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TikTok Viral Score - Retention Analyzer
See exactly why your TikTok is working (or isn't)
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!
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.
On the analytics side, TikTok Viral Score - Retention Analyzer competes within API, Social Media, Artificial Intelligence and GitHub — topics that collectively have 701.9k followers on Product Hunt. The dashboard above tracks how TikTok Viral Score - Retention Analyzer performed against the three products that launched closest to it on the same day.
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.
For a complete overview of TikTok Viral Score - Retention Analyzer including community comment highlights and product details, visit the product overview.
Naia Lorente Martínez