Ansible Policy and Migration Engine (APME): AI-Powered Playbook Scanning and Compliance

The Ansible Policy and Migration Engine (APME) is an AI-powered tool that analyses automation content for syntax compliance, standards adherence, and security considerations — then helps remediate issues automatically.

What APME Does

APME scans your Ansible automation content (playbooks, roles, collections) and identifies: • Syntax issues — deprecated modules, incorrect FQCN usage, YAML problems • Standards violations — deviations from organizational coding standards • Security concerns — hardcoded credentials, insecure module parameters, missing no_log • Migration needs — content that needs updating for new Ansible/AAP versions

See also: AAP 2.6 CI/CD Pipeline Integration: GitOps Workflows with Jenkins, GitLab, and GitHub Actions

Key Capabilities

Project-Based Workflow

APME uses a project-based approach to allow granular control across teams and areas of responsibility: • Import projects from Git repositories • Assign teams/owners to projects • Track compliance scores per project • Compare progress over time

Rules-Based Analysis

Analysis uses a combination of: • AI-powered detection — identifies complex issues beyond static rules • Human-alerted output — flags items requiring human review • Known resolution mapping — suggests fixes for known playbook and automation standards/versions

Continuous Compliance Scanning

APME integrates into your existing workflows: • CI/CD pipelines — scan on every commit/PR • GitOps workflows — validate before merge • Self-service initiation — teams can trigger scans on demand

The Ansible Portal Interface

APME runs within the Ansible Portal interface (part of AAP):

Projects View

• List all registered automation projects • See repository count, health status • Create new projects linked to Git repos • "Migrate to Ansible" workflow for legacy content

Quality Dashboard

• Overall quality score (0-100) • Breakdown by severity (critical, high, medium, low) • Trend tracking over time • Per-repository drill-down

Scan Results

• Detailed findings per file • Rule ID and description • Suggested remediation • One-click fix for supported issues

See also: Ansible GitOps: Infrastructure as Code with Git Workflows and AAP

Example Workflow

1. Connect Git repository to APME project
   └── APME imports and indexes all playbooks/roles
2. APME runs analysis
   ├── Syntax: 12 deprecated module references
   ├── Standards: 8 missing FQCN usages
   ├── Security: 3 hardcoded credentials detected
   └── Migration: 15 tasks need AAP 2.7 updates
3. Review and remediate
   ├── Auto-fix: 20 issues have known resolutions
   ├── AI-suggested: 5 issues have AI-generated fixes
   └── Manual: 3 issues need human review
4. Re-scan to verify
   └── Quality score: 45 → 92

CI/CD Integration

# GitHub Actions example
- name: APME Compliance Scan
  uses: ansible/apme-action@v1
  with:
    project-path: ./ansible/
    fail-on-severity: high
    report-format: sarif
# GitLab CI example
apme-scan:
  stage: validate
  script:
    - apme scan --project . --format junit
  artifacts:
    reports:
      junit: apme-report.xml

See also: Ansible Automation Platform In-Platform Compliance Dashboard: DISA STIG, CIS, and OpenSCAP

What It Detects

| Category | Examples | |---|---| | Deprecated modules | command instead of ansible.builtin.command | | Missing FQCN | yum instead of ansible.builtin.yum | | Security | Hardcoded passwords, missing no_log, insecure mode | | Standards | Missing metadata, inconsistent naming, no handlers | | Version migration | Syntax changes between Ansible versions | | Best practices | Missing changed_when, failed_when, block/rescue |

FAQ

Is APME part of AAP?

APME is accessible through the Ansible Portal interface. It's part of the broader AAP ecosystem.

Can APME auto-fix issues?

Yes, for known resolution patterns. APME can automatically apply fixes for deprecated module names, FQCN conversion, and similar mechanical changes. Complex issues are flagged for human review.

How does APME compare to ansible-lint?

APME builds on ansible-lint's capabilities but adds project-level management, AI-powered analysis, trend tracking, and integration with the AAP portal. Think of it as ansible-lint for the enterprise.

Does it support custom rules?

Yes. Organizations can define custom policies and standards that APME will enforce alongside built-in rules.

Related Articles

• Red Hat Ansible Automation Platform 2.7: What's New • Ansible Lint Complete Guide • Ansible Development Tools MCP Server • Red Hat Summit 2026 Highlights