# Best AI AppSec Assistants *By [Adam Crivello](https://research.g2.com/insights/author/adam-crivello)* AI AppSec assistants apply artificial intelligence and machine learning to help developers identify and fix security vulnerabilities throughout the software development lifecycle, embedding directly into development environments to provide real-time application security insights, contextual explanations, and automated or semi-automated remediation guidance. ### Core Capabilities of AI AppSec Assistants To qualify for inclusion in the AI AppSec Assistants category, a product must: - Use AI to provide real-time application security assistance within a development environment - Automatically identify security weaknesses and vulnerabilities - Remediate issues or deliver contextual, actionable remediation guidance - Seamlessly integrate into development teams' existing workflows and practices ### Common Use Cases for AI AppSec Assistants Development and security teams use AI AppSec assistants to shift security left, catching and fixing vulnerabilities earlier in the development cycle without slowing down engineering workflows. Common use cases include: - Detecting insecure code patterns and vulnerabilities in real time as developers write code - Providing contextual remediation guidance that explains security issues and suggests specific fixes in the developer's language and framework - Improving collaboration between development and security teams by making security feedback actionable within existing developer environments ### How AI AppSec Assistants Differ from Other Tools While [AI coding assistants](https://www.g2.com/categories/ai-coding-assistants) help developers with general programming tasks such as code completion and error detection, AI AppSec assistants focus specifically on application security, identifying vulnerabilities, explaining security risks, and guiding remediation within the development environment. This specialization makes them distinct from general coding assistants and from broader [application security tools](https://www.g2.com/categories/application-security) that operate outside the IDE, enabling a "secure by default" approach embedded directly in developer workflows. ### Insights from G2 on AI AppSec Assistants Based on category trends on G2, real-time vulnerability detection and contextual remediation guidance stand out as standout capabilities. Faster vulnerability resolution and improved developer adoption of secure coding practices stand out as primary outcomes of adoption. ## Category Overview **Total Products under this Category:** 17 ## Trust & Credibility Stats **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 1,200+ Authentic Reviews - 17+ 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. ## Best AI AppSec Assistants At A Glance - **Leader:** [Aikido Security](https://www.g2.com/products/aikido-security/reviews) - **Easiest to Use:** [Aikido Security](https://www.g2.com/products/aikido-security/reviews) - **Top Trending:** [Aikido Security](https://www.g2.com/products/aikido-security/reviews) - **Best Free Software:** [Aikido Security](https://www.g2.com/products/aikido-security/reviews) --- **Sponsored** ### Endor Labs Endor Labs helps you build and ship secure software fast, whether it's written by humans and AI. While conventional code scanning tools drown teams in false positives, Endor Labs zeroes in on real risks, empowering developers without slowing them down. Trusted by OpenAI, Snowflake, Peloton, Robinhood, Dropbox, Rubrik, and more, Endor Labs is transforming AppSec. • 92% less alerts: Unify code scanning (SAST, SCA, container, secrets, malware, AI models) and automate security code reviews with AI. Pinpoint real vulnerabilities with function-level reachability, filtering out unreachable risks and letting developers fix what matters as they code. • 6X faster fixes: Skip the guesswork. Endor Labs guides developers towards safe OSS upgrades, and backports fixes for hard-to-update libraries. • Guardrails for AI coding assistants: Endor Labs natively integrates into AI coding assistants to help them produce code securely by default. Additionally, Endor Labs has built multiple agents to review the AI and human generated code for architecture and business-logic issues. • Compliance, streamlined: FedRAMP, PCI, NIST, and SLSA compliance is simplified with artifact