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Fake engagement check for @by_miracles

Drops by Miracles — public reach metrics and manipulation-risk assessment dated 2026-08-27.

вайб-кодим в основном ai shop: @BolotoStore_bot chat: @talk_miracles owner: @ogmiracles projects: @projects_miracles

100/100
cleanliness index
Grade A+
low manipulation risk
Subscribers
2163
Median views
1760
ERR
81.4%
Posts sampled
40
Niche
Computer science

Assessment summary

The channel demonstrates high engagement with reach exceeding 80% of its subscriber base, which is typical for compact creator resources with a niche focus on neural networks and development. With a posting rate of 1.2 posts per day and a minimal ad share (2%), a post will not get lost in the feed and will receive the audience's full attention. The main limitation is a small absolute reach of around 1,760 views, so placement is oriented toward targeted IT offers rather than mass reach.

How the assessment was produced

Data source
Public Telegram data: posts, views, reactions, and channel metadata.
Date or snapshot
2026-08-27
Sample
The latest 40 public posts available at check time.
Calculation method
TG Inspector calculates metrics from the saved snapshot and combines independent signals into a deterministic 0–100 cleanliness index.
Factual result
The @by_miracles assessment dated 2026-08-27 uses 40 recent public posts. At that snapshot the channel had 2,163 subscribers, median post views were 1,760, ERR was 81.4%, and the cleanliness index was 100/100.
Limitations
This is a probabilistic assessment based on public data, not proof of intentional manipulation or a real-time channel measurement.

Full methodology and interpretation rules

Advertising outlook

Advertising placement: reasonable.

Estimated 48-hour reach: 880–1,760 views.

Reach of advertising posts

Only 1 advertising posts qualify for the calculation, which is not enough for a median.

What grade A+ means

The channel shows almost no signs of manipulated engagement. Its public reach and audience activity are consistent with the subscriber count.

Dynamics and anomalies

Views by post

The latest 40 posts with views, from Jul 23 to Aug 26. The dashed line is the median (1,760).

01.5K3KJul 23: 2,196 viewsJul 23: 1,961 viewsJul 24: 1,903 viewsJul 24: 1,743 viewsJul 24: 2,084 viewsJul 25: 2,311 viewsJul 26: 2,955 viewsJul 27: 1,916 viewsJul 28: 2,081 viewsJul 29: 2,137 viewsJul 31: 1,815 viewsAug 1: 1,620 viewsAug 2: 1,757 viewsAug 3: 2,055 viewsAug 3: 1,763 viewsAug 4: 1,942 viewsAug 5: 1,805 viewsAug 7: 1,918 viewsAug 7: 1,890 viewsAug 8: 1,958 viewsAug 10: 1,771 viewsAug 11: 1,832 viewsAug 12: 1,721 viewsAug 12: 1,463 viewsAug 13: 1,579 viewsAug 14: 1,605 viewsAug 15: 1,445 viewsAug 15: 1,783 viewsAug 17: 1,555 viewsAug 18: 1,384 viewsAug 19: 1,627 viewsAug 21: 1,391 viewsAug 22: 1,307 viewsAug 23: 1,143 viewsAug 24: 1,053 viewsAug 25: 905 viewsAug 25: 876 viewsAug 26: 749 viewsAug 26: 739 viewsAug 26: 700 views Jul 23Aug 26

The sample maximum is 2,955 views. Snapshot dated Aug 27; the axis is not clipped, so spikes remain visible.

The view-dispersion and maturation signals were available and found no deviations. This is not a guarantee: use the complete cleanliness index.

Cleanliness-index history

The channel has been checked once, so there is nothing to compare yet. The chart will appear after another check.

Run a fresh check for @by_miracles

This page shows the saved result dated 2026-08-27. The bot collects a new snapshot for a current report.

Buy advertising

The channel does not appear to be in the high-risk zone. These marketplaces provide channel catalogs, pricing, and payment on their own platforms.

TG Inspector does not sell placements or participate in the transaction. A specific channel may be absent from a marketplace.

Where to buy advertising

These are affiliate links: TG Inspector may receive a commission. This does not affect the cleanliness index.

Monitor this channel

Monitoring reruns the assessment and sends an alert when ERR drops, subscribers change abnormally, or the cleanliness index moves.

Monitor @by_miracles

Questions about @by_miracles

Is it safe to buy ads on this channel?

Yes, the audit recorded a risk score of 0/100 with high confidence, open comments, and a natural view distribution.

How many views will a sponsored post get?

The median reach is around 1,760 views (ERR around 81%), covering the vast majority of the subscriber base.

Why is placing ads on this channel considered worthwhile?

The feed is not overloaded with ads (only 2% of posts), and posts are published infrequently, allowing the ad to stay noticeable for a long time.

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This automated assessment is probabilistic. It describes statistical signals in public data and does not claim intentional manipulation. Channel owners can run a new check or contact support to request removal.

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