SAGE Audit v2026.1.1 — Runnable Examples & CI Integration

SAGE Audit v2026.1.1 Release Notes

Added

• Standardized runnable audit script (examples/audit_example.py) and sample JSON output (examples/example_audit.json).
• Automated GitHub Actions CI workflow across Python 3.10, 3.11, 3.12.
• Issue and pull request contribution templates.
• Explicit ecosystem navigation links and data contracts.

Verification

• 51 unit tests passing across all 3 audit pillars.

SAGE Audit v2026.1 — 3-Pillar SEO, AEO, and GEO Diagnostics Engine

SAGE Audit v2026.1 Release Notes

• Unified 3-Pillar Audit Engine:
  • Pillar 1 (Technical SEO / L1): AI crawler directives (GPTBot, ClaudeBot, PerplexityBot in robots.txt), clean DOM, HTTP headers.
  • Pillar 2 (Entity AEO / L2 & L3): JSON-LD graph validation (Organization, FAQPage, sameAs Wikidata/Crunchbase), direct-answer density.
  • Pillar 3 (GEO / L4): Semantic chunking (60–120 tokens), in-memory RAG simulation, Citation Survival Proxy (CSP), llms.txt generation.
• MAVI Integration: Foundational diagnostic layers (L1–L4) for the Molavi AI Visibility Index.
• Integration with Molavi AI Engineering Ecosystem.