Top all-time · #3732
codescene.com
Company blog · codescene.com/engineering-blogprogrammingai
codescene.com is the company blog at codescene.com, writing about programming and ai. Since 2009, 21 different Hacker News readers have linked it 43 times, most often “Measuring Code Complexity by Its Shape and Distribution”. It is still writing: the last post was on 2026-10-26, and you can follow it by feed.
Too few sampled comments (13) to say how often HN recommends it.?
Why HN links it
HN commenters link CodeScene's blog and docs when discussing code health metrics, hotspots, knowledge islands, architectural analyses and LLM refactoring research. The posts are mostly cited as references for the product.
Summarised by Claude from a sample of 13 HN comments that link here. Each comment is marked recommending, critical or neutral (citing without judging); how this works.
Scale AI coding safely without sacrificing quality and amplifying technical debt. Translate Code Health improvements into business impact.
Most-linked posts?
- /5 people · 5 mentions · first linked 2021-08-06
- Measuring Code Complexity by Its Shape and Distribution3 people · 3 mentions · first linked 2022-02-22
- The Business Costs of Technical Debt [pdf]3 people · 3 mentions · first linked 2021-03-05
- Code quality: measuring the business impact of unhealthy code2 people · 2 mentions · first linked 2022-03-16
- Why Adding More People Makes a Late Software Project Even Later2 people · 2 mentions · first linked 2023-12-30
- Advancing the state of AI automated code improvements [pdf]2 people · 2 mentions · first linked 2024-01-09
What Hacker News says?
"You seem to confuse" "Your analogy with the automakers seems puzzlingly irrelevant" "Your take is rather romantic." That's pretty charged language focused on the person not the argument, so if you're surprised why I'm annoyed, start there. Meta has one: https://arxiv.org/abs/2410.08806 Another, edited in above: https://www.linkedin.com/pulse/multi-repo-ai-assisted-refact... Another: https://codescene.com/product/ai…
Comment linking /product/ai-coding
on “Ask HN: SWEs how do you future-proof your career in light of LLMs?”Submitted Measuring Code Complexity by Its Shape and Distribution as a story · 22 points
HN discussion> our research significance is currently limited in that it does not directly measure what code was AI-authored There is actual AI benchmarking data in the Refactoring vs Refuctoring paper: https://codescene.com/hubfs/whitepapers/Refactoring-vs-Refuc... That paper benchmarked the performance of the most popular LLMs on refactoring tasks on real-world code. The study found that the AI only delivered functionally corr…
Comment linking /hubfs/whitepapers/Refactoring-vs-Refuctoring-Advancing-the-state-of-AI-automated-code-improvements.pdf
on “New GitHub Copilot research finds 'downward pressure on code quality'”Submitted Code quality: measuring the business impact of unhealthy code as a story · 11 points
HN discussionThat's a great visual presentation, but not really an innovation. The CodeScene tool has that built in together with a set of deep analyses on top (see https://codescene.com/ ). There are several public conference talks that cover this visualization and related use cases: https://www.youtube.com/watch?v=fl4aZ2KXBsQ
Comment linking /
on “Show HN: Visualizing a Codebase”Submitted Measuring the Business impact of low quality code as a story · 10 points
HN discussionThat's the same visualisation used by CodeScene ( https://codescene.com/how-it-works/ ), but there is a more elaborate one that represents affinity (number of connections) as distance to create something like a geographical map: https://homepages.ecs.vuw.ac.nz/~craig/publications/vissoft2...
