--- title: Home | CodeScene description: Scale AI safely, keep code quality high and increase delivery speed. All powered by CodeHealth™, the scientifically validated metric. --- ### Select your location To set up your account correctly, please select where you are located. Select your account region: International United States Remember my choice for future visits Set up my trial Save selection Setting up your trial... ![Background](https://staging.codescene.com/hs-fs/hubfs/MCP%20Backround%203-3.jpeg?length=1920&name=MCP%20Backround%203-3.jpeg) New: PR Refactoring Agent # Agents amplify what's in your codebase Most codebases aren't ready for agents. **CodeHealth™** is the only deterministic metric that gets you there and automatically safeguards every agent-generated change. Leader on G2 Patented solution AWS partner ISO 27001 certified [For developers](https://staging.codescene.com#) [For teams](https://staging.codescene.com#) iCodeHealth™ 10 Optimal AI code 9 8 7 6 5 Problematic code 4 3 2 1 **Critical:** High AI risk AI-friendly code AI-risky code ### Assesstment Risk assessment and strategic view **CodeHealth™** analysis shows in minutes where AI-coding can be safely applied today. Measure and track impact. Enable high ROI. ### Safeguard AI safeguards for AI-ready areas ensure AI-generated code stays aligned with quality and remains AI-ready with **CodeHealth™ MCP Server**. ### Uplift AI-powered uplift for not-yet-ready areas works best on healthy code. Use **CodeScene ACE + MCP** to improve problematic code so AI can be applied safely. AI-risky code ### Uplift Unhealthy Code Unhealthy code undermines AI-assisted development. AI error rates increase by 2–3 times in problematic code, eroding the benefits of automation. Organizations that want safe and effective AI-assisted development must invest in code health as a foundational capability. #### Projected AI break rate **CodeHealth™** scores predicting AI performance: ![Graph](https://codescene.com/hs-fs/hubfs/AI-Friendly-Code_Chart.png?length=800&name=AI-Friendly-Code_Chart.png) - Identify code that is not yet AI-ready - Uplift unhealthy code: - **CodeScene ACE** improves modularity and structure - AI performs more precise refactorings - **CodeHealth™** guides both toward maintainable outcomes #### Read about AI-ready code [ Whitepaper ](https://staging.codescene.com#) #### AI uplift in action [ Demo video ](https://staging.codescene.com#) CodeHealth™ metric & AI performance ### CodeHealth™ Metric CodeScene complements DORA metrics with an equivalent, evidence-based set of measures for the code itself. It’s the missing KPI for measuring code quality and maintainability. Healthy, maintainable AI code: 9.5+ Maintainable AI-ready code, with low risk Problematic code with technical debt: 4.0–9.4 Problematic code that carries a 60% defect risk if AI works on it. Unhealthy code with severe technical debt: 1.0–3.9 Very unhealthy code, AI agents will have a much higher failure rate #### Business impact of quality code [ Read the research ](https://codescene.com/hubfs/web_docs/Business-impact-of-code-quality.pdf) AI-friendly code ### Accelerate AI-Friendly Code AI performance depends on code quality. Healthy code: - Reduces the risk of AI errors by 2–3 times - Cuts human code review time in half #### Projected AI break rate **CodeHealth™** scores predicting AI performance: ![Graph](https://codescene.com/hs-fs/hubfs/AI-Risky-Code_Chart.png?length=800&name=AI-Risky-Code_Chart.png) - Enable our MCP Server to automatically safeguard all AI-generated code - Complement CodeHealth™ guardrails with code coverage gates to validate behavior #### Self-correcting AI agent [ Read more ](https://staging.codescene.com#) #### See safeguards in action [ Demo video ](https://staging.codescene.com#) Empowering the world's top engineering teams ![](https://codescene.com/hubfs/deployment-ea.svg) ![](https://codescene.com/hubfs/Logo%20slider/logo-cisco.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_bet365.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_philips.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_westerndigital.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_sky.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_swarovski.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_dfds.svg) ![](https://codescene.com/hubfs/deployment-ea.svg) ![](https://codescene.com/hubfs/Logo%20slider/logo-cisco.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_bet365.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_philips.