# Best Static Code Analysis Tools with Python Capabilities

*By [Adam Crivello](https://research.g2.com/insights/author/adam-crivello)*


Static code analysis is the analysis of computer software performed without actually executing the code. Static code analysis tools scan all code in a project and seek out vulnerabilities, validates code against industry best practices, and some software tools validate against company-specific project specifications. Static code analysis tools are used by software development and quality assurance teams to ensure the quality and security of code, and that project requirements are met. Static code analysis is a type of source code management and can integrate with version control systems and through build automation tasks using continuous integration software.

To qualify as a static code analysis tool, a product must:

- Scan code without executing that code
- List security vulnerabilities after scanning
- Validate code against industry best practices
- Provide recommendations on where and how to fix issues






## G2 Grid® for Static Code Analysis Tools
![G2 Grid® for Static Code Analysis Tools plotting products by satisfaction and market presence](https://www.g2.com/categories/static-code-analysis/grids.png?focus%5B%5D=7775&focus%5B%5D=102905&focus%5B%5D=4475&focus%5B%5D=1225549&focus%5B%5D=1225688&focus%5B%5D=1385185&focus%5B%5D=161987&focus%5B%5D=48275)
Highlighted products: SonarQube, Gearset DevOps, Checkmarx, Semgrep, Typo, SoftSpell, CAST Imaging, and ReSharper C++.
Underlying data: [Grid® JSON](https://www.g2.com/categories/static-code-analysis/grids.json?focus%5B%5D=sonarqube&amp;focus%5B%5D=gearset-devops&amp;focus%5B%5D=checkmarx&amp;focus%5B%5D=semgrep&amp;focus%5B%5D=typo&amp;focus%5B%5D=softspell&amp;focus%5B%5D=cast-imaging&amp;focus%5B%5D=resharper-c)


## How Many Static Code Analysis Tools Products Does G2 Track?
**Total Products under this Category:** 130

### Category Stats (Jul 2026)
- **Average Rating**: 4.38/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product**: Checkmarx (+0.67%) - Among all products in this category, Checkmarx recorded the largest rating increase compared to last month
*Last updated: July 17, 2026*


## How Does G2 Rank Static Code Analysis Tools Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 2,100+ 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.



---

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---

## What Are the Top-Rated Static Code Analysis Tools Products in 2026?
### 1. [SonarQube](https://www.g2.com/products/sonarqube/reviews)
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:** 152
**How Do G2 Users Rate SonarQube?**

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.5/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.5/10 (Category avg: 8.7/10)
- **What is your organization&#39;s estimated ROI on the product (payback period in months)?:** 10/10 (Category avg: 10/10)

**Who Is the Company Behind SonarQube?**

- **Seller:** [SonarSource Sàrl](https://www.g2.com/sellers/sonarsource-sarl)
- **Company Website:** https://www.sonarsource.com
- **Year Founded:** 2008
- **HQ Location:** Geneva, Switzerland
- **Twitter:** @SonarSource (10,913 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/sonarsource/ (973 employees on LinkedIn®)

**Who Uses This Product?**
- **Who Uses This:** DevOps Engineer, Software Engineer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 43% Enterprise, 40% Mid-Market


#### What Are SonarQube's Pros and Cons?

**Pros:**

- Code Quality (24 reviews)
- Features (20 reviews)
- Issue Identification (19 reviews)
- Ease of Use (18 reviews)
- Easy Integrations (18 reviews)

**Cons:**

- Software Bugs (12 reviews)
- Complex Configuration (10 reviews)
- False Positives (10 reviews)
- Complexity (8 reviews)
- Complex Setup (8 reviews)


### What Do G2 Reviewers Say About SonarQube?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value how SonarQube **efficiently flags code quality and security issues** , ensuring a clean and maintainable codebase.
- Users value the **issue filtering and prioritization features** of SonarQube, enhancing focus on high-priority tasks.
- Users value the **issue identification and prioritization** features of SonarQube, improving focus on critical tasks.
- Users find SonarQube&#39;s **ease of use** invaluable for maintaining code quality and integrating seamlessly into development workflows.
- Users appreciate the **easy integrations** with existing CI/CD tools, enhancing their development workflow seamlessly.

**Cons:**

- Users face challenges with **software bugs** as SonarQube can consume excessive RAM and occasionally reports false positives.
- Users find SonarQube&#39;s configuration **complex** , especially for beginners, leading to difficulties and overwhelming warnings to manage.
- Users encounter **false positives** that complicate evaluations, though mitigation options exist through detailed analysis and rule customization.
- Users find that SonarQube&#39;s **complexity in configuration** and excessive warnings can hinder effective usage and efficiency.
- Users find the **complex setup** of SonarQube challenging, especially for beginners unfamiliar with the configuration process.

#### What Are Recent G2 Reviews of SonarQube?

**"[SonarQube: Easy Integration, Simple UI, and Solid Free Code Quality Scanning](https://www.g2.com/survey_responses/sonarqube-review-12975264)"**

**Rating:** 4.5/5.0 stars
*— Divyarajsinh  C.*

[Read full review](https://www.g2.com/survey_responses/sonarqube-review-12975264)

---

**"[Powerful Tool for Clean and Maintainable Code](https://www.g2.com/survey_responses/sonarqube-review-13115123)"**

**Rating:** 4.0/5.0 stars
*— chaithanya r.*

[Read full review](https://www.g2.com/survey_responses/sonarqube-review-13115123)

---


#### What Are G2 Users Discussing About SonarQube?

- [What is SonarLint used for?](https://www.g2.com/discussions/what-is-sonarlint-used-for)
- [What is SonarQube and how does it work?](https://www.g2.com/discussions/what-is-sonarqube-and-how-does-it-work) - 1 upvote
- [What is the benefit of SonarQube?](https://www.g2.com/discussions/what-is-the-benefit-of-sonarqube)
- [What are the main components of SonarQube platform?](https://www.g2.com/discussions/what-are-the-main-components-of-sonarqube-platform)
- [What is SonarQube and its features?](https://www.g2.com/discussions/what-is-sonarqube-and-its-features)

### 2. [Checkmarx](https://www.g2.com/products/checkmarx/reviews)
Checkmarx is a type of application security solution designed to help organizations safeguard their software development processes while enhancing efficiency and reducing costs. The Checkmarx One platform stands out in the realm of enterprise-grade security, offering comprehensive protection that addresses the complexities of modern software development, including legacy systems and AI-generated code. By scanning trillions of lines of code annually, Checkmarx enables companies to significantly lower their vulnerability density, ensuring a robust defense against potential threats. The platform is particularly beneficial for software development teams, security professionals, and organizations that prioritize secure coding practices. With the increasing reliance on AI technologies and the rapid pace of software development, Checkmarx One provides essential tools to mitigate risks associated with both traditional and emerging programming languages. Its innovative architecture, powered by autonomous security agents and AI-native intelligence, allows organizations to integrate security seamlessly into their development workflows, thereby accelerating development velocity without compromising on safety. Key features of Checkmarx One include Triage Assist, which employs an autonomous AI agent to prioritize vulnerabilities based on real-world exploitability and contextual risk. This feature empowers teams to concentrate their efforts on the most critical issues rather than getting bogged down by static severity scores. Additionally, Remediation Assist generates review-ready fixes for validated vulnerabilities prior to code merges, streamlining the secure delivery process and minimizing the manual overhead typically associated with remediation tasks. Developer Assist is another notable feature, acting as a standalone security agent that identifies risks during the coding process. By providing safe, explainable, and verified fixes directly within the integrated development environment (IDE), it supports developers in maintaining a stable and rapid development pace. Furthermore, the platform includes AI Supply Chain Security, which offers centralized governance and visibility for AI components embedded in applications, ensuring that hidden AI assets are discovered and managed effectively. Lastly, Checkmarx One incorporates advanced analysis engines such as AI SAST and DAST for AI, which enhance security measures across various environments. The AI SAST feature expands detection capabilities to cover emerging and unsupported programming languages, while the DAST for AI strengthens runtime protection in continuous integration and deployment (CI/CD) settings. Together, these features position Checkmarx One as a comprehensive solution for organizations looking to fortify their software development lifecycle against evolving threats.


