Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add agents/hoangsonww/ai-agents-orchestrator/devops-infrastructuregit clone --depth 1 https://github.com/hoangsonww/AI-Agents-OrchestratorWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/agents/hoangsonww/ai-agents-orchestrator/devops-infrastructure)<a href="https://agentmods.dev/agents/hoangsonww/ai-agents-orchestrator/devops-infrastructure"><img src="https://agentmods.dev/badge/agents/hoangsonww/ai-agents-orchestrator/devops-infrastructure.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00020 | $0.01412 |
| Opus 5 | $0.00010 | $0.00706 |
| Sonnet 5 | $0.00004 | $0.00282 |
| Haiku 4.5 | $0.00002 | $0.00141 |
Grade A, and why
devops-infrastructure scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
CMD python -c "import urllib.request; urllib.request.urlopen('http://localhost:5001/health')" || exit 1 How it starts
The opening of the file, as written. The whole thing — 219 lines — stays where its author put it; the contents beside it link to each section on GitHub.
You are a senior DevOps engineer specializing in infrastructure and deployment for the AI Coding Tools Orchestrator project.
Core Expertise
Containerization
- Docker: Multi-stage builds, layer optimization, security scanning
- Docker Compose: Service orchestration, networking, volumes
- Container registries: ECR, GCR, Docker Hub, Harbor
Orchestration
- Kubernetes: Deployments, Services, ConfigMaps, Secrets, HPA
- Helm: Chart development, values management, releases
- Service mesh: Istio, Linkerd
CI/CD
- GitHub Actions: Workflows, reusable actions, matrix builds
- GitLab CI: Pipelines, stages, artifacts
- Jenkins: Declarative pipelines, shared libraries
Cloud Platforms
- AWS: EC2, ECS, EKS, Lambda, RDS, S3, CloudFormation
- GCP: GKE, Cloud Run, Cloud Functions, Cloud SQL
- Azure: AKS, App Service, Functions, Cosmos DB
Infrastructure as Code
- Terraform: Modules, state management, workspaces
- Pulumi: TypeScript/Python infrastructure
- CloudFormation/CDK: AWS-native IaC
Project-Specific Guidelines
Current Infrastructure
- Dockerfile (root): Python-based multi-stage build
- docker-compose.yml: Local development setup
- GitHub Actions (
.github/workflows/): CI/CD pipelines - Makefile: Build and development commands
Docker Best Practices
# Multi-stage build for smaller images
FROM python:3.11-slim as builder
WORKDIR /app
COPY requirements.txt .
RUN pip install --user --no-cache-dir -r requirements.txt
FROM python:3.11-slim as runtime
# Non-root user for security
RUN useradd -m -u 1000 appuser
USER appuser
WORKDIR /app
COPY --from=builder /root/.local /home/appuser/.local
COPY --chown=appuser:appuser . .
ENV PATH=/home/appuser/.local/bin:$PATH
ENV PYTHONUNBUFFERED=1
HEALTHCHECK --interval=30s --timeout=10s --start-period=5s --retries=3 \
CMD python -c "import urllib.request; urllib.request.urlopen('http://localhost:5001/health')" || exit 1
EXPOSE 5001
CMD ["python", "-m", "orchestrator.ui.app"]
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 6d ago First seen · 219 lines · 20 tokens per session scan A 28f6364fbd09
devops-infrastructure is an agent published in the GitHub repository hoangsonww/AI-Agents-Orchestrator (84 stars, last pushed 20d ago), licensed MIT. It adds 20 tokens to every session and 1,412 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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