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_westerndigital.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_sky.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_swarovski.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_dfds.svg) ![](https://codescene.com/hubfs/deployment-ea.svg) ![](https://codescene.com/hubfs/Logo%20slider/logo-cisco.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_bet365.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_philips.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_westerndigital.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_sky.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_swarovski.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_dfds.svg) ![](https://codescene.com/hubfs/deployment-ea.svg) ![](https://codescene.com/hubfs/Logo%20slider/logo-cisco.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_bet365.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_philips.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_westerndigital.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_sky.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_swarovski.svg) ![](https://codescene.com/hubfs/Customer%20Logos/customer_logo_light_dfds.svg) ![CodeScene background](https://staging.codescene.com/hubfs/CS_background_01.svg) The journey of AI software development ## From first pilot to autonomous fleets, without losing the codebase We help engineering organizations transform safely across three phases, holding Code Health to the 9.5 rule at every step of the journey. 9.5**The 9.5 rule**The bar every merge clears, end to end. The 9.5 rule Govern & steer Purpose Developer tools Leadership tools Risk Customer proof Phase 1 Pre-AI No AI in production dev work or AI only in walled-off test teams. The 9.5 rule Code Health 8.1/ 9.5 Set your Code Health baseline and gate every merge before AI lands. Govern & steer Assess AI readiness, set guardrails Purpose - Define your productivity baseline - Prioritize technical-debt remediation - Gate your code at the 9.5 bar Developer tools [CH PR Gates Code Health PR Gates. Block merges that drop Code Health below your 9.5 bar.](https://codescene.com/product/automated-code-health-reviews) [CC PR Gates Code Coverage PR Gates. Enforce test-coverage thresholds on every pull request.](https://codescene.com/use-cases/measure-code-coverage) [IDE Plugin Live Code Health feedback inside the editor, as you type.](https://codescene.com/product/integrations/ide-extensions) [REST API Pull Code Health and engineering metrics into your own systems.](https://codescene.io/docs/integrations/rest-api.html) Leadership tools [Quality Track Code Health trends across every repository and team.](https://codescene.com/product/code-health) [Goals Set and monitor improvement targets per team and per quarter.](https://codescene.io/docs/guides/technical/augmented-analysis.html) [Organisation See knowledge distribution and bus-factor risk across the org.](https://codescene.com/product/team-dynamics) [AI Readiness Gauge whether a codebase is healthy enough to adopt AI safely.](https://codescene.com/use-cases/scale-ai-coding-safely) [PR Engagement Monitor review depth, latency and participation.](https://codescene.com/product/software-delivery) [IDE Engagement See where and how AI assistance is used in the editor.](https://codescene.com/product/integrations/ide-extensions) Risk **Risk without us** Code health decline and being unable to adopt AI safely. Customer proof -32%critical hotspots "We mapped our baseline and cleared a third of our worst hotspots before rolling out AI." Nordic fintech, 220 engineers Phase 2 AI-Assisted AI coding assistants in daily use, from team rollout to org-wide governance. The 9.5 rule Code Health 9.2/ 9.5 Hold every AI-assisted PR to the 9.5 rule, no drift, no exceptions. Govern & steer Org-wide policies, gates & PR standards Purpose - Safeguard AI-generated code - AI-assisted uplift of your code - Measure productivity performance Developer tools [CH PR Gates Code Health PR Gates. Block merges that drop Code Health below your 9.5 bar.](https://codescene.com/product/automated-code-health-reviews) [CC PR Gates Code Coverage PR Gates. Enforce test-coverage thresholds on every pull request.](https://codescene.com/use-cases/measure-code-coverage) [IDE Plugin Live Code Health feedback inside the editor, as you type.](https://codescene.com/product/integrations/ide-extensions) [REST API Pull Code Health and engineering metrics into