Code Security
Software Composition Analysis
Amartya Jha
• 12 June 2025
CodeAnt AI
First tool, yay. Let’s say your team is constantly shipping, but your code reviews are slowing everyone down. You’re catching bugs late, spending hours on PR comments, and still missing security issues. That’s exactly the problem CodeAnt.ai tries to solve.
It’s an AI-powered code review and Software Composition Analysis (SCA) tool that plugs directly into your Git workflow and flags problems before they hit production. From OWASP Top 10 issues to outdated dependencies and end-of-life (EOL) packages, it quietly catches what most teams miss.
CodeAnt AI pros:
Gives line-by-line feedback inside GitHub or Azure DevOps
Uses AI to flag security issues, code smells, and performance risks
Scans for OWASP Top 10 issues, secrets, duplicated logic, and license violations
SCA dashboard shows vulnerable packages, outdated or unmaintained dependencies, and EOL alerts
Generates and analyzes SBOMs for compliance and risk detection
Alerts via Slack, Jira, or email keep teams in the loop without noise
Reviews are fast (2–5 mins) and come with clear, actionable suggestions
Works well even as your team scales, no slowdown, no clutter
Works well with:
GitHub, GitLab, Azure DevOps, Jenkins, Jira, and supports multi-language codebases
Best for:
Mid to large dev teams that push code frequently and need faster, smarter reviews. Especially helpful for teams managing sensitive user data or payments, where every missed vulnerability could cost big.
Pricing:
Starts at $10/user/month for basic AI reviews, $20 for premium.
Security scans start at $150/month (for 10 devs), and code quality plans begin at $375/month (for 25 devs).
Free 14-day trial, no credit card needed.
Snyk
If you’ve ever thought, “I just want to catch open-source vulnerabilities before they hit production, without disrupting my dev flow,” Snyk was probably built for you.
It’s fast, friendly, and blends right into your existing tools like IDEs, CLIs, or GitHub PRs. Fix suggestions show up while you're still coding. And if something's broken, Snyk doesn't just scream, it quietly opens a PR with a fix ready to go.
Pros:
Dev-first design: runs inside your IDE, CLI, or GitHub workflow
Automatically opens pull requests with fix suggestions
Smart prioritization using context like exploitability, reachability, and business impact
Scans every PR before merge, plus daily monitoring in production
A massive vulnerability database that updates continuously
Cons:
Snyk is great for OSS and container security, but if you're looking for deeper custom code analysis (like full runtime coverage or advanced IAST), it’s not all-in-one.
Also, if your team’s big or your usage spikes, the cost can scale up quickly. Some users also report noisy alerts if you don’t fine-tune your policies.
Works well with:
GitHub, GitLab, Bitbucket, Jenkins, GitHub Actions, and most IDEs. Supports Python, Java, Go, C++, .NET, PHP, Ruby, and more.
Best for:
Dev teams that want to “shift left” on security, catch issues right in the PR before they grow into something messier. Especially useful if you're building fast and want fixes without leaving your workflow.
Pricing:
Free tier available for small projects.
Paid plans include Team($25/dev/month) and Enterprise options.
Team plan includes license compliance; Enterprise adds deeper reporting, SBOM, custom policies, and API access.
Sonatype
Sonatype’s big play is governance. Think of it like the responsible adult in the room, quietly managing your OSS components, enforcing policies, and scanning for risky dependencies without getting in your way.
It’s especially loved by large enterprises that want things locked down and properly monitored, without adding chaos to their CI/CD.
Pros:
Solid detection for known flaws in third-party libraries
50+ integrations with build tools, IDEs, and source repos
Low false positive rate = cleaner signal for your team
Built for scale: handles huge volumes and heavy CI/CD use
Excellent support, quick, knowledgeable, and reliable
Cons:
Not the best choice if you work mostly in JavaScript or .NET, its roots are in Java, and it shows.
Reports and UI feel a bit rigid, and there’s less flexibility in integrations with enterprise reporting tools.
Also, it bundles SCA with repository management, which can bump up the cost even if you just want one of them.
Works well with:
Jenkins, GitHub, Maven, npm, PyPI, Docker, ServiceNow, and more. It’s pretty ecosystem-friendly, especially if you’re in Java-heavy pipelines.
