- Are these ROAS metric skills compatible with Claude and ChatGPT?
- Yes. All listed skills work in Claude (Desktop + Code) via Anthropic's SKILL.md standard, ChatGPT via OpenAI Actions, Gemini via function declarations, and OpenClaw. Free and MIT-licensed — install via the catalogue.
- Which AI skills move ROAS?
- 4 skills target this metric. Top picks: Ad Creative, Ad Spend Allocator, Competitive Ads Extractor.
- Are there MCPs that track ROAS?
- 3 MCP servers expose data sources used to compute ROAS.
- Who tracks ROAS?
- See the Roles section above for the roles for which ROAS is a primary KPI.
- How do I improve ROAS?
- Each skill listed above declares the expected delta on ROAS. Stack a few of the top picks for compounding effect.