signing, SBOM, VEX, and more—accelerating your path to secure, compliant code. Learn more at: www.endorlabs.com/demo-request [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=1012568&secure%5Bdisplayable_resource_id%5D=1006186&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=neighbor_category&secure%5Bplacement_resource_ids%5D%5B%5D=2041&secure%5Bplacement_resource_ids%5D%5B%5D=1520&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1317430&secure%5Bresource_id%5D=1012568&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fai-appsec-assistants&secure%5Btoken%5D=0b8ebeb44242bfa32c9a208e062427e7bab589a00c8856501ec0491a866c220c&secure%5Burl%5D=https%3A%2F%2Fwww.endorlabs.com%2Fplatform%3Futm_source%3Dg2%26utm_medium%3Ddisplay%26utm_campaign%3Dg2-ad&secure%5Burl_type%5D=custom_url) --- ## Top-Rated Products (Ranked by G2 Score) ### 1. [Aikido Security](https://www.g2.com/products/aikido-security/reviews) Aikido Security is the developer-first security platform that unifies code, cloud, protection, and attack testing in one suite of best-in-class products. Built by developers for developers, Aikido helps teams of any size ship secure software faster, automate protection, and simulate real-world attacks with AI-driven precision. The platform’s proprietary AI cuts noise by 95%, delivers one-click fixes, and saves developers 10+ hours per week. Aikido Intel proactively uncovers vulnerabilities in open source packages before disclosure, helping secure more than 50,000 organizations worldwide, including Revolut, Niantic, Visma, Montblanc, and GoCardless. **Average Rating:** 4.6/5.0 **Total Reviews:** 141 **Seller Details:** - **Seller:** [Aikido Security](https://www.g2.com/sellers/aikido-security) - **Company Website:** https://aikido.dev - **Year Founded:** 2022 - **HQ Location:** Ghent, Belgium - **Twitter:** @AikidoSecurity (6,430 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/aikido-security/ (175 employees on LinkedIn®) **Reviewer Demographics:** - **Who Uses This:** CTO, Founder - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 70% Small-Business, 18% Mid-Market #### Pros & Cons **Pros:** - Ease of Use (78 reviews) - Security (55 reviews) - Features (52 reviews) - Easy Integrations (47 reviews) - Easy Setup (47 reviews) **Cons:** - Missing Features (19 reviews) - Expensive (17 reviews) - Limited Features (16 reviews) - Pricing Issues (15 reviews) - Lacking Features (14 reviews) ### 2. [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:** 138 **Seller Details:** - **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 (10,935 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/sonarsource/ (929 employees on LinkedIn®) **Reviewer Demographics:** - **Who Uses This:** DevOps Engineer, Software Engineer - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 42% Enterprise, 39% Mid-Market #### Pros & 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) ### 3. [Snyk](https://www.g2.com/products/snyk/reviews) 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:** 132 **Seller Details:** - **Seller:** [Snyk](https://www.g2.com/sellers/snyk) - **HQ Location:** Boston, Massachusetts - **Twitter:** @snyksec (20,991 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/10043614/ (1,207 employees on LinkedIn®) **Reviewer Demographics:** - **Who Uses This:** Software Engineer - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 45% Mid-Market, 35% Small-Business #### Pros & Cons **Pros:** - Vulnerability Detection (3 reviews) - Vulnerability Identification (3 reviews) - Easy Integrations (2 reviews) - Features (2 reviews) - Integrations (2 reviews) **Cons:** - False Positives (2 reviews) - Poor Interface Design (2 reviews) - Scanning Issues (2 reviews) - Software Bugs (2 reviews) - Code Management (1 reviews) ### 4. [DryRun Security](https://www.g2.com/products/dryrun-security/reviews) Security leaders face a paradox: ship faster and enable agentic development while staying secure and keeping developers productive. DryRun Security resolves this by securing every pull request and repo with a high-precision, automated security engineer review right where developers and their agents build. DryRun Security is the industry’s most accurate agentic code security intelligence platform. Powered by its proprietary Contextual Security Analysis (CSA) engine, DryRun Security delivers the AI moment for security teams in an