Best Enterprise Static Application Security Testing (SAST) Software

How Many Static Application Security Testing (SAST) Software Products Does G2 Track?

Total Products under this Category: 130

Category Stats (Oct 2026)

  • Average Rating: 4.54/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Osto (+0.68%) - Among all products in this category, Osto recorded the largest rating increase compared to last month

Last updated: October 16, 2026

How Does G2 Rank Static Application Security Testing (SAST) Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 5,600+ Authentic Reviews
  • 130+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Static Application Security Testing (SAST) Software

G2 Grid® for Static Application Security Testing (SAST) Software plotting products by satisfaction and market presence

Highlighted products: GitHub, SonarQube, GitLab, HCL AppScan, Checkmarx, Semgrep, Snyk, and Mend.io.

Underlying data: [Grid® JSON](https://www.g2.com/categories/static-application-security-testing-sast/grids.json?focus%5B%5D=github&focus%5B%5D=sonarqube&focus%5B%5D=gitlab&focus%5B%5D=hcl-appscan&focus%5B%5D=checkmarx&focus%5B%5D=semgrep&focus%5B%5D=snyk&focus%5B%5D=mend-io&segment=enterprise)

GitHub

GitHub is where the world builds software. Millions of individuals, organizations and businesses around the world use GitHub to discover, share, and contribute software. Developers at startups to Fortune 50 companies use GitHub, every step of the way.

Average Rating: 4.7/5.0

Total Reviews: 2,349

How Do G2 Users Rate GitHub?

  • Test Automation: 8.6/10 (Category avg: 8.8/10)
  • Has the product been a good partner in doing business?: 8.9/10 (Category avg: 9.1/10)
  • Quality of Support: 8.7/10 (Category avg: 9.2/10)
  • Source-Code Scanning: 8.4/10 (Category avg: 8.4/10)

Who Is the Company Behind GitHub?

  • Seller: GitHub
  • Year Founded: 2008
  • HQ Location: San Francisco, CA
  • Twitter: @github
    2,673,925 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    6,653 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, Senior Software Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 47% Small, 31% Medium

What Do G2 Reviewers Say About GitHub?

AI-generated summary from verified user reviews

Pros
  • Users value GitHub's seamless collaboration and powerful version control, enhancing project transparency and workflow management.
  • Users appreciate the ease of use of GitHub, enabling seamless collaboration and efficient version control.
  • Users value the seamless team collaboration on GitHub, enhancing code sharing and workflow management effectively.
  • Users value the seamless collaboration offered by GitHub, enhancing project transparency and team workflow management.
  • Users value GitHub for its seamless version control, enhancing collaboration and streamlining the development process.
Cons
  • Users find the complexity in advanced features of GitHub challenging, particularly for newcomers and managing large repositories.
  • Users find the learning curve challenging, especially when designing workflows and managing permissions effectively.
  • Users find learning GitHub challenging due to overwhelming settings and complexities, making navigation difficult for newcomers.
  • Users find the complexity for beginners challenging, especially with CI/CD workflows and permission management.
  • Users find the steep learning curve of GitHub challenging, especially in mastering workflows and managing permissions.

What Are Recent G2 Reviews of GitHub?

What Are G2 Users Discussing About GitHub?

SonarQube

Sonar, the industry standard for code verification and automated code review, helps reduce outages, improve security, and lower risks associated with AI and agentic coding. As an independent verification platform, Sonar enables organizations to securely develop at the speed of AI. Sonar is the foundation for high-performance software engineering, analyzing over 750 billion lines of code daily to ensure applications are secure, reliable, and maintainable. Rooted in the open source community, Sonar is trusted by 7M+ developers globally, including teams at ServiceNow, Booking.com, Deutsche Bank, AstraZeneca, and Ford Motor Company.

Average Rating: 4.4/5.0

Total Reviews: 153

How Do G2 Users Rate SonarQube?

  • Test Automation: 6.4/10 (Category avg: 8.8/10)
  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 9.1/10)
  • Quality of Support: 8.2/10 (Category avg: 9.2/10)
  • Source-Code Scanning: 6.8/10 (Category avg: 8.4/10)

Who Is the Company Behind SonarQube?

