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).
Product upvotes vs the next 3
Waiting for data. Loading
Product comments vs the next 3
Waiting for data. Loading
Product upvote speed vs the next 3
Waiting for data. Loading
Product upvotes and comments
Waiting for data. Loading
Product vs the next 3
Loading
depgaze
Dependency execution intelligence
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.
The rise of software supply chain attacks (eg: Shai-Hulud campaign) and the increasing sophistication of the techniques used to poison packages, made me think about an undeniable way in which data exfiltration or malicious payload installation could be detected, without relying on what is known or traditional detection mechanisms (eg: CVE, static code analysis, LLM based detection and available heuristics models/tools) but instead, reason and act on what a simple npm install or pip install has actually done after the facts. The need for a novel approach to this problem, not only comes from a pure security perspective, but also because I think we need a stronger trust layer between the code that now gets written at light speed and the dependencies introduced and shipped together with our products.
About depgaze on Product Hunt
“Dependency execution intelligence”
depgaze was submitted on Product Hunt and earned 4 upvotes and 1 comments, placing #81 on the daily leaderboard. 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.
On the analytics side, depgaze competes within Software Engineering, Developer Tools and Artificial Intelligence — topics that collectively have 1M followers on Product Hunt. The dashboard above tracks how depgaze performed against the three products that launched closest to it on the same day.
Who hunted depgaze?
depgaze was hunted by Giancarlo Lelli. 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 depgaze including community comment highlights and product details, visit the product overview.
Giancarlo Lelli