Axiom Refract for DevOps Engineers
Catch architectural drift in CI/CD before it becomes a production incident
The Challenge
You maintain the pipelines that ship code to production. When something breaks in production, the root cause is often architectural — a dependency that was not documented, a coupling that was not anticipated, a service boundary that was violated without anyone noticing.
Your CI/CD pipeline catches build failures, test failures, and security vulnerabilities. It does not catch architectural drift — the slow accumulation of structural decisions that make the system increasingly fragile over time.
You need an architectural quality gate that runs alongside your existing pipeline and flags structural risk before it reaches production.
How Axiom Refract Helps
Architectural Quality Gates
Add Axiom scans to your CI/CD pipeline and gate deployments on structural metrics — SPOF count thresholds, blast radius limits, dead code ratios.
Infrastructure-Aware Analysis
Axiom parses Dockerfiles, Kubernetes manifests, Terraform configs, and CI/CD definitions alongside application code — your infrastructure is part of the architectural record.
Drift Detection
Compare scans across releases to detect architectural drift. If coupling increased, if new SPOFs appeared, or if dead code accumulated — flag it before it ships.
What You Get
- REST API for programmatic scan triggering and result retrieval
- JSON output for integration with monitoring and alerting systems
- Infrastructure file analysis — Dockerfiles, K8s manifests, Terraform, Helm charts
- Scan-to-scan diff reports for tracking structural changes across releases
- MCP server for AI-assisted incident investigation and architecture queries
Imagine your deployment pipeline includes an Axiom scan step. A developer pushes a change that introduces a new circular dependency between the payment and notification services. The scan detects the cycle, the pipeline flags the structural regression, and the developer fixes the coupling before it ever reaches staging.