**Average Rating:** 4.2/5.0
**Total Reviews:** 43
**How Do G2 Users Rate Checkmarx?**

- **Has the product been a good partner in doing business?:** 8.6/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.2/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.5/10 (Category avg: 8.7/10)
- **What is your organization&#39;s estimated ROI on the product (payback period in months)?:** 10/10 (Category avg: 10/10)

**Who Is the Company Behind Checkmarx?**

- **Seller:** [Checkmarx](https://www.g2.com/sellers/checkmarx)
- **Company Website:** https://www.checkmarx.com
- **Year Founded:** 2006
- **HQ Location:** Paramus, NJ
- **Twitter:** @Checkmarx (7,284 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/checkmarx (1,019 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 57% Enterprise, 21% Mid-Market


#### What Are Checkmarx's Pros and Cons?

**Pros:**

- Implementation Ease (2 reviews)
- User Interface (2 reviews)
- Accuracy of Results (1 reviews)
- Automation Testing (1 reviews)
- Customer Support (1 reviews)

**Cons:**

- False Positives (1 reviews)
- Lacking Features (1 reviews)
- Missing Features (1 reviews)
- Poor Navigation (1 reviews)


### What Do G2 Reviewers Say About Checkmarx?
*AI-generated summary from verified user reviews*

**Pros:**

- Users find Checkmarx **easy to implement** , seamlessly integrating into existing repositories with a user-friendly interface.
- Users appreciate the **intuitive user interface** of Checkmarx, making security reviews simple and user-friendly.
- Users value the **accuracy of results** from Checkmarx, as it simplifies security reviews with detailed vulnerability insights.
- Users value the **automation testing capabilities** of Checkmarx, finding it easy to integrate and use effectively.
- Users praise the **exceptional customer support** at Checkmarx, ensuring prompt assistance for any unresolved issues.

**Cons:**

- Users face a high number of **false positives** in Checkmarx when working with Kotlin projects, affecting accuracy and reliability.
- Users report **lacking feature support** for Kotlin, leading to numerous false positives not seen in Java or JavaScript.
- Users experience **missing features** in Checkmarx, specifically regarding poor support for Kotlin that leads to false positives.
- Users find the **poor navigation** in Checkmarx frustrating, as the dashboard layout and display need enhancement.

#### What Are Recent G2 Reviews of Checkmarx?

**"[Centralized Source Code Security with Seamless CI/CD Integration](https://www.g2.com/survey_responses/checkmarx-review-12980590)"**

**Rating:** 5.0/5.0 stars
*— Aman M.*

[Read full review](https://www.g2.com/survey_responses/checkmarx-review-12980590)

---

**"[Checkmarx: Reliable SAST Solution for Strengthening Application Security](https://www.g2.com/survey_responses/checkmarx-review-13085824)"**

**Rating:** 4.0/5.0 stars
*— Naushad T.*

[Read full review](https://www.g2.com/survey_responses/checkmarx-review-13085824)

---


#### What Are G2 Users Discussing About Checkmarx?

- [What is Checkmarx used for?](https://www.g2.com/discussions/checkmarx-what-is-checkmarx-used-for) - 1 comment, 1 upvote
- [How much does Checkmarx cost?](https://www.g2.com/discussions/how-much-does-checkmarx-cost)
- [Which testing method does Checkmarx support?](https://www.g2.com/discussions/which-testing-method-does-checkmarx-support) - 1 comment
- [Does Checkmarx support DAST?](https://www.g2.com/discussions/does-checkmarx-support-dast) - 1 comment
- [What is Checkmarx used for?](https://www.g2.com/discussions/what-is-checkmarx-used-for) - 2 comments

### 3. [OpenText Static Application Security Testing](https://www.g2.com/products/opentext-static-application-security-testing/reviews)
OpenText™ Static Application Security Testing (SAST) is a comprehensive solution designed to identify and remediate security vulnerabilities within an application&#39;s source code during the early stages of development. By analyzing code from the &quot;inside out,&quot; SAST provides immediate feedback to developers, enabling them to address security issues promptly and effectively. Key Features and Functionality: - Extensive Language Support: Supports over 33 programming languages and more than 1,400 vulnerability categories, ensuring broad applicability across various development environments. - Integration with Development Tools: Seamlessly integrates with popular Integrated Development Environments (IDEs) such as Eclipse, Visual Studio, and JetBrains, as well as Continuous Integration/Continuous Deployment (CI/CD) tools like Jenkins and Bamboo, facilitating a smooth incorporation into existing workflows. - Scalable Deployment Options: Offers flexible deployment models, including on-premises, cloud-based, and Software as a Service (SaaS) solutions, allowing organizations to choose the setup that best fits their needs. - Advanced Analysis Capabilities: Utilizes multiple algorithms and an expansive knowledge base of secure coding rules to perform thorough code analysis, pinpointing the root causes of vulnerabilities and providing detailed remediation guidance. Primary Value and Problem Solved: OpenText SAST empowers organizations to proactively manage application security by detecting and addressing vulnerabilities early in the Software Development Life Cycle (SDLC). This proactive approach reduces the risk of security breaches, minimizes the cost and effort associated with late-stage remediation, and enhances the overall security posture of applications. By integrating security testing into the development process, OpenText SAST helps developers create more secure code, leading to robust and reliable software products.


**Average Rating:** 4.5/5.0
**Total Reviews:** 21
**How Do G2 Users Rate OpenText Static Application Security Testing?**

- **Has the product been a good partner in doing business?:** 8.5/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.1/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.7/10 (Category avg: 8.7/10)
- **What is your organization&#39;s estimated ROI on the product (payback period in months)?:** 10/10 (Category avg: 10/10)

**Who Is the Company Behind OpenText Static Application Security Testing?**

- **Seller:** [OpenText](https://www.g2.com/sellers/opentext)
- **Year Founded:** 1991
- **HQ Location:** Waterloo, ON
- **Twitter:** @OpenText (21,565 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/2709/ (23,048 employees on LinkedIn®)
- **Ownership:** NASDAQ:OTEX

**Who Uses This Product?**
- **Top Industries:** Banking, Financial Services
- **Company Size:** 50% Enterprise, 29% Small-Business


#### What Are OpenText Static Application Security Testing's Pros and Cons?

**Pros:**

- Easy Integrations (1 reviews)
- Integrations (1 reviews)
- Integration Support (1 reviews)

**Cons:**

- False Positives (1 reviews)


### What Do G2 Reviewers Say About OpenText Static Application Security Testing?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **easy integrations** of OpenText Static Application Security Testing with various third-party tools for enhanced functionality.
- Users value the **extensive integration capabilities** of OpenText Static Application Security Testing with various third-party tools.
- Users value the **integration support** of OpenText Static Application Security Testing, enhancing compatibility with various tools and technologies.

**Cons:**

- Users find the **false positives** in OpenText Static Application Security Testing somewhat problematic, despite options to ignore them.

#### What Are Recent G2 Reviews of OpenText Static Application Security Testing?

**"[Fortify Static Code Analyzer (SCA)](https://www.g2.com/survey_responses/opentext-static-application-security-testing-review-10770814)"**

**Rating:** 4.0/5.0 stars
*— Lokesh T.*

[Read full review](https://www.g2.com/survey_responses/opentext-static-application-security-testing-review-10770814)

---

**"[Efficient and easy to use Code Analyzer](https://www.g2.com/survey_responses/opentext-static-application-security-testing-review-7271508)"**

**Rating:** 4.5/5.0 stars
*— Nav N.*

[Read full review](https://www.g2.com/survey_responses/opentext-static-application-security-testing-review-7271508)

---


#### What Are G2 Users Discussing About OpenText Static Application Security Testing?

- [What is Fortify Static Code Analyzer used for?](https://www.g2.com/discussions/what-is-fortify-static-code-analyzer-used-for)
- [What tools does fortify include?](https://www.g2.com/discussions/what-tools-does-fortify-include)
- [What are the main components of Fortify?](https://www.g2.com/discussions/fortify-static-code-analyzer-what-are-the-main-components-of-fortify) - 1 comment
- [What is Fortify software used for?](https://www.g2.com/discussions/fortify-static-code-analyzer-what-is-fortify-software-used-for)
- [What is Micro Focus Fortify static code analyzer?](https://www.g2.com/discussions/what-is-micro-focus-fortify-static-code-analyzer)