Best for:
Enterprises that need full control and compliance over their OSS stack, especially in finance, defense, or other regulated industries.
Pricing:
Starts at $57.50/user/month (billed annually) for Lifecycle.
Nexus Repository starts at $960/month.
Malicious component detection is extra, starting at $18.67/user/month.
Free trial available.
JFrog Xray
If you’re already using JFrog Artifactory, Xray might feel like the obvious next step. It hooks right into your artifact repository and gives you deep visibility into everything your app depends on, binaries, containers, OSS packages, all of it.
If you care about what’s inside the box, Xray helps you see through it.
Pros:
Built to work natively with Artifactory (tight integration = no friction)
Generates SBOMs automatically (great for audits)
Flag license issues and security risks before deployment
Scales well across large orgs
Supports a huge range of package types, including ML models and Terraform
Cons:
Setup isn’t exactly plug-and-play; it has a learning curve, especially for new teams.
You might see some false positives (though rare), and remediation feedback can be pretty barebones.
Pricing can get steep for smaller orgs, especially with data usage charges stacked on top.
Works well with:
Go, Java, JavaScript, Python, .NET, Swift, Terraform, Docker, Conda, Rust, and many others. Integrates with most CI/CD pipelines.
Best for:
Big organizations with serious supply chain security needs, especially if you're already using Artifactory. Works well in highly regulated sectors like banking and defense.
Pricing:
SaaS plans start at $150/month (Pro)
Enterprise tiers begin at $950/month
Self-hosted starts at ~$27,000/year
Usage is consumption-based, so storage and transfer costs can vary
Add-ons like AI security cost extra
Mend.io (formerly WhiteSource)
Mend.io focuses on two things: making vulnerability fixes fast and reducing the noise while doing it. It’s designed for teams that need to stay compliant and secure, without wasting hours chasing false alarms.
It also tries to be friendly to developers by working where they already live.
Pros:
Smart “Prioritize” feature filters out non-exploitable issues
Real-time alerts for vulnerabilities and license violations
Can block bad packages automatically
Integrates into build tools and kicks in quickly
Maintains a full open-source inventory for compliance
Cons:
It’s had some struggles with false positives, which kind of defeats the purpose of its prioritization feature.
The UI has been called clunky (though it’s improving), and the pricing feels steep for what it offers.
Newer features like SAST are still maturing. Docs can be patchy.
Works well with:
Supports most modern languages and package managers. Plays well with CI/CD pipelines, Jira, cloud registries like Docker Hub, AWS ECR, Azure ACR, and more.
Best for:
Mid to large companies that care deeply about compliance and want automated remediation, without needing to become security experts.
Pricing:
$1000/dev/year.
Veracode
If your company has a long list of compliance checkboxes and you need security coverage across every corner of your app, Veracode probably shows up on your shortlist.
It’s a full-stack solution, not just SCA. You get static analysis, dynamic testing, SBOMs, IaC scanning, and even pen testing. And its ability to scan binary code means you don’t need access to source code to catch vulnerabilities, which is a big deal in enterprise settings.
Pros:
Covers almost every AST type (SAST, DAST, SCA, IaC, pen testing)
Can scan binaries (even if you don’t have source code access)
Very low false positive rate (<1.1%)
Compliance-focused features with rich reporting and governance tools
Generates SBOMs in CycloneDX and SPDX formats
Cons:
Price is the biggest barrier, starting around $15K/year and scaling up fast.
Scans are slower and more complex than lighter tools, which can slow agile workflows.
Setup and advanced configs often need experienced hands.
Also, some integrations feel a bit dated, and AI features come at a premium.
Works well with:
Android, iOS, Java, .NET, Python, PHP, COBOL (yep), and more. Works with IDEs, CI/CD, and ticketing tools. Also supports Docker scans via agents.
Best for:
Large enterprises that need strong compliance, full AppSec coverage, and binary-level scanning. If your app has numerous third-party components and high security requirements, Veracode is a suitable fit.
Pricing:
Starts at ~$15,000/year for SCA, can exceed $100K for enterprise use. AI features are sold separately. Custom pricing available.
Checkmarx
Checkmarx is for teams who want more than just scan results; they want context, precision, and control.
