If you’re a non-coder using or even browsing GitHub, you might have noticed that not all repos are created equally. This guide highlights key things I look for in GitHub repositories as a non-coder, helping others navigate GitHub for non-coders like myself.
While GitHub is undeniably a platform originally designed and optimized for software versioning—and can come across as something made primarily for developers—its uses encompass far more than just code.
However, since most of the users publishing repos come from coding backgrounds, I notice that many of them are far less accessible to non-developers (like myself). When I open a repo for the first time and begin to scroll and scan the README, I’m specifically looking for several indicators that it may be useful to someone like me.
For some context, my background is more on the design side of building things for the web, whether that’s frontend web design or graphics used online. I’m not entirely unaware of or outside of the developer loop, per se. But I’m much closer to designer/average non-tech person than most of Github’s user base appears to be.
Having said that, here are the top five high-signal indicators I scan repos for to determine how usable they will be to someone with my particular profile.
#1: Does it actually have a downloadable release? Or, if it’s a cloud tool, is there a link to a live demo or website? Non-technical users looking for open source software usually expect a downloadable executable if they are on Windows. If the repo doesn’t have one, it can be confusing or suggest unfamiliarity with what “downloading” or “installing” means in this context.
#2: Are there social preview images on Github Topics? Repos with social preview images stand out among many that don’t include one. GitHub Topic pages are a great way to browse repositories tagged with specific keywords like “email-software.” For Topics with many results, you’ll notice few repos have a graphic for their listing. This makes those that do stand out visually and signals that the “product” is more complete or likely to be taken more seriously by the maintainers.
#3: Does the README include images like screenshots and/or animated GIFs that help to illustrate how to use the repo code? Visuals such as screenshots or animated GIFs are the quickest and easiest way (short of full videos) to show the code in action, saving users tons of time.
#4: Are there lots of mentions of third-party or additional tools I’m not familiar with? If a project requires an API for an AI tool or other integrations that I haven’t used, it likely means I won’t have everything I need to start using the code immediately. This also suggests a steeper learning curve than I’m always willing to invest without proof that it will pay off.
#5: How well-documented is the repo, and is there non-dev friendly wording in help docs? Many repos feel like an afterthought judging by their README. A lot of them look like large blocks of technical text that only developers quickly understand. Repos that go beyond a README.md and include files like getting-started, troubleshooting, setup guides, written in accessible language that doesn’t assume prior knowledge, are worth deeper exploration.
Are there any other high-level indicators you scan repos for when trying to make quick judgements from a non-tech background? I’m sure people browsing Github through a different lens will probably have meaningful tips to share and expand this list.