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<title>Cloud-Native DevOps Debug Environment</title>
<meta name="description" content="Train AI agents to debug broken GitHub Actions workflows, Dockerfiles, and Kubernetes manifests. 10 tasks, 50 scenarios, difficulty-aware grading.">
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<body>
<div class="bg-grid"></div>
<div class="container">
<section class="hero">
<div class="hero-badge">
<span class="dot"></span>
OpenEnv Environment · Live
</div>
<h1>
<span class="gradient-text">Cloud-Native DevOps</span><br>
Debug Environment
</h1>
<p>
Broken Dockerfiles. Misconfigured workflows. K8s pods stuck in CrashLoopBackOff.
This environment throws real-world deployment failures at AI agents and
measures how well they can track down the root cause and fix it.
</p>
<div class="hero-actions">
<a href="/info" class="btn btn-primary">
<svg width="16" height="16" fill="none" stroke="currentColor" stroke-width="2" viewBox="0 0 24 24"><path d="M13 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V9z"/><polyline points="13 2 13 9 20 9"/></svg>
Explore API
</a>
<a href="https://github.com/melohub-xbit/GitHubActions-Docker-OpenEnv" target="_blank" class="btn btn-secondary">
<svg width="16" height="16" fill="currentColor" viewBox="0 0 24 24"><path d="M12 0C5.37 0 0 5.37 0 12c0 5.3 3.44 9.8 8.2 11.39.6.11.82-.26.82-.58v-2.17c-3.34.73-4.04-1.61-4.04-1.61-.55-1.39-1.34-1.76-1.34-1.76-1.09-.75.08-.73.08-.73 1.2.08 1.84 1.24 1.84 1.24 1.07 1.84 2.81 1.31 3.5 1 .1-.78.42-1.31.76-1.61-2.67-.3-5.47-1.33-5.47-5.93 0-1.31.47-2.38 1.24-3.22-.13-.3-.54-1.52.12-3.18 0 0 1-.32 3.3 1.23a11.5 11.5 0 0 1 6.02 0c2.28-1.55 3.28-1.23 3.28-1.23.66 1.66.25 2.88.12 3.18.77.84 1.24 1.91 1.24 3.22 0 4.61-2.81 5.63-5.48 5.92.43.37.81 1.1.81 2.22v3.29c0 .32.22.7.82.58C20.56 21.8 24 17.3 24 12c0-6.63-5.37-12-12-12z"/></svg>
GitHub
</a>
<a href="/docs" class="btn btn-secondary">
<svg width="16" height="16" fill="none" stroke="currentColor" stroke-width="2" viewBox="0 0 24 24"><path d="M14 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V8z"/><polyline points="14 2 14 8 20 8"/><line x1="16" y1="13" x2="8" y2="13"/><line x1="16" y1="17" x2="8" y2="17"/></svg>
API Docs
</a>
</div>
</section>
<!-- Stats -->
<div class="stats">
<div class="stat-card">
<div class="stat-number">10</div>
<div class="stat-label">Task Categories</div>
</div>
<div class="stat-card">
<div class="stat-number">50</div>
<div class="stat-label">Unique Scenarios</div>
</div>
<div class="stat-card">
<div class="stat-number">3</div>
<div class="stat-label">Simulators (Docker, GHA, K8s)</div>
</div>
<div class="stat-card">
<div class="stat-number">12</div>
<div class="stat-label">API Endpoints</div>
</div>
</div>
<!-- How It Works -->
<section class="section">
<div class="section-header">
<h2>How It Works</h2>
<p>Same loop every DevOps engineer runs through, just faster.</p>
</div>
<div class="flow-steps">
<div class="flow-step">
<span class="flow-icon">📥</span>
<h3>1. Reset</h3>
<p>Agent gets broken config files — a Dockerfile, a workflow YAML, some K8s manifests — along with whatever error the pipeline spit out.</p>
</div>
<div class="flow-step">
<span class="flow-icon">🔧</span>
<h3>2. Observe → Act</h3>
<p>Read the error, find the bug, edit the file. Could be a typo, a wrong port, a missing secret. Up to 10 steps to get it right.</p>
</div>
<div class="flow-step">
<span class="flow-icon">📊</span>
<h3>3. Grade</h3>
<p>Deterministic scoring: how many issues got fixed, how quickly, and whether hints were needed. Harder tasks are graded more generously.</p>
</div>
</div>
</section>
<!-- Tasks -->
<section class="section">
<div class="section-header">
<h2>10 Tasks, 50 Scenarios</h2>
<p>From single-typo Dockerfile fixes to multi-bug pipeline debugging across GHA + Docker + K8s.</p>
</div>
<div class="task-grid">
<div class="task-card easy">
<div class="task-header">
<span class="task-id">dockerfile_syntax</span>
<span class="difficulty-badge easy">Easy</span>
</div>
<h3>Dockerfile Syntax Errors</h3>
<p>The classic stuff — misspelled filenames, bad base image tags, broken <code>RUN</code> continuations. Things that make <code>docker build</code> fail immediately.</p>