### 4. [Kiuwan Code Security &amp; Insights](https://www.g2.com/products/kiuwan-code-security-insights/reviews)
Fast, Flexible Code Security! Kiuwan is a robust, end-to-end application security platform that integrates seamlessly into your development process. Our toolset includes Static Application Security Testing (SAST), Software Composition Analysis (SCA), Software Governance and Code Quality, empowering your team to quickly identify and remediate vulnerabilities. By integrating seamlessly into your CI/CD pipeline, Kiuwan enables early detection and remediation of security issues. Kiuwan supports strict compliance with industry standards including OWASP, CWE, MISRA, NIST, PCI DSS, and CERT, among others. Top features: ✅ Extensive language support: Over 30 programming languages. ✅ Detailed action plans: Prioritize remediation with tailored action plans. ✅ Code Security: Seamless Static Application Security Testing (SAST) integration. ✅ Insights: On-demand or continuous scanning Software Composition Analysis (SCA) to help reduce third-party threats. ✅ One-click Software Bill of Materials (SBOM) generation. Kiuwan is now part of Sembi - a global portfolio of market-leading software brands focused on software quality, security, and developer productivity. Code Smarter. Secure Faster. Ship Sooner


**Average Rating:** 4.5/5.0
**Total Reviews:** 29
**How Do G2 Users Rate Kiuwan Code Security &amp; Insights?**

- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.7/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.5/10 (Category avg: 8.7/10)
- **What is your organization&#39;s estimated ROI on the product (payback period in months)?:** 10/10 (Category avg: 10/10)

**Who Is the Company Behind Kiuwan Code Security &amp; Insights?**

- **Seller:** [Sembi](https://www.g2.com/sellers/sembi)
- **Year Founded:** 2023
- **HQ Location:** Austin, US
- **LinkedIn® Page:** https://www.linkedin.com/company/sembi-inc/ (94 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Information Technology and Services, Banking
- **Company Size:** 41% Enterprise, 35% Mid-Market


#### What Are Kiuwan Code Security &amp; Insights's Pros and Cons?

**Pros:**

- Accuracy (2 reviews)
- Accuracy of Findings (2 reviews)
- Customer Support (2 reviews)
- Ease of Use (2 reviews)
- Automation Testing (1 reviews)



### What Do G2 Reviewers Say About Kiuwan Code Security &amp; Insights?
*AI-generated summary from verified user reviews*

**Pros:**

- Users commend the **accuracy** of Kiuwan&#39;s code scans, ensuring reliable results and satisfaction with reporting capabilities.
- Users value the **accuracy of findings** from Kiuwan Code Security &amp; Insights, enhancing their confidence in code security.
- Users appreciate the **efficient customer support** of Kiuwan, enhancing their overall experience and satisfaction with the product.
- Users value the **user-friendly interface** of Kiuwan, enhancing their experience with efficient code scans and reporting.
- Users appreciate the **user-friendly interface** of Kiuwan Code Security &amp; Insights, making dashboard navigation easy and efficient.


#### What Are Recent G2 Reviews of Kiuwan Code Security &amp; Insights?

**"[Elevated our software security to the next level. Improved our code quality.](https://www.g2.com/survey_responses/kiuwan-code-security-insights-review-11651809)"**

**Rating:** 5.0/5.0 stars
*— Abdullah Enes K.*

[Read full review](https://www.g2.com/survey_responses/kiuwan-code-security-insights-review-11651809)

---

**"[Impeccable Security and Code Analysis, with Potential for Improvement in Customization](https://www.g2.com/survey_responses/kiuwan-code-security-insights-review-12676887)"**

**Rating:** 5.0/5.0 stars
*— Abelardo I.*

[Read full review](https://www.g2.com/survey_responses/kiuwan-code-security-insights-review-12676887)

---



### 5. [Coverity](https://www.g2.com/products/coverity/reviews)
Coverity® is a fast, accurate, and highly scalable static analysis (SAST) solution that helps development and security teams address security and quality defects early in the software development life cycle (SDLC), track and manage risks across the application portfolio, and ensure compliance with security and coding standards.


**Average Rating:** 4.2/5.0
**Total Reviews:** 55
**How Do G2 Users Rate Coverity?**

- **Has the product been a good partner in doing business?:** 8.1/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.2/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.4/10 (Category avg: 8.7/10)
- **What is your organization&#39;s estimated ROI on the product (payback period in months)?:** 10/10 (Category avg: 10/10)

**Who Is the Company Behind Coverity?**

- **Seller:** [Synopsys](https://www.g2.com/sellers/synopsys-53e76f66-bf39-4c28-b0f2-97178ec8ddfd)
- **Year Founded:** 1986
- **HQ Location:** Mountain View, CA
- **Twitter:** @synopsys (24,435 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/2457/ (27,920 employees on LinkedIn®)
- **Ownership:** NASDAQ:SNPS

**Who Uses This Product?**
- **Who Uses This:** Software Engineer
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 65% Enterprise, 27% Mid-Market



#### What Are Recent G2 Reviews of Coverity?

**"[Optimized code with Coverity tool](https://www.g2.com/survey_responses/coverity-review-5148747)"**

**Rating:** 5.0/5.0 stars
*— Deepti S.*

[Read full review](https://www.g2.com/survey_responses/coverity-review-5148747)

---

**"[Tool which is the best for the static analysis](https://www.g2.com/survey_responses/coverity-review-5051134)"**

**Rating:** 4.5/5.0 stars
*— Verified User in Information Technology and Services*

[Read full review](https://www.g2.com/survey_responses/coverity-review-5051134)

---


#### What Are G2 Users Discussing About Coverity?

- [What is Coverity used for?](https://www.g2.com/discussions/what-is-coverity-used-for)
- [What is coverity connect?](https://www.g2.com/discussions/what-is-coverity-connect)
- [How does Coverity Static Analysis work?](https://www.g2.com/discussions/how-does-coverity-static-analysis-work)
- [What is Coverity report?](https://www.g2.com/discussions/what-is-coverity-report)
- [What is Coverity software?](https://www.g2.com/discussions/what-is-coverity-software)

### 6. [Codacy](https://www.g2.com/products/codacy/reviews)
Codacy is the code quality and security platform for AI-assisted engineering teams. AI is now embedded through the engineering workflow, which has made teams faster, but also adds risk to everything they ship. Codacy helps AI-assisted teams ship high-quality, secure code across the full software development lifecycle, starting in the agent and editor, through pull requests in Git, and into containers and runtime security. At each stage we check for quality issues, security vulnerabilities and AI coding risk introduced into the codebase, and help devs and agent fix them effortlessly. A team&#39;s standards become automated guardrails that apply across every IDE, AI coding agent, and Pull Request. More than 250,000 developers rely on Codacy to keep quality and security stable as AI changes how software gets built. Add your repo and get your free scan report in minutes: https://codacy.com


**Average Rating:** 4.6/5.0
**Total Reviews:** 29
**How Do G2 Users Rate Codacy?**

- **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.9/10 (Category avg: 8.5/10)
- **Ease of Use:** 9.1/10 (Category avg: 8.7/10)
- **What is your organization&#39;s estimated ROI on the product (payback period in months)?:** 10/10 (Category avg: 10/10)

**Who Is the Company Behind Codacy?**

- **Seller:** [Codacy](https://www.g2.com/sellers/codacy)
- **Year Founded:** 2012
- **HQ Location:** Lisbon, Lisboa
- **Twitter:** @codacy (5,002 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/3310124/ (69 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Computer Software
- **Company Size:** 59% Small-Business, 24% Mid-Market


#### What Are Codacy's Pros and Cons?

**Pros:**

- Security (2 reviews)
- Automation (1 reviews)
- Automation Testing (1 reviews)
- Code Quality (1 reviews)
- Customer Support (1 reviews)

**Cons:**

- Expensive (1 reviews)


### What Do G2 Reviewers Say About Codacy?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **security dashboard and vulnerability management** features of Codacy for enhanced insights and code safety.
- Users value the **integrated automation** of Codacy, finding it user-friendly and effective for maintaining code quality.
- Users value the **integrated automation testing** in Codacy, appreciating its ease of use and effective quality control.
- Users value the **excellent code quality** features of Codacy, finding it easy to maintain clean and secure code.
- Users value the **helpful customer support** of Codacy, appreciating their immediate assistance for quick resolutions.

**Cons:**

- Users find Codacy to be **a bit expensive** at $19/month, which may burden smaller organizations financially.

