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ImpactGate: A merge gate that scores the structural decay AI adds

https://github.com/officefloor/ImpactGate
12•sagenschneider•51m ago

Comments

appleappleapple•35m ago
Nice idea. Our new CTO brought in a tool he made for analyzing cyclomatic complexity and it’s been useful since we’re a heavily AI-forward shop.

BTW, you can avoid your comments being flagged and killed by writing them yourself! I know it’s tempting to offshore it to AI (especially after you’ve vibe-coded a whole project) but some genuine human communication goes a long way.

crab_galaxy•22m ago
I know cyclomatic complexity has been heavily debated for a long time, but I do think it’s valuable. It’s really good at highlighting common annoyances like overly clever code, nested ternaries, dense functions with too many branches…

The only thing is that these issues seem like human code problems and IME LLMs don’t really write code like this anymore. It’s almost the opposite in python, actually, where Claude leans on writing lots of 2-3 liner private utils which is a separate kind of complexity and organization problem.

I still find it useful specifically for React where it’s frustratingly normalized to write many branches in your JSX though.

VladVladikoff•33m ago
The overuse of “gate” in this post title makes me think the entire thing was vibe coded even the marketing.
sagenschneider•26m ago
It is called Impact"Gate" https://github.com/marketplace/actions/impact-gate
appleappleapple•24m ago
Personally I’m ok with vibe coded projects - certainly feels like the future of things, and I think the line between vibe coded and “professionally” coded is increasingly blurring - but I completely agree on the marketing/communications piece. Ideally your communication about a project conveys real expertise and ownership, signaling that you really understand the problem you’re trying to solve and the tradeoffs you made in your approach to do so. I am very hesitant to use a project where it feels like the eng couldn’t pass a pop quiz about how it works + why.
sagenschneider•18m ago
How the change impact formula works: https://blog.officefloor.net/2026/08/measuring-blast-radius-...
appleappleapple•15m ago
Seems like the posts on this site are largely LLM-generated though? Correct me if I’m wrong.
owebmaster•26m ago
A sloppy project to find slop in projects. It sure works well
philipwhiuk•19m ago
Interesting idea even for non-AI code.
MichaelNolan•16m ago
Maybe I missed it, but it look like this has just a single metric. Maybe instead of making a new project, you could try to get this metric added to a existing tool like https://dekobon.github.io/big-code-analysis/index.html which already has dozens of metrics.
sagenschneider•11m ago
Yes, I'm doing my own research on AI augmented pipelines https://blog.officefloor.net . I actually found most code quality tools look for bugs and complexity, but nothing much about cohesive erosion. The nice thing about this metric, is that it determine the files where the erosion is occurring. I turned it into a GitHub action to make it easier to access to get wider feedback on the metric. The GitHub action triggers on your merge request and tells you the files where erosion is occurring to refactor. This stops erosion before it gets too expensive to change (big refactors or rewrite). Yes, happy to work with others to get the metric into other tools.
stingraycharles•10m ago
That project in itself looks very interesting. How are people using it, any examples of how people get this into an actual report / CI test / benchmark / whatever ?

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