DeepSource
Depends
Confidence: Medium
Buy if you're a GitHub-based team shipping lots of AI-written code and want SAST, SCA, and AI review in one tool.
New check
Comparison
DeepSource vs CodeAnt AI
DeepSource and CodeAnt AI both land on Depends.
CodeAnt AI
Depends
Confidence: Medium
Buy for small dev teams wanting cheap AI code review with security teeth . $10-40/dev/month is fair.
| Compare | ||
|---|---|---|
| Verdict | Depends | Depends |
| Best for | Teams shipping AI-generated code | Teams drowning in PR review |
| Who it's not for | Solo devs . free analyzers and GitHub checks already cover you | Enterprises needing mature, compliance-ready vendors |
| Privacy | No public vulnerabilities in the product found; vendor itself had two reported incidents: phishing credential theft and a GitHub app compromise.⁵ | No known public vulnerabilities found in the sources reviewed. |
| Public sentiment | Users consistently praise ease of use, while some Reddit threads recommend incumbents like SonarQube instead.¹ | A small set of verified reviews praise quick, early feedback on code quality and security in PRs.15 |
| Biggest gotcha | Committer-based billing counts everyone who commits . cost scales with whole team, not seats.⁸ | Granting agents runtime and infra access is real lock-in; exit path unclear11 |
Pick DeepSource when
- Teams shipping AI-generated code
- GitHub-based startups wanting SAST+SCA+review in one
- Python-heavy codebases
- Teams replacing 3+ point tools
When DeepSource is not a fit
- Solo devs . free analyzers and GitHub checks already cover you
- Teams already standardized on SonarQube or Semgrep
- Buyers requiring a vendor with zero incident history
- Non-GitHub-heavy orgs . integration story centers on GitHub
Pick CodeAnt AI when
- Teams drowning in PR review
- Startups wanting affordable code security
- GitHub-based engineering teams
When CodeAnt AI is not a fit
- Enterprises needing mature, compliance-ready vendors
- Buyers wanting proven offensive pentesting at scale
- Orgs unwilling to grant agents code, infra, and runtime access
- Teams wanting static pricing . exploit-platform pricing is custom
Sources
- G2 . DeepSource Reviewsg2.comreview
review
- Devtune . DeepSource category visibilitydevtune.aireview
- Hacker News . DeepSource launch (YC W20)news.ycombinator.comnews
- BleepingComputer . Phishing incidentbleepingcomputer.comsecurity
- SecurityWeek . GitHub app compromisesecurityweek.comsecurity
- DeepSource . CVE Benchmarksdeepsource.comofficial
- DeepSource . Billing docsdocs.deepsource.comofficial
- GitHub Marketplace . DeepSourcegithub.comofficial
- DeepSource . NASA case studydeepsource.comofficial
- CodeAnt AI . official sitecodeant.aiofficial
- SecurityWeek: CodeAnt raises $2Msecurityweek.comnews
- Y Combinator launch pageycombinator.comofficial
- AWS Marketplace listingaws.amazon.comofficial
- G2 reviewsg2.comreview
- Gartner reviewsgartner.comreview
