GitNova

GitHub seismograph — discoveries and growing interest

maxwilsoneng2098t9/tiktok-comment-automation

Productivity & self-hostedPython#tiktok#comment-automation#engagement-tools#workflow-automation#session-manager
Total stars
296
Today
+0since 16:36 UTC
Open on GitHub My finds →
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TikTok Comment Automation Tool. Session-based workflow manager for engagement research and testing. Template rotation, rate limiting, lightweight

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About the project

A TikTok comment automation tool using a sessionid cookie: template rotation, rate limiting and action logging for engagement research.

Useful for
  • Run a session with comment templates to test engagement on selected videos
  • Configure delay and daily action limit to reduce account ban risk
  • Review the log of executed actions and errors after a session run

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate. Read the original README →

1.3 Quiet Magnitude out of 10 — how fast interest is growing, not a quality score.

Star growth looks organic. Data as of November 2, 2026, 17:45 UTC.

The star-growth assessment does not verify whether the project is safe to run.

Stars per day

025November 2, 2026November 2, 2026

Bars show stars per UTC day; the line is a moving average of available history. Gaps mean missing data, not zero growth. Today's bar is incomplete. Red marks spike days.

Why it’s trending

  • Star-counter measurements on 2026-11-02 (UTC), 16:36–17:40: 296 → 296 stars (+0). This is the change over that interval.
  • The repository is 0 days old and already has 296 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet.
  • Top new repositories this week: #101.
  • About 280 forks a day — people are taking the code.

Measured growth: the last 7 completed days

The full 7-day window is unavailable; no weekly total or comparison is calculated.

Daily measurements · UTC
October 26, 2026
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October 27, 2026
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October 28, 2026
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October 29, 2026
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October 30, 2026
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October 31, 2026
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November 1, 2026
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Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: November 2, 2026, 17:45 UTC. Sources and measurement limits →

Three GitHub discoveries in each edition

What they do, why they are gaining interest, and what to check before using them.

Editions at 10:00, 16:00, 22:00 MSK.

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Numbers

Total stars
296
Today
+0 stars measured 2026-11-02, 16:36–17:40 UTC, ≈ 0 by evening
Forks
227
Issues and pull requests
0
Watchers
12
Language
Python
License
MIT
Created
November 2, 2026
Last push
November 2, 2026

Star trust

Growth looks organic: forks and discussion are in line with active projects, and stars arrive unevenly, the way people give them.

These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.

Spotted in
README badge

Paste it into your README — the badge shows the current magnitude and links to this page.

GitNova: 1.3
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