{
  "id": 8820277,
  "title": "445 Clones, 157 Cloners, 2 Stars: An Honest Data Analysis of My Open Source Mental Health Toolkit",
  "url": "https://urgent.news/2026/09/21/445-clones-157-cloners-2-stars-an-honest-data-analysis-of-my-open",
  "topic": "tech",
  "section": "Tech",
  "published": "2026-09-21T02:01:42.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/473185670/445-clones-157-cloners-2-stars-an-honest-data-analysis-of-my-open-source-mental-health-toolkit-3knk"
  },
  "original_language": "en",
  "account": "An open source mental health toolkit has been built by an individual who has created 36 free tools using vanilla JavaScript with no backend, signup, or dependencies. The data reveals that 445 clones have been made by 157 unique users, which is a significant number, but only 2 users have starred the toolkit. The star-to-clone ratio is 1.3%, which is significantly lower than the industry average of 5-10%. The hypothesis is that while people find the toolkit useful enough to clone it, the README does not effectively convey its value enough to warrant a star. The toolkit's strength lies in the tools themselves, rather than its presentation.\n\nThe author has shared the toolkit on Dev.to, a platform where they published 62 articles with a low engagement rate of 0.39 reactions per article and 9.8 views per article. Articles with a technical hook and a single deep algorithm performed better than listicles, opinion pieces, and meta-synthesis. The funnel has a leak at the star stage, with 0 discussions and forks. This indicates a conversion problem rather than a product issue.\n\nDespite the free pricing, the author has not sold any paid versions of the toolkit, which has zero sales. The author believes that optimizing for free and open tools too much results in no reason to upgrade. They have submitted their CBT Analyzer API on RapidAPI, which currently has 135 cloners but zero paid API calls. The author plans to explore other platforms such as Quora, Zhihu, and X/Twitter for better reach and is submitting agents to the AI agent marketplace for potential revenue.",
  "summary": "445 Clones, 157 Cloners, 2 Stars: An Honest Data Analysis I built 36 free mental health tools in vanilla JavaScript. No backend, no signup, no dependencies. Here's what the traction data actually says after 30 days. The Raw Numbers Metric Value GitHub stars 2 Forks 0 Cloners (unique) 157 Total clones 445 Watcher 2 Open issues 0 Discussions 12 (all mine, 0 community comments) Dev.to articles…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}