AI Tool Comparison
Semgrep vs Amazon CodeGuru
An objective side-by-side comparison based on global rankings, AI scores, and monthly user data.
Higher Ranked

Semgrep
CodingLightweight static analysis tool for finding code bugs and vulnerabilities.
AI Score32.2 / 100
#550
Global Rank
–
Monthly Users
VS
Higher Ranked

Amazon CodeGuru
CodingAWS service for automated code reviews and application profiling.
AI Score0.0 / 100
#912
Global Rank
–
Monthly Users
Side-by-Side Comparison
| Semgrep | Amazon CodeGuru | |
|---|---|---|
| Category | Coding | Coding |
| Global Rank | #550 | #912 |
| AI Score | 32.2/100 | 0.0/100 |
| Monthly Users | – | – |
| Pricing | Freemium | Paid |
| Website | semgrep.dev | aws.amazon.com |
Pros & Cons
Semgrep
- Genuinely generous free threshold (10 contributors, 10 private repos) preserves frictionless small-team adoption
- AI-powered Semgrep Assistant meaningfully reduces triage overhead, a real pain point with traditional SAST tools
- Integrated three-product platform (SAST, SCA, Secrets) covers multiple security domains in one tool
- Team plan ($35/contributor/month) required once past the free 10-contributor/10-repo threshold
- Enterprise pricing requires custom sales engagement for compliance or self-hosted deployment needs
- Cost can scale meaningfully for larger teams given the per-contributor pricing model
Amazon CodeGuru
- Combines static code review with production application performance profiling
- Trained on patterns from large, real-world codebases
- Integrates well with existing AWS development workflows
- Most naturally suited to teams already using AWS infrastructure
- Usefulness depends on how low-noise and actionable its findings are in practice
- Not a code generation tool — it reviews existing code rather than writing new code