Best Software Development Analytics Tools for Mac of 2026

Cortex is the Engineering Operations Platform that enables organizations to continuously improve their operational maturity and reduce developer friction. With centralized visibility, clear ownership, automated Scorecards, and golden paths, we help engineering organizations operate as one. Our customers – from startups to Fortune 100 enterprises – create a culture of engineering excellence, reducing incidents by 30% and improving MTTR by 50%, all while making it easier for developers to focus on building.

What is Waydev? Waydev is a Git Analytics tool for engineers and executives that helps them move from feeling-driven to data driven leadership. Waydev analyzes your Git repos and generates reports and insights about engineering performance.

All developers can be found in one place. Find out who contributed code to Bitbucket over the past month, week or day. You can see the stats and dynamics of each developer to find out who has been the most active. You can capture the history of your project as lines of code. Add, delete, and total. All changes to the code made by developers on the project are combined for a bird's-eye view and a new perspective when planning and reviewing retrospectives. You can see the progress of your team and identify bottlenecks. You can choose the metrics that best suit your needs: commits or lines of code added/removed. To see the summaries of commits in a repository, or project, you can look at the hour and day of the week to see when the work was completed. Select the time period for the graph to determine which commits should be counted, whether they were made by one developer or several developers. You can view the calendar listing all contributions made by a given developer in the past year.

DevGhost gives engineering leaders an independent view of the work represented by Git changes. CTOs, founders and engineering managers can compare team and contractor contributions, follow productivity trends and examine the commits behind an estimate. It supports discussions about workload, delivery bottlenecks and changes after AI adoption. Development effort is estimated against a mid-level developer who knows the project and works without AI. Ghost% expresses relative productivity against that benchmark. These estimates do not measure hours actually worked, code quality, business value or every contribution outside Git. Interpret them with role, task and project context; they should never be the sole basis for a personnel decision. DevGhost is available as a cloud service for GitHub and GitLab, Local software for offline analysis in VS Code or Cursor, and On-Prem deployment in company infrastructure. Local keeps source code and results on the computer. Its tools include contributor and period filters, Git identity merging, bot exclusions, Replay and PDF, Excel or JSON exports. Start Local with the free offline Ghost Café sample or analyze 500 new commits free each calendar month. Additional Local credits are sold in one-time packs without expiry. SaaS includes 2,000 signup credits and 500 monthly credits; Cloud and Local packs are separate. On-Prem pricing is available on request.

Codacy is an end-to-end DevSecOps platform designed to enforce code quality, security, and compliance across modern development workflows. It integrates seamlessly with IDEs, repositories, and CI/CD pipelines to provide continuous analysis and real-time feedback. The platform performs static and dynamic testing, dependency scanning, and infrastructure checks to identify vulnerabilities early and throughout the software lifecycle. Codacy’s AI Guardrails feature ensures that both human-written and AI-generated code meet organizational standards by detecting risks and automatically fixing issues. It also offers automated pull request reviews, quality metrics, and test coverage tracking to improve development efficiency. Centralized policies allow organizations to maintain consistent standards across teams and projects. With support for multiple programming languages and easy integration into existing workflows, Codacy simplifies secure coding practices. It helps teams reduce manual review effort while improving code reliability and maintainability. By combining security, quality, and AI protection, Codacy empowers teams to ship faster with confidence.

Faros AI combines all your operational data from multiple sources and enhances them with machine learning signals. The Faros AI Engineering Operations Platform allows you to harness this data so you can accelerate productivity, and better manager your engineering operations. With Faros AI, engineering leaders can scale their operations in a more data-informed way — using data to identify bottlenecks, measure progress towards organizational goals, better support teams with the right resources, and accurately assess the impact of interventions over time. DORA Metrics come standard in Faros AI, and the platform is extensible to allow organizations to build their own custom dashboards and metrics so they can get deep insights into their engineering operations and take intelligent action in a data-driven manner. Leading organizations including Box, Coursera, GoFundMe, Astronomer, Salesforce, etc. trust Faros AI as their engops platform of choice.

Pluralsight Flow helps engineering teams to improve software delivery by providing actionable insights from their code repositories and agile tools. Engineering teams can increase their team's product delivery speed by identifying and removing developer friction and building healthy software development patterns. Flow provides engineering teams more understanding into their team’s workflow patterns which then enables them to identify bottlenecks, compare trends and help their team to build better. Flow helps teams to improve their developer experience while also improve the quality and speed of their delivery speed.

Gradle, Inc. includes the Gradle Build Tool and Develocity (formerly Gradle Enterprise). These tools are used to speed up and debug builds, tests, and other tasks for Maven, Gradle, Bazel, and sbt. Gradle Build Tool is the most used tool to build open-source JVM projects on GitHub. It is downloaded on average more than 30 million times per month, and was included in TechCrunch's Top 20 Most Popular Open Source Projects. Many popular projects have moved from Maven to Gradle. Spring Boot is one of them. Develocity is the only platform that combines software build performance acceleration with analytics. It is used by the most prestigious software development companies around the world to reduce build times by half and give developers back one week of lost productivity time. Acceleration technologies speed up the software development and testing process. Data analytics (Failure Analytics Trends & Insights), make troubleshooting easier.