<div class="task-scenarios">5 scenarios</div>
</div>
<div class="task-card medium">
<div class="task-header">
<span class="task-id">dockerfile_runtime</span>
<span class="difficulty-badge medium">Medium</span>
</div>
<h3>Dockerfile Runtime Errors</h3>
<p>It builds fine, then crashes at runtime. Missing WORKDIR, CMD/ENTRYPOINT conflicts, permission issues, missing env vars.</p>
<div class="task-scenarios">5 scenarios</div>
</div>
<div class="task-card easy">
<div class="task-header">
<span class="task-id">workflow_syntax_structure</span>
<span class="difficulty-badge easy">Easy</span>
</div>
<h3>Workflow Syntax & Structure</h3>
<p>GitHub Actions YAML that GitHub refuses to even parse. Missing <code>runs-on</code>, wrong trigger format, steps without actions.</p>
<div class="task-scenarios">5 scenarios</div>
</div>
<div class="task-card medium">
<div class="task-header">
<span class="task-id">workflow_secrets_permissions</span>
<span class="difficulty-badge medium">Medium</span>
</div>
<h3>Secrets & Permissions</h3>
<p>The secret is right there in the repo settings, but the workflow can't see it. Missing <code>env:</code> blocks, wrong <code>${{ }}</code> syntax, token permission gaps.</p>
<div class="task-scenarios">5 scenarios</div>
</div>
<div class="task-card medium">
<div class="task-header">
<span class="task-id">ci_docker_integration</span>
<span class="difficulty-badge medium-hard">Medium-Hard</span>
</div>
<h3>CI + Docker Integration</h3>
<p>The workflow and Dockerfile depend on each other. Build context mismatches, missing buildx setup, login without secrets.</p>
<div class="task-scenarios">5 scenarios</div>
</div>
<div class="task-card hard">
<div class="task-header">
<span class="task-id">multi_stage_pipeline_matrix</span>
<span class="difficulty-badge hard">Hard</span>
</div>
<h3>Multi-Stage & Matrix Pipelines</h3>
<p>Multi-stage builds, matrix strategies, cross-job artifacts. Two or three bugs that only make sense when you look at the files together.</p>
<div class="task-scenarios">5 scenarios</div>
</div>
<div class="task-card medium">
<div class="task-header">
<span class="task-id">k8s_pod_failures</span>
<span class="difficulty-badge medium">Medium</span>
</div>
<h3>Kubernetes Pod Failures</h3>
<p>Pods stuck in CrashLoopBackOff or ImagePullBackOff. OOM kills, wrong commands, missing ConfigMaps, misconfigured probes.</p>
<div class="task-scenarios">5 scenarios</div>
</div>
<div class="task-card hard">
<div class="task-header">
<span class="task-id">k8s_networking</span>
<span class="difficulty-badge hard">Hard</span>
</div>
<h3>K8s Service & Ingress Issues</h3>
<p>Pods are running, but nobody can reach them. Selector mismatches, wrong targetPorts, NetworkPolicies blocking traffic, missing ingress classes.</p>
<div class="task-scenarios">5 scenarios</div>
</div>
<div class="task-card hard">
<div class="task-header">
<span class="task-id">pipeline_build_deploy</span>
<span class="difficulty-badge hard">Hard</span>
</div>
<h3>Build & Push Pipeline</h3>
<p>End-to-end GHA-to-Docker-to-Registry failures. GHCR tokens not wired, image tag mismatches between build and push, missing permissions.</p>
<div class="task-scenarios">5 scenarios</div>
</div>
<div class="task-card expert">
<div class="task-header">
<span class="task-id">pipeline_full_stack</span>
<span class="difficulty-badge expert">Expert</span>
</div>
<h3>Full Stack Pipeline</h3>
<p>The real deal — 2 to 4 bugs scattered across a GHA workflow, Dockerfile, and K8s manifests at the same time. Requires cross-file reasoning.</p>
<div class="task-scenarios">5 scenarios · multi-error</div>
</div>
</div>
</section>
<!-- Grading -->
<section class="section">
<div class="section-header">
<h2>Grading</h2>
<p>Deterministic, difficulty-aware scoring. Same actions, same score. Harder tasks get more room to breathe.</p>
</div>
<div class="grading-grid">
<div class="grade-card">
<div class="grade-weight">35%</div>
<h4>Partial Fixes</h4>
<p>Credit for each issue you fix, even if you don't get them all</p>
</div>
<div class="grade-card">