  • Seller: SonarSource Sàrl
  • Company Website:
  • Year Founded: 2008
  • HQ Location: Geneva, Switzerland
  • Twitter: @SonarSource
    10,913 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,041 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, DevOps Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 41% Large, 41% Medium

What Do G2 Reviewers Say About SonarQube?

AI-generated summary from verified user reviews

Pros
  • Users value SonarQube for its ability to quickly flag code quality and security issues, ensuring a reliable codebase.
  • Users value the flexible issue filtering and prioritization features of SonarQube, enhancing team productivity and focus.
  • Users appreciate how SonarQube quickly flags code quality and security issues, ensuring a clean and reliable codebase.
  • Users appreciate the ease of use of SonarQube, finding integration and actionable feedback simple and effective.
  • Users appreciate the easy integrations with CI/CD tools, enhancing their workflow and improving code quality effectively.
Cons
  • Users face software bugs that lead to false positives, complicating the experience and requiring significant knowledge to manage.
  • Users find the complex configuration of SonarQube challenging, especially for beginners needing extensive knowledge.
  • Users encounter false positives that complicate usage, despite helpful tools for review and customization of analysis.
  • Users find SonarQube's complexity in configuration and excessive warnings can make it cumbersome to use.
  • Users find the complex setup of SonarQube time-consuming, requiring significant effort to configure and tune effectively.

What Are Recent G2 Reviews of SonarQube?

What Are G2 Users Discussing About SonarQube?

GitLab

GitLab is the most comprehensive AI-Powered DevSecOps platform that enables software innovation by empowering development, security, and operations teams to build better software, faster. With GitLab, teams can create, deliver, and manage code quickly and continuously instead of managing disparate tools and scripts. GitLab helps your teams across the complete DevSecOps lifecycle, from developing, securing, and deploying software. What makes us truly different? - Flexibility: Consume as a service or manage your own deployment - Cloud-Agnostic: Deploy anywhere with no vendor lock-in - No rip and replace: Scale to a platform approach at your own pace

Average Rating: 4.5/5.0

Total Reviews: 886

How Do G2 Users Rate GitLab?

  • Test Automation: 9.2/10 (Category avg: 8.8/10)
  • Has the product been a good partner in doing business?: 8.8/10 (Category avg: 9.1/10)
  • Quality of Support: 8.5/10 (Category avg: 9.2/10)
  • Source-Code Scanning: 8.9/10 (Category avg: 8.4/10)

Who Is the Company Behind GitLab?

  • Seller: GitLab Inc.
  • Year Founded: 2014
  • HQ Location: San Francisco, California
  • Twitter: @gitlab
    171,534 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    3,431 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, Senior Software Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 37% Medium, 37% Small

What Do G2 Reviewers Say About GitLab?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use in GitLab, enjoying its all-in-one DevOps capabilities and intuitive interface.
  • Users value the all-encompassing features of GitLab, which enhance collaboration and streamline the DevOps workflow.
  • Users love the seamless CI/CD integration of GitLab, simplifying automation and collaboration in DevOps workflows.
  • Users value the seamless integrations in GitLab, resulting in efficient workflows and streamlined management across multiple functions.
  • Users praise the seamless CI/CD integration in GitLab, enhancing automation and collaboration within their DevOps workflow.
Cons
  • Users find the complexity of GitLab's setup and management to be a significant barrier to efficient use.
  • Users find the difficult learning curve of GitLab challenging due to its complex interface and YAML syntax.
  • Users find the interface confusing due to clutter and slow performance with large repositories, complicating their navigation.
  • Users find the complex user interface challenging, especially with slow performance and difficulties in navigation and management.
  • Users find the learning curve steep, particularly for those new to DevOps and managing extensive features.

What Are Recent G2 Reviews of GitLab?

What Are G2 Users Discussing About GitLab?

AI can help you find the answers. G2 helps you trust them.

Connect G2 to Claude or ChatGPT for answers grounded in G2's trusted reviews, comparisons, and pricing from real user insights.

