Just Run & Learn - No Setup Required

Don't Just Learn DevOpsJust Run
It!

Skip the setup, skip the theory. Just describe what you want to learn and run it instantly in real containers with AI guidance.

⚡ Just describe & run
🐳 Real containers instantly
🧠 AI builds your lab
� Zefro setup required
Popular:

No signup required • Generate unlimited labs • Open source

0
Labs Generated
0
Categories
0
Active Containers
0min
Avg Completion
Powerful Features

Everything You Need toMaster DevOps

From AI-powered lab generation to isolated container environments, our platform provides all the tools you need for hands-on DevOps learning.

50+
Kubernetes
30+
Docker
25+
Terraform
40+
CI/CD
20+
Monitoring
15+
Security

Just Describe & Run

Tell us what you want to learn and our AI instantly creates a ready-to-run lab environment.

  • Two-stage generation (Local + API polish)
  • Smart prompt templates for different categories
  • Automatic difficulty adaptation
  • Context-aware content creation

Just Run Instantly

No downloads, no setup, no configuration. Your lab environment is ready in seconds.

  • Real terminal access via WebSocket
  • Pre-installed DevOps tools
  • Resource limits and security
  • Automatic cleanup after use

Just Search & Learn

Type what you want to practice and we'll find or create the perfect lab for you.

  • Semantic similarity search
  • Auto-generation for missing content
  • Related topic suggestions
  • Learning path recommendations

Progress Tracking

Monitor your DevOps journey with detailed analytics, achievements, and completion certificates.

  • Step-by-step progress tracking
  • Achievement and badge system
  • Time tracking and analytics
  • Completion certificates

Interactive Editor

Built-in code editor with syntax highlighting, validation, and real-time feedback.

  • Syntax highlighting for YAML, JSON, HCL
  • Real-time validation and error checking
  • Auto-completion for Kubernetes resources
  • Direct integration with containers

Analytics Dashboard

Comprehensive analytics to track learning progress and identify areas for improvement.

  • Learning progress visualization
  • Time spent on different topics
  • Success rate and completion metrics
  • Personalized recommendations

Ready to experience the future of DevOps learning?

How Just Run Me Works

From idea to running lab in under 30 seconds. No installations, no configurations, no headaches.

Just Type What You Want

No complex setup, just describe your learning goal

I want to learn Kubernetes deployments with monitoring

AI Creates Your Lab

Our AI builds a complete environment in seconds

Generating Kubernetes cluster with Prometheus monitoring...

Just Run & Learn

Your lab is ready - start practicing immediately

Lab ready! Terminal access, monitoring dashboard, and guided tasks.

Try It Yourself

Experience the magic of instant lab creation

Terminal
$ docker network create mynetwork
$ docker run -d --network mynetwork nginx
# Your lab is ready! 🚀
AI-Powered Generation

From Idea to Lab inSeconds, Not Hours

Our advanced two-stage AI system combines local processing with cloud intelligence to create comprehensive, accurate, and engaging DevOps laboratories.

How AI Generation Works

Smart Input Analysis

AI analyzes your topic and determines the best approach

Natural language processing
Topic categorization
Difficulty assessment
Context understanding

Content Generation

Local AI model creates comprehensive lab content

Content Polishing

Cloud AI refines and enhances the generated content

Ready to Use

Polished lab delivered with container environment

AI Lab Generator

Supported Categories

Kubernetes

Pods, services, ingress, and orchestration

Ingress with TLS
StatefulSets
RBAC setup

Docker

Containerization and compose workflows

Multi-stage builds
Docker Compose
Networking

Terraform

Infrastructure as code and cloud resources

AWS VPC setup
GCP deployment
Azure resources

CI/CD

Pipelines and deployment automation

GitHub Actions
Jenkins pipeline
GitLab CI

Monitoring

Observability and alerting systems

Prometheus setup
Grafana dashboards
ELK stack

Security

DevSecOps and security practices

Vault secrets
SAST/DAST
Security scanning
Safe Learning Environment

Practice Safely inIsolated Containers

Every lab runs in its own secure Docker container with pre-configured tools. Experiment freely without worrying about breaking your system.