AI-native developer world. Traditional static application security testing (SAST) floods teams with alerts, misses higher-order risk, and burns time in triage. DryRun Security goes beyond SAST with contextual analysis that prioritizes what is exploitable and impactful in your codebase, then helps engineers remediate fast. Instead of “find everything and hope someone sorts it out,” DryRun Security delivers code security intelligence that is ready to act on. DryRun Security puts a security engineer directly into developer workflows. In pull requests, the Code Review Agent reviews changes in context, explains risk in plain language, and guides fixes where developers already work. In repos, the DeepScan Agent produces focused, human-grade findings for the issues that actually matter, without weeks of manual review before major milestones. The Custom Policy Agent enforces guardrails with Natural Language Code Policies, so you can standardize security and compliance requirements across teams without brittle rule sets. Codebase Insights allows leaders to ask questions of their entire codebase like "Are we exposed to this new vulnerability" and have confidence in minutes. DryRun Security also integrates with AI coding workflows, so remediation happens with the precision of a security engineer working at machine speed. Teams connect DryRun Security insights and guidance into Claude, Cursor, OpenAI Codex, and Windsurf, helping developers and their agents fix issues with contextual, security-engineered direction tied to the PR and codebase. What DryRun Security delivers (beyond SAST) • Automated secure code review in every pull request with high-signal findings and low noise • Contextual Security Analysis that catches common vulnerabilities and deeper multi-dependency and logic risks • Automated remediation guidance that helps engineers fix faster, with explanations and next steps • Secrets analysis identifies genuine hardcoded secrets and suppresses the usual false alarms • Policy enforcement in PRs using Natural Language Code Policies for consistent guardrails across repos • Codebase intelligence and reporting for AppSec visibility, prioritization, and audit-ready evidence DryRun Security supports most code environments, languages, and frameworks, including: • GitHub, GitLab • C#, Golang, Elixir, JavaScript, TypeScript, Python, Ruby, Java, Kotlin, PHP, Swift, HTML • Infrastructure as Code (Terraform, YAML) • And more **Average Rating:** 4.9/5.0 **Total Reviews:** 19 **Seller Details:** - **Seller:** [DryRun Security](https://www.g2.com/sellers/dryrun-security) - **Year Founded:** 2023 - **HQ Location:** Austin, US - **LinkedIn® Page:** https://www.linkedin.com/company/dryrun-security/ (19 employees on LinkedIn®) **Reviewer Demographics:** - **Top Industries:** Computer & Network Security - **Company Size:** 42% Small-Business, 26% Mid-Market #### Pros & Cons **Pros:** - Security (13 reviews) - Vulnerability Detection (9 reviews) - Features (8 reviews) - Accuracy (7 reviews) - Easy Setup (7 reviews) **Cons:** - Slow Performance (2 reviews) - Slow Speed (2 reviews) - UX Improvement (2 reviews) - Limited Customization (1 reviews) - Workflow Issues (1 reviews) ### 5. [GitHub Copilot](https://www.g2.com/products/github-copilot/reviews) GitHub Copilot helps more than 1 million developers and over 20,000 businesses push what’s possible in software development. Based on powerful LLMs, including OpenAI’s GPT models, this AI pair programmer helps developers write code faster and with less work by drawing context from comments and code to suggest individual lines and whole functions instantly. All languages are supported, however the more common a language, the better represented it will be in the training data and the more robust suggestions will be. **Average Rating:** 4.5/5.0 **Total Reviews:** 268 **Seller Details:** - **Seller:** [GitHub](https://www.g2.com/sellers/github) - **Year Founded:** 2008 - **HQ Location:** San Francisco, CA - **Twitter:** @github (2,642,101 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1418841/ (6,106 employees on LinkedIn®) **Reviewer Demographics:** - **Who Uses This:** Software Engineer, Senior Software Engineer - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 38% Small-Business, 34% Mid-Market #### Pros & Cons **Pros:** - Ease of Use (149 reviews) - Coding Assistance (128 reviews) - Productivity