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Paste a public TikTok link and get an instant, deterministic breakdown of your hook, hashtags, timing, and real reach — no AI model needed for the free score. Add your own API key (Claude/OpenAI/Gemini/Groq/Ollama) for tailored written feedback on that exact video: what's working, what to fix, and an alternate caption to test. Also includes a Spotify-Wrapped-style recap of your own posting habits.
Hey PH 👋
I built TikTok Viral Score because every "TikTok analytics" tool I found either needed a login/paid tier just to see a basic score, or was just an LLM guessing based on your description.
This one fetches your video's real public data (stats, caption, hashtags, and even the auto-generated subtitle track) and scores it with a deterministic rule-based engine — five categories, instant, zero API key required.
The part I found most interesting to build: a video's real reach tier (Nano→Mega, based on actual likes/plays) sets a floor for every other category. A video with hundreds of thousands of real likes shouldn't get scored near-zero just because its caption skips a copywriting rule — proven performance is treated as evidence the hook already worked.
Bring your own AI key (Claude/OpenAI/Gemini/Groq/Ollama) for genuinely tailored feedback on that one video — grounded in the real fetched data, explicitly told not to penalize low view counts.
It's fully open source: https://github.com/NaiaLorente/G...
Would love feedback, especially on the scoring logic — happy to answer anything!
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About TikTok Viral Score - Retention Analyzer on Product Hunt
“See exactly why your TikTok is working (or isn't)”
TikTok Viral Score - Retention Analyzer was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #106 on the daily leaderboard. Paste a public TikTok link and get an instant, deterministic breakdown of your hook, hashtags, timing, and real reach — no AI model needed for the free score. Add your own API key (Claude/OpenAI/Gemini/Groq/Ollama) for tailored written feedback on that exact video: what's working, what to fix, and an alternate caption to test. Also includes a Spotify-Wrapped-style recap of your own posting habits.
TikTok Viral Score - Retention Analyzer was featured in API (98.4k followers), Social Media (89.1k followers), Artificial Intelligence (473.1k followers) and GitHub (41.3k followers) on Product Hunt. Together, these topics include over 163.4k products, making this a competitive space to launch in.
Who hunted TikTok Viral Score - Retention Analyzer?
TikTok Viral Score - Retention Analyzer was hunted by Naia Lorente Martínez. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
Want to see how TikTok Viral Score - Retention Analyzer stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
Naia Lorente Martínez