kubernetes-lab-container
Welcome to Kubernetes Lab Environment
Container: k8s-lab-abc123 | Tools: kubectl, helm, kind

Interactive terminal demo - Click play to see commands in action

Container Active
WebSocket Connected

Security & Isolation Features

Isolated Environments

Each lab runs in its own container with no access to host system

Resource Limits

CPU and memory limits prevent resource exhaustion

Auto Cleanup

Containers automatically removed after 2 hours or inactivity

Network Isolation

Isolated network prevents unauthorized external access

Resource Monitoring

1GB
Memory Limit
1 CPU
CPU Limit
2h
Max Runtime

Pre-configured Container Types

Kubernetes Lab

infra-labs/k8s-lab:latest

Pre-installed Tools:
kubectlkindhelmistioctl
Exposed Ports:
8080:80806443:6443

Docker Lab

infra-labs/docker-lab:latest

Pre-installed Tools:
dockerdocker-composebuildx
Exposed Ports:
2375:23752376:2376

Terraform Lab

infra-labs/terraform-lab:latest

Pre-installed Tools:
terraformaws-cligcloud
Exposed Ports:
8080:8080
Intelligent Discovery

Find or Create thePerfect Lab

Our intelligent search system doesn't just find existing labs - it understands your needs and can generate new content when nothing matches your requirements.

Smart Lab Search
Try:

Intelligent Search Features

Semantic Search

Understands context and intent, not just keywords

Example: "container orchestration" finds Kubernetes labs

Auto-Generation

Creates new labs when existing ones don't match

Example: Novel topics trigger AI lab creation

Similarity Scoring

Ranks results by relevance and quality

Example: Shows match percentage for each result

Smart Suggestions

Recommends related topics and learning paths

Example: Suggests next steps in your learning journey

Trending Searches

kubernetes deployment

up
1,247searches this month

docker compose

up
892searches this month

terraform aws

stable
756searches this month

ci cd pipeline

up
634searches this month

monitoring setup

down
523searches this month

security scanning

up
445searches this month
Progress & Achievements

Track Your DevOpsLearning Journey

Monitor your progress, earn achievements, and build a portfolio of completed labs. Our gamified system keeps you motivated and engaged throughout your learning journey.

24
Labs Completed
156h
Time Invested
7
Day Streak
Intermediate
Current Level

Achievement System

First Steps

common

Complete your first DevOps lab

Progress100%
Reward: 50 XP

Container Master

rare

Complete 10 Docker/Kubernetes labs

Progress80%
Reward: 200 XP + Badge

Speed Runner

epic

Complete a lab in under 5 minutes

Progress100%
Reward: 300 XP + Title

Perfectionist

legendary

Complete all optional steps in 5 labs

Progress60%
Reward: 500 XP + Exclusive Badge

Streak Master

epic

Maintain a 30-day learning streak

Progress23%
Reward: 400 XP + Streak Badge

Mentor

legendary

Help 10 other learners in community

Progress30%
Reward: 600 XP + Mentor Status

Learning Analytics

Skill Mastery

Kubernetes
12 labs75%
Docker
18 labs90%
Terraform
8 labs60%
CI/CD
6 labs45%
Monitoring
4 labs30%
Security
3 labs25%

Weekly Activity

Mon
3
Tue
2
Wed
4
Thu
1
Fri
3
Sat
5
Sun
2
Total this week: 20 labs

Gamified Learning Experience

Earn Badges

Unlock unique badges for completing challenges and reaching milestones

Level Up

Progress through skill levels and unlock advanced content

Compete

Join leaderboards and compete with other DevOps learners

Built with Modern Technology

Backend

FastAPI • Docker • WebSockets
Ollama • OpenAI • SQLite

Frontend

Next.js 13 • TypeScript • React
Tailwind • Framer Motion

DevOps

Docker • Kubernetes • Terraform
CI/CD • Monitoring • Security

Get Started in Minutes

1

Choose Topic

Enter any DevOps topic or browse existing labs

2

AI Generation

Our AI creates a custom lab with real examples

3

Practice

Learn hands-on in isolated containers