#### What Are Recent G2 Reviews of Codacy?

**"[Codacy is a security must-have tool in our company](https://www.g2.com/survey_responses/codacy-review-10264506)"**

**Rating:** 5.0/5.0 stars
*— David M.*

[Read full review](https://www.g2.com/survey_responses/codacy-review-10264506)

---

**"[Easy GitHub &amp; CI/CD Integration That Catches Bugs Before Production](https://www.g2.com/survey_responses/codacy-review-12739228)"**

**Rating:** 4.5/5.0 stars
*— Arjun M.*

[Read full review](https://www.g2.com/survey_responses/codacy-review-12739228)

---



### 7. [OpenText Core Application Security](https://www.g2.com/products/opentext-core-application-security/reviews)
Fortify on Demand (FoD) is a complete Application Security as a Service solution. It offers an easy way to get started with the flexibility to scale. In addition to static and dynamic, Fortify on Demand covers in-depth mobile app security testing, open-source analysis, and vendor application security management. False positives are removed for every test and test results can be manually reviewed by application security experts.


**Average Rating:** 4.1/5.0
**Total Reviews:** 34
**How Do G2 Users Rate OpenText Core Application Security?**

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.9/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.2/10 (Category avg: 8.7/10)
- **What is your organization&#39;s estimated ROI on the product (payback period in months)?:** 10/10 (Category avg: 10/10)

**Who Is the Company Behind OpenText Core Application Security?**

- **Seller:** [OpenText](https://www.g2.com/sellers/opentext)
- **Year Founded:** 1991
- **HQ Location:** Waterloo, ON
- **Twitter:** @OpenText (21,565 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/2709/ (23,048 employees on LinkedIn®)
- **Ownership:** NASDAQ:OTEX

**Who Uses This Product?**
- **Top Industries:** Information Technology and Services
- **Company Size:** 41% Enterprise, 32% Small-Business



#### What Are Recent G2 Reviews of OpenText Core Application Security?

**"[Safe and Secured Barrier](https://www.g2.com/survey_responses/opentext-core-application-security-review-8819443)"**

**Rating:** 4.5/5.0 stars
*— Ajinkya M.*

[Read full review](https://www.g2.com/survey_responses/opentext-core-application-security-review-8819443)

---

**"[Review of MicroFocus Application Defender](https://www.g2.com/survey_responses/opentext-core-application-security-review-8781016)"**

**Rating:** 4.5/5.0 stars
*— sohrab a.*

[Read full review](https://www.g2.com/survey_responses/opentext-core-application-security-review-8781016)

---


#### What Are G2 Users Discussing About OpenText Core Application Security?

- [What are the main components of Fortify?](https://www.g2.com/discussions/micro-focus-fortify-on-demand-what-are-the-main-components-of-fortify)
- [How does Fortify on Demand work?](https://www.g2.com/discussions/how-does-fortify-on-demand-work)
- [What is Fortify software used for?](https://www.g2.com/discussions/micro-focus-fortify-on-demand-what-is-fortify-software-used-for)
- [What is Micro Focus Fortify on Demand?](https://www.g2.com/discussions/what-is-micro-focus-fortify-on-demand)

### 8. [Veracode Application Security Platform](https://www.g2.com/products/veracode-application-security-platform/reviews)
Veracode helps companies that innovate through software deliver secure code on time. Unlike on-premise solutions that are hard to scale and focused on finding rather than fixing, Veracode comprises a unique combination of SaaS technology and on-demand expertise that enables DevSecOps through integration with your pipeline,empower developers to fix security defects, and scales your program through best practices to achieve your desired outcomes. Veracode covers your all your AppSec needs in one solution through a combination of five analysis types available for 24 programming languages, 77 frameworks, and application types as varied as microservices, mainframe and mobile apps.


**Average Rating:** 3.8/5.0
**Total Reviews:** 25
**How Do G2 Users Rate Veracode Application Security Platform?**

- **Has the product been a good partner in doing business?:** 7.9/10 (Category avg: 8.7/10)
- **Ease of Admin:** 7.4/10 (Category avg: 8.5/10)
- **Ease of Use:** 7.3/10 (Category avg: 8.7/10)
- **What is your organization&#39;s estimated ROI on the product (payback period in months)?:** 10/10 (Category avg: 10/10)

**Who Is the Company Behind Veracode Application Security Platform?**

- **Seller:** [VERACODE](https://www.g2.com/sellers/veracode)
- **Year Founded:** 2006
- **HQ Location:** Burlington, MA
- **Twitter:** @Veracode (21,950 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/27845/ (502 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Information Technology and Services
- **Company Size:** 69% Enterprise, 31% Mid-Market


#### What Are Veracode Application Security Platform's Pros and Cons?

**Pros:**

- Security (5 reviews)
- Vulnerability Detection (5 reviews)
- Automated Scanning (3 reviews)
- Detection (3 reviews)
- Ease of Use (3 reviews)

**Cons:**

- Expensive (2 reviews)
- Lack of Information (2 reviews)
- Licensing Issues (2 reviews)
- Poor Customer Support (2 reviews)
- Pricing Issues (2 reviews)


### What Do G2 Reviewers Say About Veracode Application Security Platform?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **comprehensive security analysis** offered by Veracode, effectively addressing vulnerabilities and streamlining development.
- Users value Veracode for its **effective vulnerability detection** , ensuring high-security standards and seamless integration into development processes.
- Users appreciate the **automated scanning** feature of Veracode, which effectively identifies vulnerabilities and enhances security standards.
- Users value the **effective detection capabilities** of Veracode, enabling thorough security checks and vulnerability identification.
- Users value the **ease of use** of Veracode, benefiting from seamless integration and comprehensive security analysis.

**Cons:**

- Users find the platform to be **expensive** , with rising costs and unjustifiable investment in customer success packages.
- Users face a **lack of information** regarding features and services, leading to confusion and unmet expectations.
- Users express concerns about **licensing issues** , citing high costs, complex models, and unmet feature expectations.
- Users report **poor customer support** , experiencing pressure from sales and challenges with feature delivery and documentation.
- Users express concerns over **pricing issues** , citing increased costs, complex licensing, and pressure from sales executives.

#### What Are Recent G2 Reviews of Veracode Application Security Platform?

**"[Streamlined Security, Effortless Integration](https://www.g2.com/survey_responses/veracode-application-security-platform-review-11757799)"**

**Rating:** 5.0/5.0 stars
*— Bhanu Prakash M.*

[Read full review](https://www.g2.com/survey_responses/veracode-application-security-platform-review-11757799)

---

**"[Clear, Unified View of Application Capabilities](https://www.g2.com/survey_responses/veracode-application-security-platform-review-12910910)"**

**Rating:** 4.5/5.0 stars
*— Christopher S.*

[Read full review](https://www.g2.com/survey_responses/veracode-application-security-platform-review-12910910)

---


#### What Are G2 Users Discussing About Veracode Application Security Platform?

- [What is difference between veracode and SonarQube?](https://www.g2.com/discussions/what-is-difference-between-veracode-and-sonarqube)
- [What is veracode software composition analysis?](https://www.g2.com/discussions/what-is-veracode-software-composition-analysis)
- [What is veracode used for?](https://www.g2.com/discussions/what-is-veracode-used-for)
- [What is the veracode application security platform?](https://www.g2.com/discussions/what-is-the-veracode-application-security-platform)

### 9. [DeepSource](https://www.g2.com/products/deepsource/reviews)
DeepSource is an all-in-one code health platform that equips organizations with everything they need to build maintainable and secure software while elevating the velocity of their software development cycle. - Guaranteed below 5% false-positive rate with highly accurate and fast static analyzers - Automated issue remediation with Autofix™️ - Code Issue and security reporting: OWASP Top 10, SANS Top 25, Code Coverage, and more - Self-hosted option with one-click installation and upgrades


**Average Rating:** 4.6/5.0
**Total Reviews:** 22
**How Do G2 Users Rate DeepSource?**

- **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 8.7/10)
- **Ease of Admin:** 10.0/10 (Category avg: 8.5/10)
- **Ease of Use:** 9.3/10 (Category avg: 8.7/10)
- **What is your organization&#39;s estimated ROI on the product (payback period in months)?:** 3.3/10 (Category avg: 10/10)

**Who Is the Company Behind DeepSource?**

- **Seller:** [DeepSource](https://www.g2.com/sellers/deepsource)
- **Year Founded:** 2018
- **HQ Location:** San Francisco, California
- **LinkedIn® Page:** https://www.linkedin.com/company/deepsourcelabs/ (20 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Computer Software
- **Company Size:** 82% Small-Business, 9% Enterprise



