Clean dataset
Text, links, hashtags, views, reactions, photos, sender — one versioned schema with a coverage report for the run.
Snapshot and monitoring for public channel posts — text, views, reactions, media. One clean dataset and honest coverage. Widget mode needs no login.
Widget mode reads public pages without login. Optional MTProto mode uses the publisher's secret account pool for deeper public-channel fields.
Text, links, hashtags, views, reactions, photos, sender — one versioned schema with a coverage report for the run.
New posts between runs, date windows, history paging — baselines between runs, change events in the dataset.
Public channels only, polite request budget, private channels reported — never bypassed.
This page collects nothing: no analytics, no cookies, no accounts. The actor itself reads public channel and linked public-discussion data.
Open the privacy policy →