This product was not featured by Product Hunt yet. It will not be visible on their landing page and won't be ranked (cannot win product of the day regardless of upvotes).
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Metal Mantra
Public evidence reports for AI agents
Metal Mantra is an evidence-led registry for AI agents. Paste a public GitHub repo and get a public report across five weighted pillars: findings with their source, what was and was not scanned, and domain evidence. Deterministic rules, no AI in the scanner. First scan is free. An automated signal, never a security certification.
Hi Product Hunt! I built Metal Mantra because every "AI agent directory" I found ranked agents by who pitched best, not by what the code actually does.
Paste a public GitHub repo and you get a public report: findings with their source, the scan scope (how much we read, and what we could not), and domain evidence. The method is five weighted pillars and fully deterministic. There is no AI in the scanner, so the same input gives the same result. (AI appears in one optional place only: ranking agents against a buyer's description. It never touches a score.)
Two rules I will not break: a score is never a security certification, and every report says what it does not establish.
The first scan of a repo is free. If you maintain an agent, I would love your feedback on the method, especially rules that feel too harsh or miss something real.
Try it: https://metalmantra.io/scan
About Metal Mantra on Product Hunt
“Public evidence reports for AI agents”
Metal Mantra was submitted on Product Hunt and earned 2 upvotes and 1 comments, placing #157 on the daily leaderboard. Metal Mantra is an evidence-led registry for AI agents. Paste a public GitHub repo and get a public report across five weighted pillars: findings with their source, what was and was not scanned, and domain evidence. Deterministic rules, no AI in the scanner. First scan is free. An automated signal, never a security certification.
On the analytics side, Metal Mantra competes within Developer Tools, Artificial Intelligence and GitHub — topics that collectively have 1M followers on Product Hunt. The dashboard above tracks how Metal Mantra performed against the three products that launched closest to it on the same day.
Who hunted Metal Mantra?
Metal Mantra was hunted by Nguyễn Thành Dân. 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 Metal Mantra including community comment highlights and product details, visit the product overview.