Comment linking /how-it-works/
on “Show HN: Visualizing a Codebase”Submitted The technical interview rethought: Evaluating what matters as a story · 8 points
HN discussionThis is one of the features of https://codescene.com/ It looks for knowledge islands and relates those to frequently modified code, to identify hotspot, or areas of high risk due to low knowledge distribution in areas of high change. Another use is if someone hands in their notice you can easily see all the code that only they know, so your handover planning is mapped out easily. I’ve never thought of it being used…
Comment linking /
on “Bus Number – The GitHub plugin my coworkers asked me not to write”Submitted Benchmark Study SonarQube vs. CodeScene: CodeScene 6 times more accurate as a story · 6 points
HN discussionThis is one of the key concepts in how Codescene analyses a code base by mining the Git repo. It is quite useful to find find problem areas and tacit knowledge such as “when you change this API these two client side adapters should probably also be updated” See https://codescene.com/
Comment linking /
on “Code colocation is king”Submitted Advancing the state of AI automated code improvements [pdf] as a story · 5 points
HN discussionFully agree! That's why I recommend to monitor the code health trends continuously -- the earlier we can catch any potential issues, the better: https://codescene.io/projects/167/jobs/55946/results/warning... We have these code health trends supervised as part of our pull requests and use them as (soft) quality gates. [1] [1] https://codescene.com/blog/measure-code-health-of-your-codeb...
Comment linking /blog/measure-code-health-of-your-codebase/
on “Ex Valve dev on CS:GO’s codebase”Submitted Refactoring recommendations – building your own refactoring catalog as a story · 5 points
HN discussionYes, there's an on-prem version of CodeScene that can be run on private servers. The latest release is described here: https://codescene.com/blog/architectural-analyses-simplified... To analyse Perforce, you setup an automated conversion to a read-only Git repo that you then point the analysis to.
Comment linking /blog/architectural-analyses-simplified-and-growing-programming-language-support/
on “Ex Valve dev on CS:GO’s codebase”Submitted Sneak-Peek: IDE Integration for CodeScene – code health feedback in real-time as a story · 4 points
HN discussionAre you sure it couldn't be installed locally? My client is a bank with private GitHub servers, so I assume their codescene is self hosted as well. edit: Yep, there is an on-premise option: https://codescene.com/pricing/
Comment linking /pricing/
on “Ex Valve dev on CS:GO’s codebase”Submitted Refactoring components in React with custom hooks as a story · 4 points
HN discussionAuthor’s company is https://codescene.com/ , curious to understand what it exactly does, there is no plethora of details on the website.
Comment linking /
on “The Business Impact of Code Quality”Submitted What can software developers learn from offender profiling? as a story · 4 points
HN discussionI didn't even realize any browsers still had the go button. That's one 'feature' that has never existed in safari. Here's a screenshot of safari 1.2, circa 2003: http://www.codescene.com/browsercam/Mac-Safari1.2.jpg
Comment linking /browsercam/Mac-Safari1.2.jpg
on “ Google’s Experimental Homepage Fades To A Single Word ”Submitted Refactoring Speeds Development by 43% – From Tech Debt to Triumph as a story · 3 points
HN discussionDisclaimer: I work at CodeScene. Here's a link to some docs about how code health is calculated: https://codescene.io/docs/guides/technical/code-health.html In simple terms we try to measure cognitive complexity of source code. A more in-depth description of one of the factors: https://codescene.com/blog/bumpy-road-code-complexity-in-con...
Comment linking /blog/bumpy-road-code-complexity-in-context/
on “Code quality: measuring the business impact of unhealthy code”Submitted First Prize for Best Paper on Technical – Intl. Conference on Technical Debt as a story · 3 points
HN discussionThere's also Adam Tornhill's [0] Codescene. [1] [0] https://www.amazon.com/Books-Adam-Tornhill/s?rh=n%3A283155%2... [1] https://codescene.com/
Comment linking /
on “Show HN: Git Heat Map – a tool for visualising git repo activity for each file”Submitted Example of a functional programming refactoring pattern as a story · 3 points
HN discussionSubmitted How is technical debt related to progress? as a story · 3 points
HN discussionSubmitted The Business Costs of Technical Debt [pdf] as a story · 3 points
HN discussionSubmitted Unhealthy code makes AI agents consume 35-50% more tokens as a story · 2 points
HN discussionSubmitted Why Adding More People Makes a Late Software Project Even Later as a story · 2 points
HN discussion