Improvement (41 reviews) - Problem Solving (38 reviews) - Efficiency (36 reviews) **Cons:** - Poor Coding (39 reviews) - Poor Suggestions (31 reviews) - Expensive (25 reviews) - Inaccuracy (19 reviews) - Context Understanding (14 reviews) ### 6. [Replit](https://www.g2.com/products/replit/reviews) Replit turns your ideas into apps, fast. With Replit, anyone—technical or non-technical—can build and deploy fully-functional, full-stack apps directly from their browser, without any installation, setup, or configuration. Replit's Agent and Assistant enables you to create entire applications from natural language, turning bullet points into working apps in minutes. Its built-in tools, including databases and deployment features, allow you to launch with a single click. Replit bridges the gap between non-technical and technical users, driving collaboration for everything from product roadmaps and prototypes to custom APIs and internal tools. Replit empowers everyone to not just consume software but to create it, transforming app development into an accessible, instant, and impactful process. Go from 'why doesn't this app exist?' to building it for yourself. **Average Rating:** 4.5/5.0 **Total Reviews:** 343 **Seller Details:** - **Seller:** [Replit](https://www.g2.com/sellers/replit) - **Year Founded:** 2016 - **HQ Location:** San Francisco, US - **Twitter:** @Replit (231,843 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/repl-it/ (339 employees on LinkedIn®) **Reviewer Demographics:** - **Who Uses This:** Founder, CEO - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 65% Small-Business, 10% Mid-Market #### Pros & Cons **Pros:** - Ease of Use (210 reviews) - User Experience (92 reviews) - Implementation Ease (80 reviews) - Time-saving (59 reviews) - Coding Assistance (56 reviews) **Cons:** - Expensive (68 reviews) - Credit System (53 reviews) - Poor Coding (29 reviews) - System Unreliability (23 reviews) - Slow Performance (18 reviews) ### 7. [Codeant AI Code Reviewer](https://www.g2.com/products/codeant-ai-code-reviewer/reviews) CodeAnt AI reviews your code line by line, finds critical code quality issues and security vulnerabilities, explains their impact, and guides you on how to fix them. It’s SOC 2 and HIPAA compliant, doesn’t store your code, and uses end-to-end encryption for security. **Average Rating:** 4.8/5.0 **Total Reviews:** 6 **Seller Details:** - **Seller:** [CodeAnt AI](https://www.g2.com/sellers/codeant-ai) - **Year Founded:** 2023 - **HQ Location:** San Francisco, US - **LinkedIn® Page:** https://www.linkedin.com/company/codeant-ai (22 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 67% Small-Business, 33% Mid-Market #### Pros & Cons **Pros:** - Code Quality (2 reviews) - Features (2 reviews) - Code Review (1 reviews) - Custom Rules (1 reviews) - Ease of Use (1 reviews) **Cons:** - Difficult Learning (1 reviews) - False Positives (1 reviews) - Improvement Needed (1 reviews) - Inefficient Notifications (1 reviews) - Lack of Guidance (1 reviews) ### 8. [Amazon Q Developer](https://www.g2.com/products/amazon-q-developer/reviews) Amazon Q Developer is a generative AI-powered assistant designed to enhance the entire software development lifecycle. It integrates seamlessly into various development environments, offering real-time code suggestions, automating routine tasks, and providing expert guidance on AWS services. By leveraging advanced AI capabilities, Amazon Q Developer aims to boost developer productivity, improve code quality, and streamline operations. Key Features and Functionality: - Real-Time Code Suggestions: Generates code snippets and full functions based on comments and existing code, supporting multiple programming languages. - Inline Chat and CLI Support: Offers inline chat within code editors and command-line interface (CLI) completions, including natural language-to-bash translation. - Security and Reliability Enhancements: Scans code for vulnerabilities, suggests remediations, and assists in writing unit tests to optimize code performance. - Agentic Capabilities: Autonomously performs tasks such as implementing features, documenting, testing, reviewing, refactoring code, and executing software upgrades. - AWS Integration: Provides expert assistance on AWS services, helping to optimize cloud resources, analyze costs, and adhere to architectural best practices. - Multi-Platform