How it works
Connect G2 to ChatGPTConnect G2 to Claude

HCL AppScan

HCL AppScan is a comprehensive suite of market-leading application security testing solutions (SAST, DAST, IAST, SCA, API), available on-premises and on-cloud. These powerful DevSecOps tools pinpoint application vulnerabilities, allowing for quick remediation in every phase of the software development lifecycle. Fast and Accurate Scanning for Secure DevOps Developers and DevOps teams can quickly and accurately scan code, applications, and APIs for security vulnerabilities while applications are being developed. This allows companies to fix issues at the earliest stages of the software development lifecycle, when it is least costly to the business. Focus on the Fix Continuous monitoring with IAST, along with auto issue correlation with DAST and SAST scan results allows DevOps teams to group and prioritize findings for faster, more streamlined remediation. Enterprise Management for Security Teams Centralized, easy-to-use dashboards provide visibility and oversight of all security scanning and remediation, and allow users to set scan parameters and compliance policies.

Average Rating: 4.1/5.0

Total Reviews: 104

How Do G2 Users Rate HCL AppScan?

  • Test Automation: 8.4/10 (Category avg: 8.8/10)
  • Has the product been a good partner in doing business?: 8.6/10 (Category avg: 9.1/10)
  • Quality of Support: 8.4/10 (Category avg: 9.2/10)
  • Source-Code Scanning: 8.5/10 (Category avg: 8.4/10)

Who Is the Company Behind HCL AppScan?

  • Seller: HCL Technologies
  • Company Website:
  • Year Founded: 1999
  • HQ Location: Noida, Uttar Pradesh
  • Twitter: @hcltech
    425,043 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    258,955 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer & Network Security
  • Company Size: 47% Large, 26% Medium

What Are Recent G2 Reviews of HCL AppScan?

What Are G2 Users Discussing About HCL AppScan?

Checkmarx

Checkmarx exists so the world can innovate faster than it ever has and still trust what it builds. That purpose starts with closing the Risk Gap — the widening distance between how fast software gets created and how fast risk can be understood and removed. As AI compresses the software development lifecycle from months to minutes, the old model of shipping code with known vulnerabilities and racing to patch it before attackers strike no longer works. Checkmarx's foundation: decades of deterministic threat intelligence and trillions of lines of code scanned each year. The Checkmarx One platform gives enterprises comprehensive application security, built to capture risk, eliminate vulnerabilities, and unify governance. Checkmarx Fusion now pairs that foundation with Claude-powered AI reasoning, unifying both engines to lead the category in detection accuracy. From there, the Checkmarx Assist family — Developer Assist, Triage Assist, and Remediation Assist — prevents vulnerabilities at the point of creation, prioritizes findings by real-world attackability, and generates review-ready fixes, so nothing sits in backlog waiting on a human to catch up. Checkmarx keeps detection and remediation independent. Instead of having the same system that writes the code grade its own work, security teams get oversight they can trust. This is the promise at the center of the mission: developers and agents never have to become security experts, and security leaders never have to take security on faith so enterprises can innovate at machine speed without ever trading speed for certainty.

Average Rating: 4.2/5.0

Total Reviews: 45

How Do G2 Users Rate Checkmarx?

  • Test Automation: 8.9/10 (Category avg: 8.8/10)
  • Has the product been a good partner in doing business?: 8.6/10 (Category avg: 9.1/10)
  • Quality of Support: 8.4/10 (Category avg: 9.2/10)
  • Source-Code Scanning: 6.7/10 (Category avg: 8.4/10)

Who Is the Company Behind Checkmarx?

  • Seller: Checkmarx
  • Company Website:
  • Year Founded: 2006
  • HQ Location: Paramus, NJ
  • Twitter: @Checkmarx
    7,284 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    997 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 57% Large, 22% Small

What Do G2 Reviewers Say About Checkmarx?

