An agent skill that makes AI plan before pitching your product

What it does

ecommerce-visual-copywriting-skill is a SKILL.md instruction set for Claude, Codex, Cursor, and similar agents. You feed it product specs, platform rules, and visual references; it returns main-image storyboards, detail-page scripts, in-image copy, design specs, and image-generation prompts. The twist is it will not hand over final deliverables until a human approves the initial strategy.

The interesting bit

Most AI copywriting tools generate slick nonsense instantly; this one inserts a mandatory pause. It self-audits across five dimensions—compliance, benefit translation, visual impact, texture expression, and narrative flow—and any score below 80 triggers a rewrite. It also buckets products into risk tiers like ordinary food or health supplements to dodge advertising-law landmines.

Key highlights

• Two-stage workflow: visual strategy and storyboard first, final execution only after explicit user confirmation.
• Compliance-aware by default: flags unverified claims, refuses to fabricate test reports or medical efficacy, and applies category-specific rules from references/compliance-rules.md.
• Structured outputs assign distinct visual tasks to each of the five main images, map PDP sections to a conversion funnel, and include ready-to-use image generation prompts.
• Bilingual support with parallel Chinese (SKILL.md) and English (SKILL.en.md) instruction sets.
• Ships with a zero-dependency Python validator (tools/verify-skill.py) that checks structural integrity and accidental token leaks before publishing.

Caveats

• The repository is essentially a meticulously organized prompt and rulebook, not executable application code.
• It explicitly disclaims legal authority, so a human lawyer is still required for final compliance sign-off.
• Platform-specific loading paths for Agent Skills vary, and the README notes actual behavior depends on your specific agent runtime.

Verdict

Grab it if you run an e-commerce shop or build agents for sellers and need guardrails against hallucinated product claims. Skip it if you want a turnkey image generator—this plans the visuals and writes the prompts, but it does not generate the pixels itself.