Look up an exact platform username, inspect its available public counters, and embed a compact statistics card. Connected creator snapshots can include authorized aggregate insights. Unknown data stays unknown.
Daily last recorded observation per source, precision, sample size and measurement scope. Missing dates are not estimated. History is retained for 400 days.
General public lookup: GitHub, Bluesky and Twitch. Twitch uses DecAPI, a documented third-party counter service. Other platforms use published, owner-authorized snapshots or imports. A matching username is not proof of shared ownership.
Without a platform API, the local CSV / JSON parser maps owner-exported aggregate columns into the same model. Only selected counts and explicit dates are published. Export mapping instructions.
Twitch lookups are cached for five minutes; its registered creator profile is polled every five minutes. DecAPI also caches follower counts for two minutes and viewers for five minutes, so these are near-live snapshots, not instantaneous analytics. Other public lookups are cached for ten minutes. Registered public profiles receive scheduled refreshes. Authorized creator data arrives through a protected import endpoint. Failed refreshes preserve dated values; third-party public counters older than ten minutes are marked stale; other metrics expire after six hours.
Followers, likes, views and stars are separate quantities. Cross-platform follower sums do not represent unique people. Availability varies by platform and connection.