Codacy vs. DeepSource vs. ZeroPath Comparison


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About Codacy is a comprehensive platform for code quality and security that helps development teams build secure, maintainable, and compliant software. It integrates across the entire development lifecycle, from IDE to production, providing real-time feedback and automated checks. Codacy analyzes code repositories, enforces quality standards, and detects vulnerabilities before deployment. With AI Guardrails, it also protects against risks introduced by AI-generated code. The platform centralizes rules and policies, ensuring consistency across teams and projects. Developers benefit from automated pull request checks, test coverage tracking, and actionable insights. Overall, Codacy enables faster development without compromising security or code quality.	About DeepSource is an AI-powered code review platform designed to help development teams maintain high-quality, secure, and reliable code. The platform automates code reviews using a hybrid approach that combines static analysis with advanced AI agents. It integrates directly with development workflows through platforms like GitHub, GitLab, Bitbucket, and Azure DevOps. DeepSource analyzes pull requests in real time, identifying bugs, security vulnerabilities, code complexity issues, and maintainability risks before code reaches production. The system provides structured feedback and inline comments to help developers quickly understand and resolve issues. Additional features such as secrets detection, dependency vulnerability scanning, and infrastructure-as-code review strengthen application security. By automating repetitive review tasks and providing intelligent insights, DeepSource enables teams to ship software faster while maintaining strong code quality standards.	About ZeroPath (YC S24) is an AI-native application security platform that delivers comprehensive code protection beyond traditional SAST. Founded by security engineers from Tesla and Google, ZeroPath combines large language models with advanced program analysis to find and automatically fix vulnerabilities. ZeroPath provides complete security coverage: 1. AI-powered SAST for business logic flaws & broken authentication 2. SCA with reachability analysis 3. Secrets detection and validation 4. Infrastructure as Code 5. Automated patch generation. any more... ZeroPath delivers 2x more real vulnerabilities with 75% fewer false positives. Our research team has been successful in finding vulns like critical account takeover in better-auth (CVE-2025-61928, 300k+ weekly downloads), identifying 170+ verified bugs in curl, and discovering 0-days in production systems at Netflix, Hulu, and Salesforce. Trusted by 750+ companies and performing 200k+ code scans monthly.
Platforms Supported Windows Supported Mac Supported Linux Not Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers, DevOps teams, and engineering organizations that need automated code quality, security, and compliance tools for modern software development	Audience Software development teams, DevOps engineers, and technology companies that need automated code reviews, security scanning, and quality monitoring for modern software development workflows	Audience Teams seeking a solution to enhance their application security processes without compromising development speed
Support Phone Support Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Supported 24/7 Live Support Supported Online Supported
API Offers API Not Supported	API Offers API Not Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing $21/user/month Free Version Supported Free Trial Supported	Pricing $24/user/month Free Version Not Supported Free Trial Supported	Pricing Free - Free personal plan (free forever, incl. 1 repo, unlimited PR scans and more). - Core plan (Platform fee: $200/month, up to 25 repos, unlimited PR scans and patches, integration w/ Jira, Linear, and more). - Enterprise plan for organizations with advanced needs. Free Version Supported Free Trial Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 5.0 / 5 ease 5.0 / 5 features 5.0 / 5 design 4.0 / 5 support 5.0 / 5 Read all reviews
		Pros & Cons from Real Users Pros The scanner is absolutely amazing. We have used Synk, Semgrep and Aikido but no one comes close to the logic vulns ZeroPath is able to detect. Cons The UI is a little hard to understand and take some time getting used to
Training Documentation Supported Webinars Supported Live Online Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Supported In Person Supported	Training Documentation Supported Webinars Not Supported Live Online Supported In Person Not Supported
Company Information Codacy Founded: 2012 Portugal www.codacy.com	Company Information DeepSource Founded: 2018 United States deepsource.com	Company Information ZeroPath Founded: 2024 United States zeropath.com
