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image-loop

Image editing skills with numbered maps, independent vision review, bounded repairs, structured extraction, and tested prompts.

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GITHUB · launched Sep 9, 2026 · 8 upvotes (top 88%) · 0 views

Niche: ai agent skill registries · 411 launches, 20 in the last 7 days ▼ -41% · Explore this niche →

Category and tags

  • Horizontal
  • Agent / copilot
  • Developer
  • AI-native
  • Hobby / open-source project

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Could you build this?

Partial The workflow orchestration can be vibe-coded, but dependable computer vision loops using coordinate mapping, visual verification, and bounded image repairs require complex multimodal pipeline tuning.

What it would actually take: The architecture requires coordinating multimodal LLM vision models (e.g., GPT-4o, Claude 3.5 Sonnet) with programmatic image manipulation libraries (like OpenCV or PIL) to annotate numbered grids, detect bounding boxes, and perform iterative masked inpainting. The difficult part is the deterministic spatial coordination loop and vision-based self-healing quality checks that prevent prompt drift and visual artifacts.

Competitors

Other products that read as similar to this one : 1916 launches clear the similarity bar, closest 8 shown.

Attention rank: #1704 of 1917 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 313 days after the earliest competitor.

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.