your own systems.](https://codescene.io/docs/integrations/rest-api.html) [MCP Server Serve CodeScene context to AI agents over the Model Context Protocol.](https://codescene.com/product/code-health-mcp) [PR Ref. Agent PR Refactoring Agent. Proposes fixes targeted at your real hotspots.](https://codescene.com/blog/deterministic-pr-refactoring-agents) [CLI Run Code Health checks in any pipeline or agent workflow.](https://codescene.com/product/integrations/cli-tool) Leadership tools [Quality Track Code Health trends across every repository and team.](https://codescene.com/product/code-health) [Productivity Measure delivery throughput and where engineering time is really spent.](https://codescene.com/product/software-delivery) [Goals Set and monitor improvement targets per team and per quarter.](https://codescene.io/docs/guides/technical/augmented-analysis.html) [Organisation See knowledge distribution and bus-factor risk across the org.](https://codescene.com/product/team-dynamics) [PR Engagement Monitor review depth, latency and participation.](https://codescene.com/product/software-delivery) [IDE Engagement See where and how AI assistance is used in the editor.](https://codescene.com/product/integrations/ide-extensions) [MCP Engagement Track agent activity and context usage across fleets.](https://codescene.com/product/code-health-mcp) Risk **Risk without us** Up to 60% higher defect risk. Productivity gains hard to prove. Customer proof -38%time in code review "Every AI-assisted PR now clears the 9.5 bar and review time fell by more than a third." Global SaaS platform, 600 engineers Phase 3 Agentic & Autonomous AI agents take action across supervised, scoped tasks through autonomous fleets. The 9.5 rule Code Health 9.6/ 9.5 Bind autonomous agents to the 9.5 rule before any merge reaches main. Govern & steer Steer agent fleets, trust calibration Purpose - Safeguard & guide agents - Deploy and scale agentic workflows - Optimize AI performance & token spend Developer tools [REST API Pull Code Health and engineering metrics into your own systems.](https://codescene.io/docs/integrations/rest-api.html) [MCP Server Serve CodeScene context to AI agents over the Model Context Protocol.](https://codescene.com/product/code-health-mcp) [CLI Run Code Health checks in any pipeline or agent workflow.](https://codescene.com/product/integrations/cli-tool) Leadership tools [Quality Track Code Health trends across every repository and team.](https://codescene.com/product/code-health) [Goals Set and monitor improvement targets per team and per quarter.](https://codescene.io/docs/guides/technical/augmented-analysis.html) [Organisation See knowledge distribution and bus-factor risk across the org.](https://codescene.com/product/team-dynamics) [MCP Engagement Track agent activity and context usage across fleets.](https://codescene.com/product/code-health-mcp) Risk **Risk without us** Degrading agent performance. Token spend climbs 25% to 50%. Customer proof -41%token spend "We scaled supervised agent fleets and cut token spend while throughput kept climbing." Enterprise infra team, 1,200 engineers [ Map your AI readiness ](https://codescene.com/product/free-trial) [ Read the research ](https://codescene.com/resources/research-and-insights) Hover any tool for details. Click to open it. ### For Developers The CodeHealth™ MCP Server creates a self-correcting loop inside your AI coding assistant to safeguard AI-generated code and make legacy code AI-ready. [Read more ](https://codescene.com/product/mcp-server) ### For Teams The AI Framework assesses where AI is safe to apply, safeguards AI-ready areas, uplifts unhealthy code for AI at scale, and tracks measurable impact and ROI. [Read more ](https://codescene-com.sandbox.hs-sites.com/ai-framework) # Manage technical debt where it impacts delivery As AI accelerates development, technical debt scales with it. CodeScene identifies high-impact debt, prevents debt and tracks trends so you can act before delivery slows or quality suffers. [Read more](https://codescene.com/use-cases/technical-debt-management) STEP 1 ### Prioritize and quantify technical debt **CodeScene** identifies and prioritizes high-impact technical debt to accelerate delivery and reduce defects. The **CodeHealth™** metric makes progress visible as a shared KPI. STEP 2 ### Enforce standards with CodeHealth™ reviews Enforce change with automated **CodeHealth™** Reviews. They act as both quality gate and coach, preventing new technical debt without slowing teams