AI-generated summary from verified user reviews

Pros
  • Users value the easy implementation of Checkmarx into existing repositories, enhancing their security review processes effortlessly.
  • Users praise the intuitive user interface of Checkmarx, making security reviews and integrations straightforward and user-friendly.
  • Users value the accuracy of results in Checkmarx, finding it effective for automated security reviews.
  • Users appreciate the automation testing capabilities of Checkmarx, making security reviews efficient and user-friendly.
  • Users praise the responsive customer support of Checkmarx, consistently providing help when challenges arise.
Cons
  • Users experience a significant number of false positives with Checkmarx, particularly for Kotlin projects, leading to frustration.
  • Users face challenges with limited support for Kotlin, experiencing many false positives compared to other languages like Java or Javascript.
  • Users experience missing features in Checkmarx, particularly with Kotlin support, leading to numerous false positives.
  • Users find the navigation poor in Checkmarx, citing issues with dashboard layout and display clarity.

What Are Recent G2 Reviews of Checkmarx?

What Are G2 Users Discussing About Checkmarx?

Semgrep

Semgrep is a modern static analysis (SAST), software composition analysis (SCA), and secrets detection platform designed for both developers and security teams. It combines fast, deterministic analysis with context-aware AI that triages findings like a senior security engineer. The AI Assistant helps reduce false positives, prioritize meaningful results, and offers clear remediation guidance. Its “Memories” feature learns from past decisions to further reduce triage noise over time. Semgrep also supports deep analysis of transitive dependencies, not just direct ones, helping teams surface and address hidden risks in their supply chain. It integrates well into modern development workflows and is easy to customize across environments.

Average Rating: 4.6/5.0

Total Reviews: 56

How Do G2 Users Rate Semgrep?

  • Test Automation: 9.2/10 (Category avg: 8.8/10)
  • Has the product been a good partner in doing business?: 9.6/10 (Category avg: 9.1/10)
  • Quality of Support: 8.8/10 (Category avg: 9.2/10)
  • Source-Code Scanning: 7.5/10 (Category avg: 8.4/10)

Who Is the Company Behind Semgrep?

  • Seller: Semgrep
  • Year Founded: 2017
  • HQ Location: San Francisco, US
  • Twitter: @semgrep
    4,433 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    265 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 45% Large, 43% Medium

What Do G2 Reviewers Say About Semgrep?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Semgrep, enabled by its intuitive syntax and smooth integration with CI/CD.
  • Users appreciate the flexibility and speed of Semgrep in enforcing coding standards and catching vulnerabilities effectively.
  • Users appreciate the effective vulnerability detection of Semgrep, facilitating quick identification and resolution of security issues.
  • Users appreciate the scanning efficiency of Semgrep, benefiting from rapid scans and streamlined CI/CD integration.
  • Users value Semgrep for its effective security vulnerability detection, enabling quick resolutions without hindering development speed.
Cons
  • Users find Semgrep not user-friendly due to a steep learning curve and complex initial setup requirements.
  • Users find the limited features of Semgrep restrict its usability and complicate effective vulnerability management.
  • Users find the difficult learning curve for Semgrep daunting, especially for creating advanced rules and setups.
  • Users express concerns about the lack of guidance in creating custom rules, complicating effective use of Semgrep.
  • Users note a steep learning curve for Semgrep's rule syntax, making it challenging for newcomers to master.

What Are Recent G2 Reviews of Semgrep?

Snyk

Snyk (pronounced sneak) is a developer security platform for securing custom code, open source dependencies, containers, and cloud infrastructure all from a single platform. Snyk’s developer security solutions enable modern applications to be built securely, empowering developers to own and build security for the whole application, from code & open source to containers & cloud infrastructure. Secure while you code in your IDE: find issues quickly using the scanner, fix issues easily with remediation advice, verify the updated code. Integrate your source code repositories to secure applications: integrate a repository to find issues, prioritize with context, fix & merge. Secure your containers as you build, throughout the SDLC: start fixing containers as soon as your write a Dockerfile, continuously monitor container images throughout their lifecycle, and prioritize with context. Secure build and deployment pipelines: Integrate natively with your CI/CD tool, configure your rules, find & fix issues in your application, and monitor your applications. Secure your apps quickly with Snyk’s vulnerability scanning and automated fixes - Try for Free!

Average Rating: 4.5/5.0

Total Reviews: 136

How Do G2 Users Rate Snyk?

