Fit first. Evidence second. Commercial status never.

Only operators that pass the shared ready-public rule enter the indexed catalog. Partial and watchlist research stays out until the evidence and a new companion review are ready.

The chooser treats goal, ecosystem, mode and method as hard filters. Selected evidence fields score documented as 3, partial as 2, reported as 1, and unknown or not applicable as 0. Recency then name break ties.

A documented process is not a safety score, endorsement or guarantee of payout. It means the cited public record supports the narrow label shown.

Read the underlying SkinRake source methodology for source-selection and direct-test boundaries.