#### What Are Recent G2 Reviews of DeepSource?

**"[Excellent service](https://www.g2.com/survey_responses/deepsource-review-7648888)"**

**Rating:** 4.5/5.0 stars
*— Verified User in Transportation/Trucking/Railroad*

[Read full review](https://www.g2.com/survey_responses/deepsource-review-7648888)

---

**"[Code health automation at its best](https://www.g2.com/survey_responses/deepsource-review-7636137)"**

**Rating:** 4.5/5.0 stars
*— David P.*

[Read full review](https://www.g2.com/survey_responses/deepsource-review-7636137)

---


#### What Are G2 Users Discussing About DeepSource?

- [Which type of tools perform static analysis of code?](https://www.g2.com/discussions/which-type-of-tools-perform-static-analysis-of-code)
- [What kind of analysis is performed by static checker?](https://www.g2.com/discussions/what-kind-of-analysis-is-performed-by-static-checker)
- [What is DeepSource io?](https://www.g2.com/discussions/what-is-deepsource-io)
- [How does DeepSource work?](https://www.g2.com/discussions/how-does-deepsource-work)

### 10. [Embold](https://www.g2.com/products/embold/reviews)
Embold supports developers and development teams by finding critical code issues before they become roadblocks. It is the perfect tool to analyze, diagnose, transform, and sustain your software efficiently. With the use of A.I. and machine learning technologies, Embold can immediately prioritize issues, suggest ways to best solve them, and re-factor software where necessary. Run it within your current Dev-Ops stack, on premise or in the cloud privately or publicly.


**Average Rating:** 4.7/5.0
**Total Reviews:** 15
**How Do G2 Users Rate Embold?**

- **Has the product been a good partner in doing business?:** 9.3/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.7/10 (Category avg: 8.5/10)
- **Ease of Use:** 9.4/10 (Category avg: 8.7/10)
- **What is your organization&#39;s estimated ROI on the product (payback period in months)?:** 10/10 (Category avg: 10/10)

**Who Is the Company Behind Embold?**

- **Seller:** [Embold Technologies](https://www.g2.com/sellers/embold-technologies)
- **Year Founded:** 2009
- **HQ Location:** Frankfurt am Main, Hesse
- **Twitter:** @embold_io (1,054 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1727876/ (12 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Computer Software
- **Company Size:** 56% Small-Business, 28% Mid-Market



#### What Are Recent G2 Reviews of Embold?

**"[Simple and Meaningful](https://www.g2.com/survey_responses/embold-review-4111852)"**

**Rating:** 5.0/5.0 stars
*— Swarup B.*

[Read full review](https://www.g2.com/survey_responses/embold-review-4111852)

---

**"[Meaningful and actionable insights into your code](https://www.g2.com/survey_responses/embold-review-4014679)"**

**Rating:** 5.0/5.0 stars
*— Amit A.*

[Read full review](https://www.g2.com/survey_responses/embold-review-4014679)

---



### 11. [Codiga](https://www.g2.com/products/codiga/reviews)
Automate your code reviews and write faster code with Codiga Coding Assistant. Codiga proposes two products: 1. Automated Code Reviews on GitHub, GitLab, and Bitbucket 2. Smart Coding Assistant to help developers find and import safe and reliable code patterns directly in their IDE.


**Average Rating:** 4.6/5.0
**Total Reviews:** 21
**How Do G2 Users Rate Codiga?**

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.7/10)
- **Ease of Admin:** 9.2/10 (Category avg: 8.5/10)
- **Ease of Use:** 9.5/10 (Category avg: 8.7/10)
- **What is your organization&#39;s estimated ROI on the product (payback period in months)?:** 3.3/10 (Category avg: 10/10)

**Who Is the Company Behind Codiga?**

- **Seller:** [Codiga](https://www.g2.com/sellers/codiga)
- **Year Founded:** 2020
- **HQ Location:** Denver, US
- **Twitter:** @getcodiga (970 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/codigahq/ (1 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Computer Software
- **Company Size:** 67% Small-Business, 19% Enterprise



#### What Are Recent G2 Reviews of Codiga?

**"[An extremely useful tool](https://www.g2.com/survey_responses/codiga-review-6986608)"**

**Rating:** 5.0/5.0 stars
*— Daniel G.*

[Read full review](https://www.g2.com/survey_responses/codiga-review-6986608)

---

**"[great automated code review](https://www.g2.com/survey_responses/codiga-review-7141195)"**

**Rating:** 4.0/5.0 stars
*— Glenn D.*

[Read full review](https://www.g2.com/survey_responses/codiga-review-7141195)

---


#### What Are G2 Users Discussing About Codiga?

- [What is Codiga used for?](https://www.g2.com/discussions/what-is-codiga-used-for)

### 12. [Pylint](https://www.g2.com/products/pylint/reviews)
Pylint is a tool that checks for errors in Python code, tries to enforce a coding standard and looks for bad code smells.


**Average Rating:** 4.2/5.0
**Total Reviews:** 18
**How Do G2 Users Rate Pylint?**

- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.3/10 (Category avg: 8.5/10)
- **Ease of Use:** 9.0/10 (Category avg: 8.7/10)

**Who Is the Company Behind Pylint?**

- **Seller:** [Pylint](https://www.g2.com/sellers/pylint)
- **Year Founded:** 2019
- **HQ Location:** Z√ºrich, Z√ºrich
- **Twitter:** @pylint (2 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Computer Software
- **Company Size:** 53% Enterprise, 32% Mid-Market



#### What Are Recent G2 Reviews of Pylint?

**"[Best quality tracking tool for python](https://www.g2.com/survey_responses/pylint-review-1820520)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Information Technology and Services*

[Read full review](https://www.g2.com/survey_responses/pylint-review-1820520)

---

**"[Pylint quickly catches error in your python code](https://www.g2.com/survey_responses/pylint-review-3375995)"**

**Rating:** 4.5/5.0 stars
*— Ernest  K.*

[Read full review](https://www.g2.com/survey_responses/pylint-review-3375995)

---



### 13. [GuardRails](https://www.g2.com/products/guardrails-guardrails/reviews)
GuardRails is an end-to-end security platform that makes AppSec easier for both security and development teams. We scan, detect, and provide real-time guidance to fix vulnerabilities early. Trusted by hundreds of teams around the world to build safer apps, GuardRails integrates seamlessly into the developers’ workflow, quietly scans as they code, and shows how to fix security issues on the spot via Just-in-Time training. GuardRails commits to keeping the noise low and only reporting high-impact vulnerabilities that are relevant to your organization. GuardRails helps organizations shift security everywhere and build a strong DevSecOps pipeline, so they can go faster to market without risking security.


**Average Rating:** 4.3/5.0
**Total Reviews:** 29
**How Do G2 Users Rate GuardRails?**

- **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 8.7/10)
- **Ease of Admin:** 8.7/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.3/10 (Category avg: 8.7/10)
- **What is your organization&#39;s estimated ROI on the product (payback period in months)?:** 10/10 (Category avg: 10/10)

**Who Is the Company Behind GuardRails?**

- **Seller:** [GuardRails](https://www.g2.com/sellers/guardrails)
- **Year Founded:** 2017
- **HQ Location:** Singapore, Singapore
- **Twitter:** @guardrailsio (1,553 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/13599521 (13 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Information Technology and Services, Financial Services
- **Company Size:** 52% Small-Business, 48% Mid-Market


#### What Are GuardRails's Pros and Cons?

**Pros:**

- Security (13 reviews)
- Vulnerability Detection (11 reviews)
- Ease of Use (9 reviews)
- Error Reduction (9 reviews)
- Threat Detection (9 reviews)

**Cons:**

- Missing Features (4 reviews)
- Time Management (3 reviews)
- Bug Issues (2 reviews)
- Dashboard Issues (2 reviews)
- False Positives (2 reviews)


### What Do G2 Reviewers Say About GuardRails?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **robust security features** of GuardRails, enabling better vulnerability management and compliance in development processes.
- Users value the **vulnerability detection** capabilities of GuardRails, ensuring quick and effective security for their code.
- Users find GuardRails **easy to use** , benefiting from seamless IDE integration and real-time security feedback.
- Users value the **error reduction** capabilities of GuardRails, which enhance security and improve overall development efficiency.
- Users commend the **effective threat detection** of GuardRails, ensuring robust security throughout the development process.

**Cons:**

- Users note the **missing features** in GuardRails, such as limited developer access and inadequate report generation capabilities.
- Users find **time management challenging** with GuardRails due to features being overwhelming and limited developer capacity.
- Users face **bug issues** with GuardRails, including code push failures and delays due to low-quality coding practices.
- Users experience **dashboard issues** , facing challenges with report generation and syncing new user dashboards.
- Users report **numerous false positives** in GuardRails, potentially complicating the vulnerability management process.