Availability: Compatible with popular integrated development environments (IDEs) like JetBrains, Visual Studio Code, Eclipse, and Visual Studio, as well as command-line interfaces and chat applications like Microsoft Teams and Slack. Primary Value and User Solutions: Amazon Q Developer addresses common challenges in software development by automating time-consuming tasks, reducing the cognitive load on developers, and enhancing code quality. Its integration with AWS services ensures that applications are built following best practices, leading to more efficient and secure cloud operations. By providing real-time assistance and automating routine processes, Amazon Q Developer enables developers to focus on innovation and delivering value to their users. **Average Rating:** 4.6/5.0 **Total Reviews:** 35 **Seller Details:** - **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd) - **Year Founded:** 2006 - **HQ Location:** Seattle, WA - **Twitter:** @awscloud (2,225,864 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/amazon-web-services/ (156,424 employees on LinkedIn®) - **Ownership:** NASDAQ: AMZN **Reviewer Demographics:** - **Who Uses This:** Software Engineer - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 46% Small-Business, 29% Enterprise #### Pros & Cons **Pros:** - Ease of Use (21 reviews) - Coding Assistance (16 reviews) - Easy Integrations (11 reviews) - Features (7 reviews) - Time-saving (6 reviews) **Cons:** - Poor Suggestions (6 reviews) - Inaccuracy (4 reviews) - Irrelevant Responses (4 reviews) - Poor Integration (4 reviews) - Slow Performance (4 reviews) ### 9. [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:** 32 **Seller Details:** - **Seller:** [Checkmarx](https://www.g2.com/sellers/checkmarx) - **Company Website:** https://www.checkmarx.com - **Year Founded:** 2006 - **HQ Location:** Paramus, NJ - **Twitter:** @Checkmarx (7,266 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/checkmarx (997 employees on LinkedIn®) **Reviewer Demographics:** - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 58% Enterprise, 25% Mid-Market #### Pros & 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) ### 10. [Semgrep](https://www.g2.com/products/semgrep/reviews) 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:** 55 **Seller Details:** - **Seller:** [Semgrep](https://www.g2.com/sellers/semgrep) - **Company Website:** https://semgrep.dev - **Year Founded:** 2017 - **HQ Location:** San Francisco, US - **Twitter:** @semgrep (4,299 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/returntocorp (238 employees on LinkedIn®) **Reviewer Demographics:** - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 45% Enterprise, 42% Mid-Market #### Pros & Cons **Pros:** - Ease of Use (16 reviews) - Features (14 reviews) - Vulnerability Detection (13 reviews) - Scanning Efficiency (12 reviews) - Security (12 reviews) **Cons:** - Not User-Friendly (7 reviews) - Limited Features (6 reviews) - Difficult Learning (5 reviews) - Lack of Guidance (5 reviews) - Learning Curve (5 reviews) ### 11. [Tabnine](https://www.g2.com/products/tabnine/reviews) Tabnine provides the world’s most contextually-aware AI software development agents, autonomously completing the broadest variety of tasks across the SDLC without sacrificing privacy. Tabnine boosts engineering velocity and software quality through AI tools customized to each unique organization’s coding patterns, standards, and expectations. Many AI tools can write software, but only Tabnine generates and validates software like your best engineers.Unlike generic coding assistants, Tabnine is the AI software development platform tailored to you and your team: - Personalized — Tabnine delivers an optimized experience for each development team; it is highly context-aware, integrates with the widest variety of IT systems to gain understanding and to act, and learns and applies your unique approach and policies,. - Private — You choose where and how to deploy Tabnine (SaaS, VPC, or on-premises) to maximize control over your IP, and you choose both the underlying LLM and how it is applied (including private endpoints and fully private deployment). - Protected — Tabnine has the most comprehensive approach to assuring license and copyright compliance. Tabnine evaluates all AI-generated code (flagging any matches with publicly visible code) and also offers a proprietary