  • Test Automation: 7.8/10 (Category avg: 8.8/10)
  • Has the product been a good partner in doing business?: 8.7/10 (Category avg: 9.1/10)
  • Quality of Support: 8.6/10 (Category avg: 9.2/10)
  • Source-Code Scanning: 6.2/10 (Category avg: 8.4/10)

Who Is the Company Behind Snyk?

  • Seller: Snyk
  • HQ Location: Boston, Massachusetts
  • Twitter: @snyksec
    21,057 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,764 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 45% Medium, 35% Small

What Do G2 Reviewers Say About Snyk?

AI-generated summary from verified user reviews

Pros
  • Users value Snyk's quick vulnerability detection, significantly improving efficiency in code security and remediation processes.
  • Users appreciate Snyk for its efficient vulnerability identification, significantly aiding in maintaining secure code and streamlining DevOps processes.
  • Users value the easy integration setup of Snyk, enhancing vulnerability detection in their development workflows.
  • Users appreciate the easy setup of Snyk, seamlessly integrating with GitHub for efficient vulnerability management.
  • Users benefit from Snyk's intuitive GUI and customizable features, facilitating effective vulnerability management and developer organization.
Cons
  • Users experience false positives in Snyk, which can hinder efficiency and slow down the scanning process.
  • Users find the poor interface design of Snyk cumbersome, impacting their overall experience with the product.
  • Users note that pricing issues can arise, especially when accessing all features of Snyk, impacting affordability.
  • Users report experiencing false positives and slow scan times, affecting their efficiency and integration within the Snyk product.
  • Users experience false positives and slow scans, complicating overall use and requiring additional tools for code quality.

What Are Recent G2 Reviews of Snyk?

What Are G2 Users Discussing About Snyk?

Mend.io

Modern risk doesn't live in one layer, it lives between them. Mend.io is built for every risk, across AI and AppSec, securing the code layer, the AI layer, and the interactions between them. From discovery and red teaming to guardrails and runtime protection, Mend.io delivers continuous protection across the entire AI application lifecycle. Mend.io solutions include: 1. Mend AI secures the layer where modern risk actually lives—the interaction between code and AI. It continuously discovers AI components (agents, prompts, models), tests real behavioral risk through automated red teaming, and enforces in-app runtime guardrails for one continuous control system for the AI lifecycle. 2. Mend AppSec secures the modern code layer by continuously discovering and prioritizing risk across code, libraries, containers, and dependencies, giving teams the clarity they need to reduce exposure and ship secure software faster. 3. Mend Renovate secures the foundation of every codebase by automatically updating dependencies, rating the likelihood each update will succeed without breaking changes, and grouping them by confidence level so teams can resolve them faster.

Average Rating: 4.3/5.0

Total Reviews: 117

How Do G2 Users Rate Mend.io?

  • Test Automation: 7.2/10 (Category avg: 8.8/10)
  • Has the product been a good partner in doing business?: 8.9/10 (Category avg: 9.1/10)
  • Quality of Support: 8.7/10 (Category avg: 9.2/10)
  • Source-Code Scanning: 8.3/10 (Category avg: 8.4/10)

Who Is the Company Behind Mend.io?

  • Seller: Mend
  • Company Website:
  • Year Founded: 2011
  • HQ Location: Boston, Massachusetts
  • Twitter: @Mend_io
    11,256 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    259 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 36% Small, 33% Large

What Do G2 Reviewers Say About Mend.io?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the scanning efficiency of Mend.io, enabling quick and accurate scans across multiple repositories seamlessly.
  • Users appreciate the ease of use of Mend.io, made simpler by effective integrations and an attractive interface.
  • Users value the easy integrations of Mend.io, allowing seamless scanning across multiple repositories and CI/CD platforms.
  • Users appreciate the quick and accurate scanning capabilities of Mend.io, benefiting from a range of integrations.
  • Users value the automated vulnerability detection of Mend.io, enhancing efficiency in identifying and addressing issues seamlessly.
Cons
  • Users face integration issues with Mend.io, finding it difficult to connect on-premise tools and features like Jira.
  • Users express concern over limited features in Mend.io, necessitating workarounds for optimal functionality and integration.
  • Users find the missing features in Mend.io cumbersome, often resorting to workarounds for integration and functionality.
  • Users face complex implementation, with challenging integration and frequent false positives affecting their experience.
  • Users find the confusing interface challenging due to the awkward transitions between different portals.