#### What Are Recent G2 Reviews of GuardRails?

**"[A must tool for security](https://www.g2.com/survey_responses/guardrails-review-8536638)"**

**Rating:** 4.0/5.0 stars
*— Sanjeev M.*

[Read full review](https://www.g2.com/survey_responses/guardrails-review-8536638)

---

**"[Security and Flexibility with GuardRails](https://www.g2.com/survey_responses/guardrails-review-8956655)"**

**Rating:** 4.0/5.0 stars
*— Muhammad S.*

[Read full review](https://www.g2.com/survey_responses/guardrails-review-8956655)

---



### 14. [Codecov](https://www.g2.com/products/codecov/reviews)
Codecov is a code coverage tool.


**Average Rating:** 3.9/5.0
**Total Reviews:** 10
**How Do G2 Users Rate Codecov?**

- **Has the product been a good partner in doing business?:** 4.2/10 (Category avg: 8.7/10)
- **Ease of Admin:** 7.5/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.1/10 (Category avg: 8.7/10)
- **What is your organization&#39;s estimated ROI on the product (payback period in months)?:** 10/10 (Category avg: 10/10)

**Who Is the Company Behind Codecov?**

- **Seller:** [Codecov](https://www.g2.com/sellers/codecov)
- **Year Founded:** 2015
- **HQ Location:** San Francisco, California
- **Twitter:** @codecov (3,067 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/codecov/ (2 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Computer Software
- **Company Size:** 50% Small-Business, 40% Mid-Market



#### What Are Recent G2 Reviews of Codecov?

**"[The reports generated are informational and helpfull](https://www.g2.com/survey_responses/codecov-review-9313369)"**

**Rating:** 4.5/5.0 stars
*— Sagar S.*

[Read full review](https://www.g2.com/survey_responses/codecov-review-9313369)

---

**"[Decoding Codecov: Uncovering Ratings and Impact in Development](https://www.g2.com/survey_responses/codecov-review-9074928)"**

**Rating:** 4.5/5.0 stars
*— Verified User in Automotive*

[Read full review](https://www.g2.com/survey_responses/codecov-review-9074928)

---


#### What Are G2 Users Discussing About Codecov?

- [What is Codecov Yml?](https://www.g2.com/discussions/what-is-codecov-yml)
- [What is Codecov GitHub?](https://www.g2.com/discussions/what-is-codecov-github)
- [Who is using Codecov?](https://www.g2.com/discussions/who-is-using-codecov)

### 15. [codebeat](https://www.g2.com/products/codebeat/reviews)
codebeat is an automated review for web and mobile that gathers the results of static code analysis into a single, real-time report that gives all project stakeholders the information required to identify code smells, security holes and improve code quality.


**Average Rating:** 4.8/5.0
**Total Reviews:** 6
**How Do G2 Users Rate codebeat?**

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.7/10)
- **Ease of Admin:** 9.4/10 (Category avg: 8.5/10)
- **Ease of Use:** 10.0/10 (Category avg: 8.7/10)

**Who Is the Company Behind codebeat?**

- **Seller:** [codequest](https://www.g2.com/sellers/codequest)
- **Year Founded:** 2014
- **HQ Location:** Warsaw, PL
- **Twitter:** @codebeatapp (244 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/9184059/ (3 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 50% Small-Business, 33% Mid-Market



#### What Are Recent G2 Reviews of codebeat?

**"[Great Code analysis tool for cloud CIs](https://www.g2.com/survey_responses/codebeat-review-206968)"**

**Rating:** 5.0/5.0 stars
*— Timothy S.*

[Read full review](https://www.g2.com/survey_responses/codebeat-review-206968)

---

**"[I just Love it!](https://www.g2.com/survey_responses/codebeat-review-206516)"**

**Rating:** 5.0/5.0 stars
*— Sacha D.*

[Read full review](https://www.g2.com/survey_responses/codebeat-review-206516)

---



### 16. [Understand](https://www.g2.com/products/understand/reviews)
Understand is a customizable integrated development environment (IDE) that enables static code analysis through an array of visuals, documentation, and metric tools. It was built to help software developers comprehend, maintain, and document their source code. It enables code comprehension by providing flow charts of relationships and building a dictionary of variables and procedures from a provided source code. In addition to functioning as an integrated development environment, Understand provides tools for metrics and reports, standards testing, documentation, searching, graphing, and code knowledge. It is capable of analyzing projects with millions of lines of code and works with code bases written in multiple languages. Understand supports projects written in Ada, Cobol, Ansi C, K&amp;R C, Ansi C++, C#, FORTRAN, Java, Jovial, Pascal, PL/M, Python, VHDL, Objective C, Objective C++, HTML, PHP, JavaScript, and XML.


**Average Rating:** 4.2/5.0
**Total Reviews:** 5
**How Do G2 Users Rate Understand?**

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.7/10)
- **Ease of Admin:** 10.0/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.9/10 (Category avg: 8.7/10)

**Who Is the Company Behind Understand?**

- **Seller:** [Scientific Toolworks](https://www.g2.com/sellers/scientific-toolworks)
- **Year Founded:** 1996
- **HQ Location:** St. George, US
- **Twitter:** @scitools (34 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1038798 (20 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 60% Enterprise, 20% Mid-Market



#### What Are Recent G2 Reviews of Understand?

**"[The best software for understanding code flow](https://www.g2.com/survey_responses/understand-review-6867725)"**

**Rating:** 4.5/5.0 stars
*— Amal J.*

[Read full review](https://www.g2.com/survey_responses/understand-review-6867725)

---

**"[Best software for understanding S/W design](https://www.g2.com/survey_responses/understand-review-6867286)"**

**Rating:** 4.5/5.0 stars
*— Amal J.*

[Read full review](https://www.g2.com/survey_responses/understand-review-6867286)

---


#### What Are G2 Users Discussing About Understand?

- [What is Understand used for?](https://www.g2.com/discussions/what-is-understand-used-for)

### 17. [Qwiet AI](https://www.g2.com/products/qwiet-ai/reviews)
Qwiet AI delivers comprehensive application security by combining agentic AI with advanced code analysis. In a single scan, the platform provides uniquely accurate SAST, SCA, SBOM, secrets detection, and container analysis that helps dev and security teams find and fix vulnerabilities faster. With its proprietary Code Property Graph (CPG) technology and AI/ML models, Qwiet AI achieves up to 95% reduction in false positives compared to traditional tools, while offering contextual AutoFix that understands the unique context of your code, even across complex enterprise applications. Q: What makes Qwiet AI different from other AppSec solutions? A: Qwiet AI stands out through its agentic AI approach, which enables autonomous vulnerability detection and remediation. The platform&#39;s Code Property Graph technology allows for deeper code analysis and more accurate vulnerability detection, resulting in dramatically fewer false positives than traditional tools. This advanced technology enables the platform to understand code relationships and context at a deeper level, leading to precise vuln detection and contextually appropriate fixes. Q: What security capabilities does the platform include? A: The platform provides comprehensive security coverage including: - Static Application Security Testing (SAST) using a patented CPG-based approach, for vuln detection that is objectively the fastest and most accurate available per the OWASP benchmark - Software Composition Analysis (SCA) for third-party dependency scanning and vulnerability detection in open source components - Automated SBOM generation for supply chain transparency and compliance requirements - Advanced secrets detection to prevent credential exposure and secure sensitive information - Container security analysis built in - AI-powered AutoFix for automated vulnerability remediation with contextually aware patches, powered by the CPG and a custom AI/ML engine with its own LLM - Custom rule creation capabilities for organization-specific security requirements Q: How does Qwiet AI improve development workflows? A: Qwiet AI integrates seamlessly into existing CI/CD pipelines and developer workflows. The platform&#39;s speed (up to 40x faster than traditional scanners) and accuracy mean developers spend less time investigating false positives and more time coding. The AutoFix capability helps developers resolve issues quickly with AI-generated patches that are contextually aware and tailored to your codebase. Additionally, the platform provides IDE integrations and pull request analysis to catch vulnerabilities early in the development process. Q: What do customers think? A: Qwiet AI provides enterprise-grade support with dedicated customer success representatives and technical account managers. The platform consistently receives high marks for customer support, with a 97% &quot;would recommend&quot; rate in Gartner&#39;s Voice of the Customer. Customers receive comprehensive onboarding assistance, ongoing technical support, and regular check-ins to ensure successful implementation and adoption. Q: How can I get started with Qwiet AI? A: Qwiet AI offers self-service access, self-guided demos, and AE-guided demos, depending on your needs. You can request a personalized demo through the company website at qwiet.ai to see how the platform addresses their specific security challenges. You can also sign up for self-service access through the web site, or access documentation and integration guides there.