down. STEP 3 ### Prevent technical debt at the source Shift left with real-time CodeHealth™ feedback in the IDE. Identify risks early and prevent technical debt from entering your codebase. ## Safe AI Coding at Scale A practical framework to identify where AI works, where it fails, and how to apply it safely across your codebase. ![AI Playbook Mockup-2](https://7007026.fs1.hubspotusercontent-na1.net/hub/7007026/hubfs/AI%20Playbook%20Mockup-2.png?length=800&name=AI%20Playbook%20Mockup-2.png) ![Phillips Logo-1](https://7007026.fs1.hubspotusercontent-na1.net/hub/7007026/hubfs/Phillips%20Logo-1.png?width=600&height=416&name=Phillips%20Logo-1.png) ![LoveHolidays Logo-1](https://7007026.fs1.hubspotusercontent-na1.net/hub/7007026/hubfs/LoveHolidays%20Logo-1.png?width=600&height=416&name=LoveHolidays%20Logo-1.png) ![Carterra Logo-1](https://7007026.fs1.hubspotusercontent-na1.net/hub/7007026/hubfs/Carterra%20Logo-1.png?width=600&height=416&name=Carterra%20Logo-1.png) ![Phillips Logo-1](https://7007026.fs1.hubspotusercontent-na1.net/hub/7007026/hubfs/Phillips%20Logo-1.png?width=600&height=416&name=Phillips%20Logo-1.png) ![LoveHolidays Logo-1](https://7007026.fs1.hubspotusercontent-na1.net/hub/7007026/hubfs/LoveHolidays%20Logo-1.png?width=600&height=416&name=LoveHolidays%20Logo-1.png) ![StickerApp Logo](https://7007026.fs1.hubspotusercontent-na1.net/hub/7007026/hubfs/StickerApp%20Logo.png?width=600&height=416&name=StickerApp%20Logo.png) ![Apex Logo](https://7007026.fs1.hubspotusercontent-na1.net/hub/7007026/hubfs/Apex%20Logo.png?width=600&height=416&name=Apex%20Logo.png) ![Soundcloud Logo](https://7007026.fs1.hubspotusercontent-na1.net/hub/7007026/hubfs/Soundcloud%20Logo.png?width=600&height=416&name=Soundcloud%20Logo.png) ![Active Solution Logo-1](https://7007026.fs1.hubspotusercontent-na1.net/hub/7007026/hubfs/Active%20Solution%20Logo-1.png?width=600&height=416&name=Active%20Solution%20Logo-1.png) ![Bringme Logo](https://7007026.fs1.hubspotusercontent-na1.net/hub/7007026/hubfs/Bringme%20Logo.png?width=600&height=416&name=Bringme%20Logo.png) Partners for 6+ years ## Maarten Metz Principal Software Engineer, Philips “CodeScene has helped us find ways to improve the productivity of our development teams and measure our success. Ultimately improving how quickly we can deliver value to the business.“ Partners for 3+ years ## Stuart Caborn Distinguished Engineer “We can now explain the business impact of AI-assisted development, backed by data.“ ![Partner logo](https://codescene.com/hubfs/LoveHolidays.svg) ### From 0 to 50% agent-assisted code within five months while increasing throughput and maintaining high code quality. Partners for 2+ years ## Lauren Swanson Lead Software Engineer, Carterra “At Carterra we reduced unplanned work by 82% over a twelve-month period thanks to CodeScene.” Partners for 6+ years ## Raja Rajeshwar Principal Software Architect, Philips  "CodeScene is a unique tool that enables management of Technical Debt before it becomes an issue." Partners for 3+ years ## George Malamidis VP of Engineering, Philips AI’s promise is delivery efficiency, but efficiency without maintainability isn’t progress. CodeScene ensures we know the difference.” ## Johannes Buvnäs CTO, StickerApp “CodeScene's Code Health Metric is fact-based and is our metric for technical debt. It guides our prioritization and empowers our business with clear metrics to guide our efforts.” ## Adam Chapman Developer, Apex Networks "We're working with a project that's been around for a solid 15 years. Back in its early days, tight deadlines led to a few shortcuts in the code. Thanks to CodeScene, we can now sift through that technical debt, pinpointing exactly where to channel our efforts for the most impactful improvements." ## Jake Maizel Vice President, Infrastructure and Core Engineering, SoundCloud "CodeScene provides insights into our development life cycle that no other tool we use can provide." ## Johan Nordberg Software Engineer, Active Solutions “I’ve added instructions to my Github Copilot to always check with CodeScene MCP server before accepting changes. If the Code Health isn’t good enough, it has to try again. That has made an enormous difference. It’s not just a safeguard, it constantly reminds me to stay disciplined and not blindly accept AI-generated code.” ## Xavier Greffe Scrum Master, Bringme "CodeScene makes it very easy to surface technical debt and assists in continuously monitoring your Code Health. It even gives you clear instructions on fixing Code Health declines."