What Are Recent G2 Reviews of Mend.io?

What Are G2 Users Discussing About Mend.io?

Black Duck Polaris Platform

Black Duck builds trust in software by enabling organizations to manage application security, quality, and compliance risks at the speed their business demands. Black Duck solutions help developers to secure code as fast as they write it, development and DevSecOps teams to automate testing within development pipelines without compromising velocity, and security teams to proactively manage risk and focus remediation efforts on what matters most. With Black Duck, organizations can transform the way they build and deliver software, aligning people, processes, and technology to intelligently address software risks across their portfolio and at all stages of the application lifecycle.

Average Rating: 4.2/5.0

Total Reviews: 103

How Do G2 Users Rate Black Duck Polaris Platform?

  • Test Automation: 8.1/10 (Category avg: 8.8/10)
  • Has the product been a good partner in doing business?: 8.4/10 (Category avg: 9.1/10)
  • Quality of Support: 8.5/10 (Category avg: 9.2/10)
  • Source-Code Scanning: 8.6/10 (Category avg: 8.4/10)

Who Is the Company Behind Black Duck Polaris Platform?

  • Seller: Black Duck
  • Year Founded: 2024
  • HQ Location: Burlington, US
  • LinkedIn® Page: www.linkedin.com
    1,317 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 53% Large, 32% Medium

What Do G2 Reviewers Say About Black Duck Polaris Platform?

AI-generated summary from verified user reviews

Pros
  • Users praise the accuracy of findings from Black Duck SCA, highlighting its powerful engine and extensive knowledge base.
  • Users value the powerful identification of open source issues by Black Duck SCA, aided by extensive knowledge resources.
Cons
  • Users find that Black Duck SCA requires huge resources to deploy on-prem, which can be a significant drawback.

What Are Recent G2 Reviews of Black Duck Polaris Platform?

What Are G2 Users Discussing About Black Duck Polaris Platform?

JFrog

JFrog Ltd. (Nasdaq: FROG), the creators of the unified DevOps, DevSecOps, DevGovOps and MLOps platform, is on a mission to create a world of software delivered without friction from development to production. Driven by a “Liquid Software” vision to keep software continuously flowing, secure, and always up to date, the JFrog Platform serves as the definitive software supply chain system of record. It is uniquely engineered to power organizations as they build, manage, and distribute trusted software with unprecedented speed, security, and scale across hybrid and multi-cloud environments. As software engineering evolves in the AI era, JFrog’s newest offerings address the industry's most pressing trend: the rise of agentic software development and the hidden security risks of "Shadow AI." In response to threat actors increasingly targeting developer workflows including a massive surge in malicious open-source AI models and infected packages; JFrog has expanded its platform capabilities to deliver absolute end-to-end visibility and automated compliance. Key new innovations include the JFrog AI Catalog, which enables organizations to centralize, govern, and control the lifecycle of AI models approved for enterprise use. To secure autonomous coding environments, JFrog introduced the Universal MCP Registry and the Agent Skills Registry (developed alongside NVIDIA). These new solutions establish the industry’s first enterprise-grade trust layer to safely manage and store AI agent skills, monitor connections, and instantly block unsafe developer tools or malicious coding extensions right where developers work. Furthermore, the integration of advanced DevGovOps and Runtime Security tools allows teams to replace slow, manual compliance audits with continuous, background policy enforcement. By shifting security left directly into the binary pipeline, JFrog ensures that the volume of AI-assisted code does not outpace an organization's ability to verify its safety. Today, millions of users and approximately 6,600 organizations worldwide, including a majority of the Fortune 100, depend on the universal JFrog Platform to eliminate point-solution fatigue, bridge the governance gap, and securely embrace digital transformation. Learn more at www.jfrog.com or follow us on X @JFrog.

Average Rating: 4.3/5.0

Total Reviews: 172

How Do G2 Users Rate JFrog?