Its SCA tool is part of the broader Checkmarx One platform and includes reachability analysis, supply chain protection, and one of the most trusted vulnerability databases out there. If you're tired of sifting through false positives, this one's built to be sharp and accurate.
Pros:
Great transitive dependency scanning and reachability logic
“Zero false positives” claim for open-source vulnerabilities
Tight CI/CD and IDE integration for DevSecOps teams
Automates policy enforcement for licensing, CVEs, and more
Offers SBOM creation and management in standard formats
Cons:
Licensing can be confusing (by product, user, engine, etc.)
Some users report UI issues and bugs in policy violation reporting
Accurate vulnerability detection is strong, but some dashboards can feel clunky
Best used alongside Checkmarx SAST for full power, can get expensive
Works well with:
Jenkins, Azure DevOps, GitHub, TeamCity, IntelliJ, VS Code, Artifactory, and more.
Best for:
CISOs and AppSec teams at enterprises that need solid OSS risk management with detailed control over policies and prioritization.
Pricing:
Not publicly listed. Flexible, competitive pricing through enterprise packages. Contact sales for details.
OWASP Dependency-Check
This is the no-nonsense, open-source option that just works, no fluff, no upsell.
OWASP Dependency-Check doesn’t try to be a full-blown security platform. It focuses on one thing: scanning dependencies against known CVEs. If you're building something small or want to start with the basics, this is a solid pick.
Pros:
100% free and open-source
Supports Java, .NET, Node.js, Python, Ruby, Go, and more
Easy to plug into Maven, Gradle, Jenkins, and CI/CD pipelines
Can fail builds if vulnerabilities are found
Exports clean reports in HTML, XML, JSON, and CSV formats
Cons:
No remediation guidance or dashboards
Limited to CVEs in the NVD (which may lag in fast-moving ecosystems)
Requires manual fixes and regular DB updates
No license scanning, and false positives can pop up, especially with transitive dependencies
Works well with:
CLI, Maven, Gradle, Jenkins, GitHub Actions, and more.
Best for:
Small teams or solo devs who want basic open-source scanning without the cost. Good starting point for projects that don’t need deep compliance.
Pricing:
Free, always.
Black Duck (by Synopsys)
Black Duck is a heavyweight, built for enterprises with complex legacy systems, tons of dependencies, and strict audit needs.
What makes it different is how it scans: it doesn’t just rely on declared dependencies. It also does snippet scanning, binary analysis, and can even inspect containers or firmware. If you’ve got code coming from everywhere, this tool doesn’t miss much.
Pros:
Multiple scanning methods: snippet, binary, container, codeprint
Deep licensing data (2,750+ licenses with obligations and attribution)
Advanced SBOM generation and enforcement
Strong detection beyond NVD, thanks to Black Duck’s advisory feed
Trusted by highly regulated industries for a reason
Cons:
High price, definitely not for startups
The interface feels outdated
Steep learning curve and setup effort
Docs and community support could be better
Works well with:
CI/CD tools, Docker, GitHub/GitLab, Bitbucket, Jenkins, all languages (language-agnostic scanning)
Best for:
Large, regulated enterprises managing complex supply chains, especially those needing bulletproof license tracking and SBOMs for audits.
Pricing:
Starts at $525 per team member (for 20–150 people). Enterprise pricing for “Supply Chain Edition” is quote-based. No free plan. Premium support is available as an add-on.
FOSSA
FOSSA is what you reach for when compliance isn't just a checkbox; it’s part of your job description. It focuses heavily on license tracking and legal risks, which makes it a favorite for companies in finance, healthcare, or anywhere audits are a regular thing.
But it’s not just a compliance tool; it also handles SCA, SBOMs, and vulnerability management in a way that developers won’t hate.
Pros:
Strong on license compliance, great for audit-heavy environments
Easy CI/CD integration with solid pull request checks
Real-time SBOM generation and auto-ticketing for issues
Developer-friendly UI with CLI support
Works across multiple environments and complex setups
Cons:
It’s not cheap, especially for smaller teams.
UI can be a little slow, and some things (like policy edits) are easier via API than the dashboard.
Docs don’t always keep up with product changes.
The free plan is limited and best suited for basic exploration.
