What this is
CLI tool that fingerprints and audits CI-pipeline dependencies (npm, PyPI) for malicious or risky packages using an LLM.
Our one-line summary — not the founder’s tagline.
- How it works
- A CLI tool that uses OS-level fingerprinting to audit and use an LLM to explain the dependencies flowing through your CI pipeline and dev loop, catching malicious, abandoned, or risky packages.
- What's different
- Supports npm and PyPI, can be instrumented by AI agents via an agent skill, and can be self-hosted.
- Watch out
- Available for Linux and Windows.
What we measured
Nobody else publishes this — it comes from knocking on the door every day.
- Watched by us
- 3 days
- Last checked
- 2d ago
Where it shows up
Every group here is a page of its own — each one checked daily.
The numbersIs it still shipping, is it overpriced, where did it land — and what the price is built from.
League price & chart
No money. No seat. It goes on your record — and in 28 days reality settles it.
Calls are closed while we rebuild accounts. You can still read every one of them.
AI. Launched 3d ago on Product Hunt, picking up 3 votes. Today, it's live, but nothing on the site has changed since we started watching.
Quiet for 3 days — no penalty yet, but quiet doesn't stay free.
We check this site every day, ourselves. A founder can post “still working on it” — a claim like that doesn't price. What we price is what we can verify from the outside: evidence, not announcements. The real question isn't “will this be huge?” — it's “will they still be moving in four weeks?”
The market viewHow this launch is priced and ranked in our league — the investor side of the page.
ranked by the reality anchor, not the market price
It launched on Product Hunt with 3 votes.
No matter how much money goes in. There is no pump here — you can't make yourself right by buying more. The line only moves on things that actually happened: an award, revenue that grew, a new platform, code that shipped — or silence.
A launch that goes quiet eases down a little at a time — never a cliff you could have run from the night before.
Daily tracking just started for this launch — the first point is on the board. A second reading lands with tomorrow's run, and the curve builds from there.
How the launch is moving on its own board, day by day — the crowd's attention.
A flat line is normal: votes stop within a day or two of launch, on every board. What's unusual — and what actually counts — is a launch that keeps pulling votes long after its day is over.
About
depgaze is a CLI based developer tool for Linux and Windows that leverage OS level fingerprinting to audit and explain using an LLM the dependencies flowing through your CI pipeline and inner dev loop — catching malicious, abandoned, and risky packages before they reach your machine. It currently supports npm, PyPi, the ability to be instrumented by AI agents via agent skill and to be hosted on your own infrastructure for maximum privacy.
Where it launched
1 platform| Platform | Votes | Counts toward price | Link |
|---|---|---|---|
| Product Hunt | 3 | sets the price | ↗ |
The board it did best on sets the price. Every other board only adds to it if the launch also placed high on that board too — because just showing up somewhere isn't an achievement. Listing on twelve directories is free; placing well on them isn't.
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