  • Has the product been a good partner in doing business?: 8.5/10 (Category avg: 9.1/10)
  • Quality of Support: 8.4/10 (Category avg: 9.2/10)

Who Is the Company Behind JFrog?

  • Seller: JFrog Ltd
  • Company Website:
  • Year Founded: 2008
  • HQ Location: Sunnyvale, CA
  • Twitter: @jfrog
    23,186 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    2,527 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, DevOps Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 48% Large, 31% Medium

What Do G2 Reviewers Say About JFrog?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the unified support for various package formats that simplifies DevOps management and integration.
  • Users praise JFrog for its efficient repository management, streamlining the storage and tracking of artifacts in DevOps workflows.
  • Users value the seamless integration of JFrog with CI/CD tools, enhancing efficiency in artifact management and security.
  • Users value the seamless integrations of JFrog with various tools, enhancing their CI/CD workflows significantly.
  • Users appreciate the easy integrations of JFrog, enhancing CI/CD processes and supporting various package formats seamlessly.
Cons
  • Users find the complexity of JFrog overwhelming, often needing extensive training to use all features effectively.
  • Users often find JFrog to be expensive, especially challenging for smaller teams and individual developers to afford.
  • Users find the steep learning curve of JFrog challenging, requiring significant time and investment to master.
  • Users note the difficult learning curve with JFrog, requiring extensive training to navigate its complex features effectively.
  • Users find the learning difficulty of JFrog challenging, requiring significant time investment to master its features.

What Are Recent G2 Reviews of JFrog?

What Are G2 Users Discussing About JFrog?

Invicti

Invicti (formerly known as Netsparker) is an enterprise application and API security testing platform that helps organizations secure thousands of web applications and APIs at scale while dramatically reducing the risk of attack. Combining advanced DAST and IAST capabilities in a single platform, Invicti enables security teams to continuously identify, prioritize, and remediate vulnerabilities across complex modern environments with confidence and automation. With Invicti, security teams can: - Automate application security testing workflows and save hundreds of hours every month - Discover and secure all web applications and APIs, including forgotten, unmanaged, and shadow assets - Deliver actionable, developer-friendly feedback that helps teams remediate vulnerabilities faster and build more secure code over time - Reduce false positives with proof-based scanning technology that validates exploitable vulnerabilities - Scale application security programs across large enterprises without slowing development teams - Integrate security seamlessly into existing DevSecOps and CI/CD workflows Built for organizations with the most demanding security requirements, Invicti empowers teams to confidently secure their entire attack surface with accuracy, scalability, and automation.

Average Rating: 4.5/5.0

Total Reviews: 69

How Do G2 Users Rate Invicti?

  • Test Automation: 10.0/10 (Category avg: 8.8/10)
  • Has the product been a good partner in doing business?: 9.6/10 (Category avg: 9.1/10)
  • Quality of Support: 8.9/10 (Category avg: 9.2/10)
  • Source-Code Scanning: 10.0/10 (Category avg: 8.4/10)

Who Is the Company Behind Invicti?

  • Seller: Invicti Security
  • Company Website:
  • Year Founded: 2018
  • HQ Location: Austin, Texas
  • Twitter: @InvictiSecurity
    2,557 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    326 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 46% Large, 29% Medium

What Do G2 Reviewers Say About Invicti?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Invicti, facilitating quick setup and effective vulnerability scanning in their workflow.
  • Users value the quick and easy scanning technology of Invicti, enhancing workflow efficiency and accuracy in vulnerability detection.
  • Users value the simplicity and integration of Invicti, enhancing security measures through user-friendly report generation and detailed views.
  • Users value the easy-to-read and well-formatted reports from Invicti, enhancing efficiency and supporting ISO certification needs.
  • Users value the high accuracy and ease of use in Invicti's vulnerability detection, effectively identifying true issues.
Cons
  • Users find the customer support lacking, often experiencing slow responses and inadequate technical assistance.
  • Users experience slow performance during scans and setups, impacting overall efficiency and satisfaction.
  • Users experience slow scanning issues with Invicti, often leading to frustrating delays during the scanning process.
  • Users face API scanning issues with Invicti, limiting its effectiveness for their specific needs despite decent support.
  • Users find the complex setup of Invicti challenging initially, hindering their ability to quickly navigate configurations.

