About SellOracle

Sellers are starting to run AI agents — to research niches, write listings, and analyze competitors. Those agents are only as good as the data they reach for. Ask a bare model for Etsy tags and most of what comes back points at the most crowded terms on the platform, dressed up with invented numbers.

SellOracle is the fix: a pre-computed Etsy data layer built for agents. We aggregate 45K+ listings and 1,400+ shops into niche-level conclusions — Blue Ocean scores, demand and competition signals, top shops — and expose them over a single MCP server and REST API.

Why it's different

Other Etsy APIs are thin wrappers that hand back raw listings and make your agent do the math. We sell the conclusion: a 0–100 score a competitor would have to recompute from scratch, returned in one call so your agent doesn't burn tokens re-deriving it.

Roadmap

SellOracle surfaces derived, aggregated signals — not a resale of raw Etsy API data. Independent project, not affiliated with Etsy, Inc.