**Average Rating:** 4.8/5.0
**Total Reviews:** 3
**How Do G2 Users Rate Qwiet AI?**

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.7/10)
- **Ease of Admin:** 10.0/10 (Category avg: 8.5/10)
- **Ease of Use:** 10.0/10 (Category avg: 8.7/10)
- **What is your organization&#39;s estimated ROI on the product (payback period in months)?:** 10/10 (Category avg: 10/10)

**Who Is the Company Behind Qwiet AI?**

- **Seller:** [Qwiet AI](https://www.g2.com/sellers/qwiet-ai)
- **HQ Location:** San Jose, California, United States
- **Twitter:** @ShiftLeftInc (1,164 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/qwiet (45 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 67% Enterprise, 33% Small-Business


#### What Are Qwiet AI's Pros and Cons?

**Pros:**

- Collaboration (1 reviews)
- Customer Support (1 reviews)
- Easy Integrations (1 reviews)
- Integration Support (1 reviews)
- Team Collaboration (1 reviews)

**Cons:**

- Command Line Difficulty (1 reviews)
- Limited Customization (1 reviews)
- Limited Features (1 reviews)
- UX Improvement (1 reviews)


### What Do G2 Reviewers Say About Qwiet AI?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **responsive and collaborative support** from Qwiet AI, enhancing integration into their CI/CD pipelines.
- Users value the **highly responsive customer support** of Qwiet AI, which facilitates seamless integration processes.
- Users value the **easy integrations** of Qwiet AI, appreciating its thorough documentation for seamless CI/CD pipeline incorporation.
- Users value the **comprehensive documentation** from Qwiet AI, facilitating seamless integration into CI/CD pipelines.
- Users value the **effective team collaboration** fostered by Qwiet AI’s responsive support and thorough integration documentation.

**Cons:**

- Users find the lack of a graphical interface for policies frustrating, relying solely on the **command line interface**.
- Users find the **limited customization options** frustrating, as policy creation relies solely on the CLI without a user interface.
- Users find the **limited features** of Qwiet AI frustrating, lacking a user-friendly interface for policy creation.
- Users find the lack of a user interface for creating policies a significant **UX improvement** concern for Qwiet AI.

#### What Are Recent G2 Reviews of Qwiet AI?

**"[A great easy-to-use SAST Scanner](https://www.g2.com/survey_responses/qwiet-ai-review-8626743)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Retail*

[Read full review](https://www.g2.com/survey_responses/qwiet-ai-review-8626743)

---

**"[Seamless Integration with Responsive Support](https://www.g2.com/survey_responses/qwiet-ai-review-10278075)"**

**Rating:** 5.0/5.0 stars
*— Brooks S.*

[Read full review](https://www.g2.com/survey_responses/qwiet-ai-review-10278075)

---



### 18. [bugScout](https://www.g2.com/products/bugscout/reviews)
Platform for detecting security vulnerabilities in applications by analyzing the source code. bugScout® is the most complete and versatile SAST platform on the market for detecting application security vulnerabilities through source code analysis. Designed by ethical hackers and reputable security auditors, bugScout® follows international security rules and standards and is at the forefront of cybercrime techniques to keep customer applications safe and secure. It is multiplatform, offered On-Premise or Cloud, and made available in SaaS mode. The internationality of bugScout® allows you to work in 3 languages, easily selectable in the settings of the platform itself. bugScout® has the ability to perform complete application audits and, at the same time, integrate seamlessly into the DevOps lifecycle, facilitating continuous analysis of the source code, without any interference in the application development processes. The excellent results of bugScout® are the result of the development for the different programming languages, which allow to track all possible execution flows of the applications to be audited and cover each and every one of the execution paths, detecting security vulnerabilities and quality errors. bugScout® provides complete reports and reports of your activity, fully customizable through various filters, depending on the recipient and the information you want to view. The different formats of reports and reports allow to obtain final reports and exportable files to other management platforms, for integration in the Customer Information Systems.


**Average Rating:** 3.5/5.0
**Total Reviews:** 2
**How Do G2 Users Rate bugScout?**

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.7/10)
- **Ease of Admin:** 6.7/10 (Category avg: 8.5/10)
- **Ease of Use:** 8.3/10 (Category avg: 8.7/10)

**Who Is the Company Behind bugScout?**

- **Seller:** [NalbaTech](https://www.g2.com/sellers/nalbatech)
- **Year Founded:** 2010
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/bugscout-international (2 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 50% Enterprise, 50% Mid-Market



#### What Are Recent G2 Reviews of bugScout?

**"[Scouting Vulnerabilities](https://www.g2.com/survey_responses/bugscout-review-948592)"**

**Rating:** 4.0/5.0 stars
*— Verified User in Computer &amp; Network Security*

[Read full review](https://www.g2.com/survey_responses/bugscout-review-948592)

---


#### What Are G2 Users Discussing About bugScout?

- [What is bugScout used for?](https://www.g2.com/discussions/what-is-bugscout-used-for)

### 19. [Doppins](https://www.g2.com/products/doppins/reviews)
Doppins automatically upgrades dependencies through friendly GitHub pull requests.


**Average Rating:** 3.0/5.0
**Total Reviews:** 1
**How Do G2 Users Rate Doppins?**

- **Ease of Use:** 10.0/10 (Category avg: 8.7/10)

**Who Is the Company Behind Doppins?**

- **Seller:** [Doppins](https://www.g2.com/sellers/doppins)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Mid-Market




#### What Are G2 Users Discussing About Doppins?

- [What is Doppins used for?](https://www.g2.com/discussions/what-is-doppins-used-for)

### 20. [PT Application Inspector](https://www.g2.com/products/pt-application-inspector/reviews)
PT Application Inspector™ (PT AI™) is a comprehensive source code analysis tool that offers protection for web applications of any scale. Its holistic approach combines the advantages of static, dynamic, and interactive analysis to maintain application security throughout every stage of development—from the very first line of code to the go-live.


**Average Rating:** 5.0/5.0
**Total Reviews:** 2
**How Do G2 Users Rate PT Application Inspector?**

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.7/10)
- **Ease of Admin:** 10.0/10 (Category avg: 8.5/10)
- **Ease of Use:** 10.0/10 (Category avg: 8.7/10)

**Who Is the Company Behind PT Application Inspector?**

- **Seller:** [Positive Technologies](https://www.g2.com/sellers/positive-technologies)
- **HQ Location:** N/A
- **Twitter:** @PTsecurity_UK (6 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/positivetechnologies/ (776 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 67% Enterprise, 33% Small-Business



#### What Are Recent G2 Reviews of PT Application Inspector?

**"[We chose PT AI for SDL](https://www.g2.com/survey_responses/pt-application-inspector-review-3356602)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Information Technology and Services*

[Read full review](https://www.g2.com/survey_responses/pt-application-inspector-review-3356602)

---

**"[Nice source code analyzer ](https://www.g2.com/survey_responses/pt-application-inspector-review-3394127)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Banking*

[Read full review](https://www.g2.com/survey_responses/pt-application-inspector-review-3394127)

---


#### What Are G2 Users Discussing About PT Application Inspector?

- [What is PT Application Inspector used for?](https://www.g2.com/discussions/what-is-pt-application-inspector-used-for)

### 21. [Sider](https://www.g2.com/products/sider/reviews)
Seamless GitHub integration


**Average Rating:** 3.0/5.0
**Total Reviews:** 1
**How Do G2 Users Rate Sider?**

- **Ease of Use:** 8.3/10 (Category avg: 8.7/10)

**Who Is the Company Behind Sider?**

- **Seller:** [Sider](https://www.g2.com/sellers/sider)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Mid-Market




#### What Are G2 Users Discussing About Sider?

- [What is Sider used for?](https://www.g2.com/discussions/what-is-sider-used-for)

### 22. [Better Code Hub](https://www.g2.com/products/better-code-hub/reviews)
Write better code. With a Definition of Done. Better Code Hub checks your code base for compliance against 10 software engineering guidelines - and gives you immediate feedback on where to focus for quality improvements. https://github.com/marketplace/better-code-hub



**Who Is the Company Behind Better Code Hub?**

- **Seller:** [Software Improvement Group](https://www.g2.com/sellers/software-improvement-group)
- **Year Founded:** 2000
- **HQ Location:** Amsterdam, NL
- **Twitter:** @sig_eu (870 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/software-improvement-group (138 employees on LinkedIn®)






### 23. [Codegrip](https://www.g2.com/products/codegrip/reviews)
Codegrip is an automated code review SaaS platform that helps developers to save time in code reviews and to tackle technical debt efficiently.



