# maxwilsoneng2098t9/tiktok-comment-automation > A TikTok comment automation tool using a sessionid cookie: template rotation, rate limiting and action logging for engagement research. - Magnitude: 1.3 out of 10 — Quiet - Stars: 296 total · +0 stars measured 2026-11-02, 16:36–18:28 UTC, ≈ 0 by evening - Star trust: star growth looks organic - Category: Productivity & self-hosted · Language: Python · License: MIT · Created: 2026-11-02 · Last push: 2026-11-02 - GitHub: https://github.com/maxwilsoneng2098t9/tiktok-comment-automation · Page: https://gitnova.dev/en/r/maxwilsoneng2098t9/tiktok-comment-automation ## 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 ## Why it’s here - Star-counter measurements on 2026-11-02 (UTC), 16:36–18:28: 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. ## Star trust Star growth looks organic. Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer. ## Numbers - Forks: 227 - Issues and pull requests: 0 - Watchers: 12 - Average over the last week: 0 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 0 ## Stars per day, last 1 day (oldest → newest, today is partial) 2026-11-02 … 2026-11-02: 0 ## Spotted in now - Top new repositories this week: #101 ## More in this category 1. **warmbly/warmbly** — 6.0 · Early signal · Productivity & self-hosted · Go · +70 stars measured 2026-11-02, 11:38–18:17 UTC, ≈ 99 by evening Open-source platform for cold email outreach and mailbox warmup: runs campaigns from mailboxes you already own and tracks opens, clicks, and replies in a shared dashboard. Self-hosted with no cloud dependencies. Full card: https://gitnova.dev/en/r/warmbly/warmbly.md 2. **0xCodez/DuoDesk** — 5.8 · Early signal · Productivity & self-hosted · JavaScript · +85 stars measured 2026-11-02, 00:07–18:17 UTC, ≈ 115 by evening DuoDesk links Mac, Windows, Linux and Android devices into one workspace: shared mouse and keyboard, second screens, files, clipboard, calls, texts and camera over Wi-Fi, USB, Bluetooth or Wi-Fi Direct, with no account or cloud. Full card: https://gitnova.dev/en/r/0xCodez/DuoDesk.md 3. **schematrix/HAS_Prepper_Disk** — 5.8 · Early signal · Productivity & self-hosted · HTML · +109 stars measured 2026-11-02, 06:25–18:17 UTC, ≈ 142 by evening A ready-made set of scripts and configuration to deploy an offline knowledge archive (Wikipedia, maps, medical and repair references) on a Raspberry Pi 5 with its own Wi-Fi hotspot, built on Internet-in-a-Box and Kiwix. Full card: https://gitnova.dev/en/r/schematrix/HAS_Prepper_Disk.md 4. **sqlpxc/airhand** — 5.7 · Early signal · Productivity & self-hosted · Rust · +3 stars measured 2026-11-02, 02:55–18:17 UTC, ≈ 11 by evening Airhand is a remote desktop tool that uses QUIC for low-latency screen control, acting as both host and controller on Windows, macOS, and Linux, with a Docker web console option. It handles hardware video encoding, audio streaming,… Full card: https://gitnova.dev/en/r/sqlpxc/airhand.md 5. **InukaAsith/TwinDesk** — 5.4 · Breakout · Productivity & self-hosted · JavaScript · +209 stars measured 2026-11-02, 00:07–18:17 UTC, ≈ 272 by evening TwinDesk links multiple computers and Android devices into a single workspace, sharing mouse, keyboard, screens, clipboard, files, notifications and sound over LAN or USB without any cloud account. Full card: https://gitnova.dev/en/r/InukaAsith/TwinDesk.md --- Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score. Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast. Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself. Data as of 2026-11-02 18:33 UTC, updated every 30 minutes.