CodeScene Resource Hub

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Thought leadership blog

Human, What Must I Tell You?

Explore explainable AI for software engineering: from code generation to program repair, discover why explainability is key to trust and ad...

Markus Borg

September 23, 2025

Research

Requirements on Technical Debt: Dare to Specify Them!

Technical debt slows teams down. Learn how explicit requirements, ISO 5055 standards, and CodeScene’s Code Health can guide sustainable cod...

Markus Borg

September 23, 2025

Research

Requirements for Organizational Resilience: Engineering Developer Happiness

Explore how requirements engineering can improve developer wellbeing, resilience, and happiness - leading to sustainable software developme...

Markus Borg

September 23, 2025

Research

Research and Whitepapers

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Advancing the state of AI-automated code improvements

This whitepaper assesses AI models' code refactoring capabilities, highlighting a 37% functional correctness rate. Our novel fact-checking method improves AI-generated refactorings to 98% precision.

Code Red: Business impact of code quality

This study elevates code quality to the business level by putting numbers on the impact of unhealthy code. Key findings showed that healthy code had 15 fewer defects and features could be implemented twice as fast.

Business impact of technical debt

This paper presents an approach to calculating, visualizing, and communicating the costs of technical debt. As shown in this paper, a typical development organization can increase their feature delivery efficiency by at least 25% by managing technical debt.

Use cases

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Use case

Manage technical debt

Manage technical debt with CodeScene's behavioral code analyses. Get a prioritized list of refactoring targets that will give you the biggest return on investment.

Use case

Automate code reviews

Integrate CodeScene’s Delta Analysis into pull requests for automated code reviews with quality gates and early feedback in your build pipeline.

Use case

CodeScene vs SonarQube

Avoid wasting time on issues that aren't urgent or relevant. With CodeScene, you'll never get 5000 warnings. Limit false positives to what's actionable.

Latest videos

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Tutorial: Automated Code Reviews with CodeScene's Pull Request integration

CodeScene integrates with pull requests to provide feedback and detect code quality issues via an automated code review. It's a popular integration that helps development teams by serving as a quality gate and early feedback loop. This video explains how to enable the integration and how it works.

Technical Debt: Identify, Visualize and Manage Based on Impact

In this tutorial you'll quickly understand how you can visualize codebases of any size and pinpoint technical debt using Hotspot Maps. You will learn how to: - Identify modules where you spend most of your development time and where the majority of work is happening.