**Who Is the Company Behind Codegrip?**

- **Seller:** [Codegrip](https://www.g2.com/sellers/codegrip)
- **Year Founded:** 2018
- **HQ Location:** La Mesa, US
- **LinkedIn® Page:** https://www.linkedin.com/company/codegrip-tech (5 employees on LinkedIn®)






### 24. [DeepCode](https://www.g2.com/products/deepcode/reviews)
DeepCode is the most advanced Static Analysis Tool for code. It utilizes semantic analysis over Open Source code to identify hundreds of thousands of rules that each developer can benefit from. The Machine Learning combined with the Semantic Internal representation delivers the highest Precision in the space and a rapidly growing number of suggestions that DeepCode can find. The tool is already outperforming all competitors and it is on track to be 10X better by the end of 2019. Language support covers Java, JS, Python with TypeScript, C and C++ coming soon followed by the most requested languages.



**Who Is the Company Behind DeepCode?**

- **Seller:** [DeepCode](https://www.g2.com/sellers/deepcode)
- **Year Founded:** 2016
- **LinkedIn® Page:** https://www.linkedin.com/company/snyk (1 employees on LinkedIn®)






### 25. [SourceMeter](https://www.g2.com/products/sourcemeter/reviews)
SourceMeter is an innovative tool built for the precise static source code analysis of C/C++, Java, C#, Python, and RPG projects.



**Who Is the Company Behind SourceMeter?**

- **Seller:** [FrontEndART Ltd](https://www.g2.com/sellers/frontendart-ltd)
- **HQ Location:** Szeged, Csongrád
- **Twitter:** @FrontEndART (30 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)







## What Is Static Code Analysis Tools?

[DevSecOps Software](https://www.g2.com/categories/devsecops)

## What Software Categories Are Similar to Static Code Analysis Tools?

- [Static Application Security Testing (SAST) Software](https://www.g2.com/categories/static-application-security-testing-sast)
- [Software Composition Analysis Tools](https://www.g2.com/categories/software-composition-analysis)
- [Secure Code Review Software](https://www.g2.com/categories/secure-code-review)


---

## How Do You Choose the Right Static Code Analysis Tools?

### What You Should Know About Static Code Analysis Software

### What is Static Code Analysis Software?

Static code analysis is a debugging and quality assurance method that inspects a computer program’s code without executing the program. Static code analysis software scans code to identify security vulnerabilities, catch bugs, and ensure the code adheres to industry standards. These tools help software developers automate the core aspects of program comprehension. Rather than manually combing through lines of code with visual inspection alone, developers and programmers can rely on static code analysis software’s automatic scans and alerts to gain deeper insight into their code. This automation decreases software developers overall workload and frees up resources by streamlining the debugging and quality assurance process.

Static code analysis software serves as an automated standardization check in many different development environments. A common concern among development teams is code readability—if developer A writes a chunk of code which is passed to developer B, that code must be comprehensible and easy to digest. Constantly checking code against the industry standard or even custom best practices, static code analysis software helps software developers keep their code consistent to improve team collaboration.

Ideally, static code analysis software does more than save developers time, it greatly enhances the quality of their debugging processes. Manual code inspection is both time-consuming and subject to human error. Oftentimes, developers don’t find bugs until they manifest themselves post-deployment. Static code analysis software helps find and alert developers to the existence of bugs months before they can manifest in a deployed application. Static code analysis software ensures cleaner, higher-quality releases by minimizing bugs and errors, enhancing cybersecurity, and promoting coding best practices.

Key Benefits of Static Code Analysis Software

- Fewer undetected bugs upon deployment
- Save software developers time and resources
- Minimize human error
- Facilitate best industry or custom practices
- Promote DevOps security by ensuring more secure applications

### Why Use Static Code Analysis Software?

**Reduced workload —** Since static code analysis software runs automated scans, developers are free to spend more time working on new code and less time combing through existing code. Static code analysis automatically hunts down and alerts users to bad code. This means that software developers don’t have to spend time and resources manually combing through lines and lines of code.

**Thorough debugging —** Software developers are all too familiar with bugs that don’t show themselves known until months, or even years after an application’s release. Often, finding bugs via manual code inspection relies on running the code and hoping an error reveals itself during quality assurance testing. However, with static code analysis software, developers can find and resolve bugs that would otherwise have been hidden in the code allowing for cleaner deployments and less issues down the line.

**Standardized best practices —** Beyond debugging, static code analysis software checks code against industry standard benchmarks for best practices. This standardized regulation keeps teams on the same page by ensuring that everyone’s code is clear and optimized. Additionally, some software allows users to customize best practices to fit the specifications of their company or department.

**Better security —** Static code analysis software is often capable of finding and alerting developers of security vulnerabilities in their code. Developers can prioritize cybersecurity thanks to static code analysis.

### What are the Common Features of Static Code Analysis Software?

**Integrated development environment (IDE) integration —** Most static code analysis software integrates with developers’ IDEs to provide a seamless solution within a pre-existing development environment. This integration means developers can continuously scan their code without interrupting their workflow.

**Timely alerts —** Because static code analysis software can scan code for bugs and vulnerabilities in a matter of seconds, developers receive timely alerts that help them enhance work efficiency. These timely alerts also help users react appropriately to bugs early on, saving them time and stress later.

**Recommendations —** Beyond alerting developers to code issues, static code analysis software generates actionable recommendations based on different errors or vulnerabilities that are detected. These suggestions give developer a starting point to resolve various problems, which saves time and mental energy.

Static Code Analysis Tools for Programming Languages and Features: [C#](https://www.g2.com/categories/static-code-analysis/f/c), [C/C++](https://www.g2.com/categories/static-code-analysis/f/c-c), [Java](https://www.g2.com/categories/static-code-analysis/f/java), [.NET](https://www.g2.com/categories/static-code-analysis/f/net), [PHP](https://www.g2.com/categories/static-code-analysis/f/php), [Python](https://www.g2.com/categories/static-code-analysis/f/python), [Ruby](https://www.g2.com/categories/static-code-analysis/f/ruby), [Salesforce](https://www.g2.com/categories/static-code-analysis/f/salesforce)

### Trends Related to Static Code Analysis Software

**DevOps —** DevOps refers to the marriage of development and IT operations management to make unified software development pipelines. Teams have implemented DevOps best practices to build, test, and release software. Static code analysis software’s seamless integration with IDE’s means it fits right in with any DevOps cycle.

**Cybersecurity —** Calls for standardized cybersecurity best practices as part of DevOps philosophy, often referred to as DevSecOps, have shifted the onus of responsibility for secure applications onto developers. Static code analysis software’s vulnerability detection functionality plays a necessary role in establishing secure DevOps practices.

### Software and Services Related to Static Code Analysis Software

[**Vulnerability scanner software**](https://www.g2.com/categories/vulnerability-scanner) **—** Vulnerability scanners constantly monitor applications and networks to identify security vulnerabilities. While static code analysis software often has the functionality to find vulnerabilities at the code level, vulnerability scanners are usually more robust. These tools scan full applications and networks then test them against known vulnerabilities. All of these functions help enhance cybersecurity.

[**Dynamic application security testing (DAST) software**](https://www.g2.com/categories/dynamic-application-security-testing-dast) **—** Dynamic application security testing (DAST) tools automate security tests for a variety of real-world threats. These tools run applications against simulated attacks and other cybersecurity scenarios using black-box testing, or testing performed outside of an application, as opposed to in-app solutions like static code analysis.

[**Software composition analysis (SCA) software**](https://www.g2.com/categories/software-composition-analysis) **—** Software composition analysis (SCA) software enables users to manage open-source and third-party components of their applications. SCA software scans an application’s components to verify licensing and compliance, assess vulnerabilities, and check for version updates. These tools serve as an essential component for any secure DevOps repertoire in addition to static code analysis software and other cybersecurity solutions.