<div class="grade-weight">25%</div>
<h4>Complete Bonus</h4>
<p>Extra credit when every single issue is resolved</p>
</div>
<div class="grade-card">
<div class="grade-weight">25%</div>
<h4>Efficiency</h4>
<p>Fewer steps is better — decay is gentler on hard tasks</p>
</div>
<div class="grade-card">
<div class="grade-weight">+3%</div>
<h4>Difficulty Bonus</h4>
<p>Solving hard/expert tasks perfectly earns extra points</p>
</div>
<div class="grade-card">
<div class="grade-weight">−3-4%</div>
<h4>Hint Penalty</h4>
<p>Per hint used — cheaper on harder tasks where hints are fair</p>
</div>
</div>
</section>
<!-- API Endpoints -->
<section class="section">
<div class="section-header">
<h2>API Endpoints</h2>
<p>Everything you need to run episodes, grade trajectories, and inspect the environment.</p>
</div>
<table class="endpoint-table">
<thead>
<tr><th>Endpoint</th><th>Method</th><th>Description</th></tr>
</thead>
<tbody>
<tr><td><span class="endpoint-path">/health</span></td><td><span class="method-badge get">GET</span></td><td>Returns <code>{"status": "healthy"}</code></td></tr>
<tr><td><span class="endpoint-path">/metadata</span></td><td><span class="method-badge get">GET</span></td><td>Environment name, version, tags</td></tr>
<tr><td><span class="endpoint-path">/tasks</span></td><td><span class="method-badge get">GET</span></td><td>All 10 tasks with difficulty levels</td></tr>
<tr><td><span class="endpoint-path">/info</span></td><td><span class="method-badge get">GET</span></td><td>Full task list with schemas</td></tr>
<tr><td><span class="endpoint-path">/reset</span></td><td><span class="method-badge post">POST</span></td><td>Start a new episode (pick a task or get a random one)</td></tr>
<tr><td><span class="endpoint-path">/step</span></td><td><span class="method-badge post">POST</span></td><td>Take an action, get back observation + reward</td></tr>
<tr><td><span class="endpoint-path">/state</span></td><td><span class="method-badge get">GET</span></td><td>Current observation without acting</td></tr>
<tr><td><span class="endpoint-path">/grader</span></td><td><span class="method-badge post">POST</span></td><td>Score a trajectory after the episode</td></tr>
<tr><td><span class="endpoint-path">/baseline</span></td><td><span class="method-badge post">POST</span></td><td>Run the built-in heuristic baseline</td></tr>
<tr><td><span class="endpoint-path">/schema</span></td><td><span class="method-badge get">GET</span></td><td>Action and observation JSON schemas</td></tr>
<tr><td><span class="endpoint-path">/mcp</span></td><td><span class="method-badge post">POST</span></td><td>JSON-RPC 2.0 MCP endpoint</td></tr>
<tr><td><span class="endpoint-path">/docs</span></td><td><span class="method-badge get">GET</span></td><td>Interactive Swagger docs</td></tr>
</tbody>
</table>
</section>
<!-- Quick Start -->
<section class="section">
<div class="section-header">
<h2>Try It</h2>
<p>Fix a K8s OOMKilled pod in 3 commands.</p>
</div>
<div class="code-block">
<span class="comment"># 1. Get a broken K8s deployment with OOMKilled pods</span>
<span class="cmd">curl</span> -X POST <span class="url">http://localhost:7860/reset</span> \
-H <span class="flag">"Content-Type: application/json"</span> \
-d '{"task_id": "k8s_pod_failures", "scenario_id": "oom_killed"}'
<span class="comment"># 2. Bump the memory limit from 64Mi to 256Mi</span>
<span class="cmd">curl</span> -X POST <span class="url">http://localhost:7860/step</span> \
-H <span class="flag">"Content-Type: application/json"</span> \
-d '{"action": {"action_type": "edit_file", "edits": [{"file_path": "k8s/deployment.yaml", "old_content": "memory: \"64Mi\"", "new_content": "memory: \"256Mi\""}]}}'
<span class="comment"># 3. Done - issues_fixed: 1/1, reward: 0.3</span>
</div>
</section>
<footer class="footer">
<p>
Built for the <strong>OpenEnv Hackathon</strong> by
<a href="https://github.com/melohub-xbit/GitHubActions-Docker-OpenEnv" target="_blank">Scaler School of Technology</a>
· Partners: Meta, HuggingFace, PyTorch
</p>
<p style="margin-top: 8px;">MIT License</p>
</footer>
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