 3, Kling, and 10+ top models.
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
Wollo.ai
Wollo allows you to create, explore, and chat with AI characters using advanced, emotionally aware AI technology.
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.
NanoPic
NanoPic offers fast, high-quality conversational image editing powered by AI with 2K/4K output.
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
PXZ AI
PXZ.ai is an all-in-one AI platform offering tools for image, video, voice, writing, and chat creation.
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.
TattooAI AI Tattoo Generator
AI Tattoo Generator creates personalized, high-quality tattoo designs quickly with advanced AI technology.
Avoid.so
Avoid.so offers advanced AI humanizer technology to bypass AI detection algorithms seamlessly.
yesTool.ai
All-in-one AI platform for creating videos, music, and images with no technical skills required.
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 Production-ready Model Context Protocol (MCP) servers?
The MCP Servers repository delivers production-ready Model Context Protocol (MCP) servers built in Python, Go, and Rust, enabling efficient interaction between AI systems and various tools. These servers facilitate seamless integrations within Visual Studio Code, allowing developers to create, manage, and deploy AI-driven functionalities effortlessly. Designed for performance and reliability, the servers support standardized request-response interactions, simplifying the development of AI tools and automation workflows. The project includes detailed setup instructions, example usages, and comprehensive documentation to help users quickly implement the MCP across different development environments.
Who will use Production-ready Model Context Protocol (MCP) servers?
- AI developers
- Software engineers
- Tool integrators
- Research institutions
- Automation developers
How to use the Production-ready Model Context Protocol (MCP) servers?
- Clone the repository from GitHub
- Choose your preferred programming language (Python, Go, or Rust)
- Follow language-specific setup instructions
- Configure the server environment as per documentation
- Start the server and integrate it with your AI or tools
- Use examples to test and deploy the MCP in your workflow
Production-ready Model Context Protocol (MCP) servers's Core Features & Benefits
The Core Features
- Multi-language support (Python, Go, Rust)
- Standardized MCP interfaces
- VS Code integration
- Performance optimized servers
- Easy setup and deployment steps
The Benefits
- Facilitates seamless AI-tool integration
- Enhances development efficiency
- Reliable and production-ready
- Supports multi-language environments
- Simplifies interaction protocols
Production-ready Model Context Protocol (MCP) servers's Main Use Cases & Applications
- Developing AI-powered tool integrations within IDEs
- Building automated workflows for AI systems
- Creating standardized interfaces for AI and external tools
- Enhancing developer productivity with Visual Studio Code
- Supporting research projects involving AI tool communication
FAQs of Production-ready Model Context Protocol (MCP) servers
Developer
- gunbun33
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