What Are Recent G2 Reviews of Invicti?

What Are G2 Users Discussing About Invicti?

Contrast Security

Contrast Security is the global leader in Application Detection and Response (ADR), empowering organizations to see and stop attacks on applications and APIs in real time. Contrast embeds patented threat sensors directly into the software, delivering unmatched visibility and protection. With continuous, real-time defense, Contrast uncovers hidden application layer risks that traditional solutions miss. Contrast’s powerful Runtime Security technology equips developers, AppSec teams and SecOps with one platform that proactively protects and defends applications and APIs against evolving threats.

Average Rating: 4.5/5.0

Total Reviews: 49

How Do G2 Users Rate Contrast Security?

  • Test Automation: 8.3/10 (Category avg: 8.8/10)
  • Has the product been a good partner in doing business?: 9.0/10 (Category avg: 9.1/10)
  • Quality of Support: 9.3/10 (Category avg: 9.2/10)
  • Source-Code Scanning: 9.0/10 (Category avg: 8.4/10)

Who Is the Company Behind Contrast Security?

  • Seller: Contrast Security
  • Year Founded: 2014
  • HQ Location: Pleasanton, CA
  • Twitter: @contrastsec
    5,468 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    182 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Insurance, Information Technology and Services
  • Company Size: 67% Large, 20% Medium

What Do G2 Reviewers Say About Contrast Security?

AI-generated summary from verified user reviews

Pros
  • Users value the accuracy of findings from Contrast Security, ensuring greater precision in identifying vulnerabilities.
  • Users value the accuracy of results from Contrast Security, benefiting from precise vulnerability monitoring and analysis.
  • Users commend the real-time vulnerability detection of Contrast Security, appreciating its quick feedback and agile support.
Cons
  • Users experienced performance issues with Contrast Security, particularly with Java applications, but found support helpful in resolving them.

What Are Recent G2 Reviews of Contrast Security?

What Are G2 Users Discussing About Contrast Security?

CodeScan

CodeScan Shield addresses code quality, security, and compliance liabilities with two automated modules: CodeScan and OrgScan. CodeScan provides static code analysis for total visibility into code health from the moment it’s written through production. OrgScan governs organizational policies by enforcing the security and compliance rules mandated for your Salesforce environment. Together, they ensure the code that makes up your Salesforce environment and the way the environment is being utilized will always meet high standards. The result is strengthened data security, streamlined DevSecOps processes, and an assurance of meeting compliance standards—avoiding potentially thousands of dollars in fines and lost opportunities. CodeScan Shield protects your Salesforce org from both the inside and outside. CodeScan provides dashboards and reports for consistent code visibility, while also alerting developers the moment new errors are introduced. OrgScan analyzes Salesforce policies to ensure the organization remains compliant with client-mandated specifications and guidelines. Violations are flagged and recorded in an interactive dashboard. Progress is tracked for policy reviews. Collectively, these features ensure admins maintain governance control within their organization. CodeScan Shield is part of AutoRABIT’s complete DevSecOps platform. Enabling Salesforce DevOps teams with CodeScan Shield’s powerful technology produces high-quality, secure applications and updates at speed.

Average Rating: 4.6/5.0

Total Reviews: 30

How Do G2 Users Rate CodeScan?

  • Test Automation: 7.3/10 (Category avg: 8.8/10)
  • Has the product been a good partner in doing business?: 9.2/10 (Category avg: 9.1/10)
  • Quality of Support: 9.0/10 (Category avg: 9.2/10)
  • Source-Code Scanning: 8.3/10 (Category avg: 8.4/10)

Who Is the Company Behind CodeScan?

  • Seller: AutoRABIT
  • Year Founded: 2015
  • HQ Location: San Francisco, US
  • Twitter: @autorabit
    1,245 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    283 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 44% Large, 38% Medium

What Are Recent G2 Reviews of CodeScan?

What Are G2 Users Discussing About CodeScan?

Lauren Worth
LW
Researched and written by Lauren Worth
Updated