Agentic-creator-os Visual Intelligence System (VIS)

Agentic visual asset management — scan, audit, and manage images across your site with AI-powered quality enforcement

install
source · Clone the upstream repo
git clone https://github.com/frankxai/agentic-creator-os
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/frankxai/agentic-creator-os "$T" && mkdir -p ~/.claude/skills && cp -r "$T/.claude/skills/vis" ~/.claude/skills/frankxai-agentic-creator-os-visual-intelligence-system-vis && rm -rf "$T"
manifest: .claude/skills/vis/SKILL.md
source content

Visual Intelligence System (VIS)

What VIS Does

VIS is the visual asset management layer for ACOS. It ensures every image across your site is:

  • Tagged — auto-detected mood, theme, color palette, placement suitability
  • Audited — placeholders, duplicates, orphans, and oversized images detected
  • Mapped — every page linked to its images with coverage status
  • Brand-aligned — validated against your brand visual DNA

Core Workflow

1. Always Query Registry First

Before generating ANY new image, query the visual registry:

# Find dark, atmospheric music images suitable for homepage
jq '[.[] | select(.tags | contains(["music"])) | select(.mood == "atmospheric")]' data/visual-registry.json

If a suitable image exists, USE IT. Only generate new images when nothing fits.

2. Scan Images

Rebuild the registry after adding new images:

node scripts/scan-visual-registry.mjs          # Full rebuild
node scripts/scan-visual-registry.mjs --diff   # Only new images
node scripts/scan-visual-registry.mjs --report # Health summary

3. Audit Visual Health

Run automated quality checks:

node scripts/audit-visual-health.mjs           # Full audit with score
node scripts/audit-visual-health.mjs --json    # JSON for n8n/Slack

Health Score Interpretation:

  • 90-100: EXCELLENT — no action needed
  • 70-89: GOOD — minor issues to address
  • 50-69: NEEDS ATTENTION — several issues
  • 0-49: CRITICAL — immediate action required

4. Check Page Coverage

Query the sitemap-image map:

# Find pages that need images
jq '[.[] | select(.status == "needs-images")]' data/sitemap-image-map.json

# Find pages using placeholders
jq '[.[] | select(.status == "placeholder")]' data/sitemap-image-map.json

Key Data Files

FilePurposeUpdate Frequency
data/visual-registry.json
408+ images tagged & indexedAfter every image addition
data/brand-visual-dna.json
Brand visual standardsRarely (brand changes)
data/sitemap-image-map.json
Page-to-image coverageAfter page/image changes

Brand Visual DNA

The brand DNA file (

data/brand-visual-dna.json
) defines:

  • Palette — primary background (#0a0a0b), accent colors with usage rules
  • Image Standards — hero (16:9, min 1600px), OG (1200x630), thumbnails (16:10)
  • Mood Profiles — atmospheric, branded, technical, artistic, cinematic
  • Quality Council — 3-perspective review before any visual ships:
    1. Brand Guardian — Does it match visual DNA? Dark theme, accent harmony?
    2. Conversion Optimizer — Does it drive action? Mood-setting vs distracting?
    3. Accessibility Auditor — Sufficient contrast? Meaningful alt text?

Generation Rules

When generating new images:

  1. Use
    mcp__nanobanana__generate_image
    with model_tier "pro" for heroes
  2. Always use dark background (#0a0a0b) — images must blend with site theme
  3. Aspect ratio 16:9 for heroes, 1200x630 for OG images
  4. Run through council review before deploying
  5. Auto-register in visual-registry.json after generation
  6. Include negative_prompt: "text, watermark, logo, bright background, cartoon, flat design"

Common Issues & Fixes

IssueDetectionFix
Placeholder SVG
blog-hero-aurora.svg
in frontmatter
Generate unique hero image
Duplicate heroSame image in header AND bodyRemove body
![](...)
reference
Oversized image>2MB in registryOptimize with sharp or re-generate at lower resolution
Orphaned imageIn registry but no code referenceInvestigate — may be dynamically loaded
Missing alt textEmpty
alt=""
on
<Image>
Add descriptive alt text

Integration Points

  • visual-creation skill — Generation pipeline with quality gates
  • brand-rules skill — Brand Guardian enforcement
  • design-system skill — Color domain mapping and token architecture
  • nanobanana MCP — Image generation (Gemini 3 Pro/Flash)
  • n8n — Automated weekly audits via webhook