Alternatives SonarQube Cloud SonarSource	Alternatives Codacy	Alternatives Aikido Security
codebeat codequest	Symbiotic Security	CodeSonar CodeSecure
Codecov	SonarQube Cloud SonarSource	DeepSource
SonarQube Server SonarSource	Aikido Security	Snyk
DeepSource View All	The Code Registry View All	The Code Registry View All
Categories AI Code Review Supported AI Coding Assistants Supported AI Guardrails Supported AI Tools Supported Automated Testing Supported Code Coverage Supported Code Quality Supported Code Review Supported Code Security Supported DORA Metrics Supported Software Development Analytics Supported Software Development Life Cycle (SDLC) Supported Static Code Analysis Supported	Categories AI Code Refactoring Supported AI Code Review Supported Code Coverage Supported Code Quality Supported Code Review Supported Software Composition Analysis (SCA) Supported Static Application Security Testing (SAST) Supported Static Code Analysis Supported	Categories AI Code Review Supported AI Security Supported Application Security Supported Code Review Supported Cybersecurity Supported Software Composition Analysis (SCA) Supported Static Application Security Testing (SAST) Supported Static Code Analysis Supported Vulnerability Scanners Supported
Static Code Analysis Features Analytics / Reporting Supported Code Standardization / Validation Supported Multiple Programming Language Support Supported Provides Recommendations Supported Standard Security/Industry Libraries Supported Vulnerability Management Supported Show More Features Automated Testing Features Hierarchical View Not Supported Move & Copy Not Supported Parameterized Testing Not Supported Requirements-Based Testing Not Supported Security Testing Supported Supports Parallel Execution Not Supported Test Script Reviews Not Supported Unicode Compliance Not Supported		Static Code Analysis Features Analytics / Reporting Supported Code Standardization / Validation Supported Multiple Programming Language Support Supported Provides Recommendations Supported Standard Security/Industry Libraries Supported Vulnerability Management Supported Show More Features Application Security Features Analytics / Reporting Supported Open Source Component Monitoring Supported Source Code Analysis Supported Third-Party Tools Integration Supported Training Resources Supported Vulnerability Detection Supported Vulnerability Remediation Supported Cybersecurity Features AI / Machine Learning Supported Behavioral Analytics Not Supported Endpoint Management Not Supported Incident Management Not Supported IOC Verification Not Supported Tokenization Not Supported Vulnerability Scanning Supported Whitelisting / Blacklisting Not Supported Static Application Security Testing (SAST) Features Application Security Supported Dashboard Supported Debugging Not Supported Deployment Management Supported IDE Supported Multi-Language Scanning Supported Real-Time Analytics Supported Source Code Scanning Supported Vulnerability Scanning Supported Vulnerability Scanners Features Asset Discovery Not Supported Black Box Scanning Not Supported Compliance Monitoring Not Supported Continuous Monitoring Supported Defect Tracking Not Supported Interactive Scanning Not Supported Logging and Reporting Supported Network Mapping Not Supported Perimeter Scanning Not Supported Risk Analysis Not Supported Threat Intelligence Not Supported Web Inspection Not Supported
Integrations Bitbucket Supported C++ Supported Docker Supported GitHub Supported GitLab Supported Go Supported Java Supported JavaScript Supported PHP Supported Python Supported Scala Supported Azure DevOps Not Supported C# Supported Devin Desktop Not Supported Google Cloud Platform Not Supported JSON Supported Less Supported Objective-C Supported PowerShell Supported Sprinto Not Supported Show More Integrations View All 48 Integrations	Integrations Bitbucket Supported C++ Supported Docker Supported GitHub Supported GitLab Supported Go Supported Java Supported JavaScript Supported PHP Supported Python Supported Scala Supported Azure DevOps Supported C# Supported Devin Desktop Not Supported Google Cloud Platform Supported JSON Supported Less Not Supported Objective-C Not Supported PowerShell Not Supported Sprinto Not Supported Show More Integrations View All 27 Integrations	Integrations Bitbucket Supported C++ Supported Docker Supported GitHub Supported GitLab Supported Go Supported Java Supported JavaScript Supported PHP Supported Python Supported Scala Supported Azure DevOps Supported C# Not Supported Devin Desktop Supported Google Cloud Platform Not Supported JSON Not Supported Less Not Supported Objective-C Not Supported PowerShell Not Supported Sprinto Supported Show More Integrations View All 37 Integrations
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