model exclusively trained on permissively licensed code to support the strictest teams and use cases. Tabnine pioneered AI-enabled software development and now supports more than a million developers across thousands of teams, making it one of the most widely used AI applications in the world. Tabnine is privately held and backed by top-tier investors. We support all the popular IDEs namely - VS Code - JetBrains IDEs - Eclipse - Visual Studio 2022 We support all the major programming languages. Refer here for more details (https://docs.tabnine.com/main/welcome/readme/supported-languages) - JavaScript - TypeScript - Python - Java - C - C++ - C# - Go - Php - Ruby - Kotlin / Dart - Rust - React / Vue - HTML 5 - CSS - Lua - Cuda - Perl - SQL - Scala - Shell (bash) - Swift - R - Julia - VB - Groovy - Matlab - Terraform - ABAP **Average Rating:** 4.1/5.0 **Total Reviews:** 45 **Seller Details:** - **Seller:** [Tabnine](https://www.g2.com/sellers/tabnine) - **Company Website:** https://www.tabnine.com/ - **Year Founded:** 2017 - **HQ Location:** Tel Aviv, IL - **Twitter:** @tabnine (14,948 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/tabnine (74 employees on LinkedIn®) **Reviewer Demographics:** - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 70% Small-Business, 17% Mid-Market #### Pros & Cons **Pros:** - Ease of Use (18 reviews) - Coding Assistance (16 reviews) - Features (15 reviews) - Auto-Suggestions (13 reviews) - Suggestions (12 reviews) **Cons:** - Poor Coding (7 reviews) - Poor Suggestions (5 reviews) - AI Integration (4 reviews) - Compatibility Issues (4 reviews) - Irrelevant Responses (4 reviews) ### 12. [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:** 24 **Seller Details:** - **Seller:** [VERACODE](https://www.g2.com/sellers/veracode) - **Year Founded:** 2006 - **HQ Location:** Burlington, MA - **Twitter:** @Veracode (21,992 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/27845/ (505 employees on LinkedIn®) **Reviewer Demographics:** - **Top Industries:** Information Technology and Services - **Company Size:** 72% Enterprise, 28% Mid-Market #### Pros & Cons **Pros:** - Security (2 reviews) - Vulnerability Detection (2 reviews) - Accuracy of Results (1 reviews) - Automated Scanning (1 reviews) - Code Quality (1 reviews) **Cons:** - Expensive (1 reviews) - Licensing Issues (1 reviews) - Pricing Issues (1 reviews) ### 13. [Black Duck](https://www.g2.com/products/black-duck/reviews) Organizations worldwide use Black Duck’s industry-leading products to secure and manage open source software, eliminating the pain related to security vulnerabilities, compliance and operational risk. Black Duck is headquartered in Burlington, MA, and has offices in San Jose, CA, Vancouver, London, Frankfurt, Hong Kong, Tokyo, Seoul and Beijing. For more information, visit www.blackducksoftware.com **Average Rating:** 4.0/5.0 **Total Reviews:** 27 **Seller Details:** - **Seller:** [Synopsys](https://www.g2.com/sellers/synopsys-53e76f66-bf39-4c28-b0f2-97178ec8ddfd) - **Year Founded:** 1986 - **HQ Location:** Mountain View, CA - **Twitter:** @synopsys (24,264 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/2457/ (28,121 employees on LinkedIn®) - **Ownership:** NASDAQ:SNPS **Reviewer Demographics:** - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 46% Enterprise, 36% Mid-Market #### Pros & Cons **Pros:** - Accuracy of Findings (1 reviews) - Open Source (1 reviews) **Cons:** - Resource Constraints (1 reviews) ### 14. [Corridor](https://www.g2.com/products/corridor-security-inc-corridor/reviews) Corridor is the security layer for AI coding. Corridor gives companies visibility into AI coding and enforces secure coding guardrails, allowing security to move at the speed of code. With Corridor, teams can move from reactive, time-intensive security scans to proactive security guardrails that accelerate development. Corridor integrates with Cursor, Claude Code, Copilot, Codex, and numerous other tools. **Seller Details:** - **Seller:** [Corridor Security](https://www.g2.com/sellers/corridor-security) - **HQ Location:** San Francisco, California - **LinkedIn® Page:** https://www.linkedin.com/company/corridorsecurity/ ### 15. [CybeDefend](https://www.g2.com/products/cybedefend-cybedefend/reviews) CybeDefend is a cloud-based Application Security Testing (AST) platform that helps software teams identify, analyze, prioritize, and