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.
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.