Works well with:
CI tools like Jenkins, GitHub, GitLab, Bitbucket, Azure Repos, CircleCI, and more. Works with most major programming languages.
Best for:
Enterprises with complex projects and a strong need for license compliance, SBOM visibility, and regulated workflows.
Pricing:
Starts at $230/month. Free tier and free trial available, but limited. Support and training are included in paid plans.
Arnica
Arnica flips the usual AppSec approach; it doesn’t rely on your CI/CD pipeline. Instead, it connects directly to your source control and monitors every code change in real time.
This “pipelineless” model means your security team gets instant visibility and your devs get early warnings without having to leave Slack or Teams.
Pros:
No CI/CD setup needed, scans code directly from your Git provider
Real-time SCA, secrets detection, IaC, and more
Slack/Teams integration for patch suggestions and fix workflows
Smart severity scoring using CVSS, EPSS, and reachability
AI-generated mitigation and ChatOps workflows
Cons:
Enterprise-level pricing: minimum annual contract is $35,400
Advanced features are behind the paywall
Can be pricey as your team grows (billed per developer identity)
Some users say it takes time to understand all the features
Works well with:
GitHub, GitLab, Bitbucket, Azure DevOps; Slack, Microsoft Teams, Jira
Best for:
Enterprises that need real-time detection across their entire codebase and want full coverage without relying on build pipelines. Great for AppSec teams that want adoption without developer friction.
Pricing:
Has a free plan. Team plan starts at $80 per identity/month, business plan for $150/identity/month, and Enterprise plan for $300/identity/month.
Jit
Jit takes the “secure from day zero” mindset and makes it feel light, fast, and dev-first. It bundles SCA with code-to-cloud security tools, but still feels like something a dev would enjoy using, not just a GRC person.
And yes, it scans everything. But it also knows when not to interrupt you.
Pros:
Developer-first interface, runs in GitHub, GitLab, IDEs
Auto-remediation, smart prioritization, and in-PR fixes
Unified dashboard for all your code/cloud/AppSec tools
Free tier for up to 3 devs
Good coverage across OSS CVEs, license violations, and SBOMs
Cons:
DAST and API scanning are priced separately (not included in the flat rate)
Some runtime-specific reachability gaps for niche languages
“Unlimited” doesn’t always mean everything is included. Watch for add-ons
No deep customization options for highly specific workflows
Works well with:
GitHub, GitLab, VS Code, AWS, Azure, GCP, Jira, Slack, Shortcut, Kubernetes
Best for:
Smaller to mid-size teams who want a modern, developer-focused SCA tool that plays nicely with everything else they’re using. Especially helpful for startups looking to mature their AppSec stack without slowing down devs.
Pricing:
Community Tier: Free for 3 devs
Growth Tier: $50/dev/month (billed annually)
Enterprise Tier: Custom pricing
Note: DAST and API scanning are billed separately.
Final Thoughts
Thanks for reading.
We know SCA tools can feel overwhelming at first, especially with so many options, so many features, and not enough clarity on what’ll work for your team.
All the tools we covered here are among the best on the market. But here’s the thing, most articles won’t tell you:
There’s no one-size-fits-all.
Every team has its stack, its speed, and its idea of “secure enough.”
Some care about license compliance, others care about CVEs in pull requests. Some need full SBOMs and governance, while others just want to catch secrets before the merge.
So here’s a simple way to figure out what’s right for you:
The “Try–Fit–Commit” Framework
Try it for real: Most of these tools offer free tiers or trials. Don’t just read the docs, connect it to your repo and see what it catches.
Fit it to your workflow: Does it interrupt your CI/CD? Or does it blend in? Can your team use it without filing support tickets?
Commit, or cut: If it fits, scale it. If it doesn’t, move on. These are all B2B tools; you’re not locked in. Make them prove their value early.
And if you’re just starting and want something fast, clean, and genuinely dev-friendly, CodeAnt.ai is worth a try.
It’s one of the few SCA tools built with developers in mind first. You get smart reviews, real security insights, and automatic checks, right inside your GitHub or Azure workflow. No setup nightmares. No overkill dashboards.
Try it for a couple of pull requests. See how your team responds.
You might be surprised at how much easier secure code can feel when the tool helps.