remediate security vulnerabilities across the application lifecycle using artificial intelligence. Designed for development, AppSec, DevOps, and security leadership teams, CybeDefend centralizes multiple security analyses into a single platform to reduce tool fragmentation and operational overhead. It is used to secure source code, dependencies, infrastructure configuration, and CI/CD pipelines while integrating directly into modern development workflows. CybeDefend belongs to the AST and DevSecOps software category and supports use cases such as continuous code security scanning, vulnerability triage, false positive reduction, automated remediation, and security enablement for developers. The platform is suitable for organizations seeking to embed security earlier in the software development lifecycle while maintaining delivery speed. CybeDefend natively embeds a suite of specialized AI agents called Cybe, each trained for a specific security task: Cybe Analysis, which reviews security findings across SAST, SCA, IaC, container, and secret detection to reduce false positives and prioritize vulnerabilities based on exploitability and technical context Cybe Autofix, which generates automated code and dependency fixes through AI-driven pull requests, enabling faster remediation with reduced manual effort Cybe Security Champion, which assists developers, AppSec teams, and engineering leaders by explaining vulnerabilities, providing remediation guidance, and supporting security decision-making The platform provides a unified dashboard where results from all analyses are correlated and presented in a single view, allowing teams to understand risk at the project, application, and organizational levels. Vulnerabilities are sorted using contextual signals such as exposure, severity, and real-world attack relevance. Key capabilities of CybeDefend include: Static Application Security Testing (SAST) with AI-assisted false positive reduction Software Composition Analysis (SCA) with intelligent vulnerability triage Infrastructure as Code and CI/CD pipeline security analysis Automated remediation workflows through AI-generated fixes An IDE extension acting as a security copilot, bringing detection, explanation, and remediation directly into developers’ environments CybeDefend integrates with common version control systems, CI/CD tools, and IDEs, enabling continuous security without disrupting development processes. It is used by teams looking to improve application security outcomes while minimizing noise, manual triage, and remediation effort. **Seller Details:** - **Seller:** [CybeDefend](https://www.g2.com/sellers/cybedefend) - **Year Founded:** 2025 - **HQ Location:** Paris, FR - **LinkedIn® Page:** https://www.linkedin.com/company/cybedefend (3 employees on LinkedIn®) ### 16. [Cycode](https://www.g2.com/products/cycode/reviews) Cycode’s AI-Native Application Security Platform unites security and development teams with actionable context from code to runtime to identify, prioritize, and fix the software risks that matter. Powered by proprietary scanners, third-party integrations, and the Context Intelligence Graph (CIG), Cycode delivers unified, correlated insight across the Software Factory. Its unique ability to sense, reason, and act with context in the AI-Era comes from its foundational convergence of AST, ASPM, and Software Supply Chain Security—purpose-built to secure both AI- and human-generated code. **Average Rating:** 4.0/5.0 **Total Reviews:** 2 **Seller Details:** - **Seller:** [Cycode](https://www.g2.com/sellers/cycode) - **Year Founded:** 2019 - **HQ Location:** New York, New York, United States - **LinkedIn® Page:** https://www.linkedin.com/company/cycode (159 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 67% Mid-Market, 33% Enterprise ### 17. [Graphite](https://www.g2.com/products/graphite-2025-12-15/reviews) One tool. Everything you need to review and ship faster. **Seller Details:** - **Seller:** [Graphite](https://www.g2.com/sellers/graphite) - **Year Founded:** 2014 - **HQ Location:** San Francisco, US - **Twitter:** @Graphite_Inc (49 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/graphitesolutions/ (37 employees on LinkedIn®) ## Parent Category [Generative AI Software](https://www.g2.com/categories/generative-ai) ## Related Categories - [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)