Semgrep is a powerful pattern-matching engine but pattern matching alone cannot find authorization flaws, business logic vulnerabilities, or cross-service data leaks. Spotter’s 9 AI agents reason about your architecture and validate every finding with exploit proof.
More findings
(21 vs 2)
False positives
(vs 30–40%)
Exploit-validated
findings
A detailed look at where Semgrep falls short and where Spotter delivers.
| Feature | Semgrep | Spotter |
|---|---|---|
| Vulnerabilities Found (benchmark) | 2 findings | 21 findings (7x more) |
| False Positive Rate | 30–40% | <6% |
| Detection Approach | Static pattern matching | 9 AI agents with architectural reasoning |
| Exploit Validation | ✕ Not available | ✓ Automated PoC testing |
| AI Auto-Fix | ✕ Not available | ✓ Context-aware patches with PRs |
| Authorization / IDOR Detection | ✕ No authorization modeling | ✓ Full RBAC & tenant analysis |
| Business Logic Analysis | ✕ Cannot reason about logic | ✓ State machine & workflow analysis |
| Cross-Service Detection | ✕ Single-file scope | ✓ Entity propagation across services |
| Transaction Integrity | ✕ Not supported | ✓ Race conditions & double-spend |
| Custom Rules | ✓ YAML-based rules | ✓ AI-driven + custom policies |
| CI/CD Integration | ✓ GitHub, GitLab, etc. | ✓ GitHub, GitLab, Jenkins, etc. |
| Language Support | ✓ 25+ languages | ✓ JS/TS, Python, Go, Java, Ruby |
| Compliance Reporting | ✕ Limited | ✓ SOC 2, HIPAA, PCI-DSS |
Semgrep matches syntactic patterns you define. It cannot understand whether a missing auth check is actually exploitable, or whether data flows across service boundaries to create a vulnerability.
Spotter automatically extracts your high-level design entity models, service boundaries, permission structures and uses 9 specialized agents to find vulnerabilities in context.
Every finding comes with an automated exploit validation. No more triaging hundreds of alerts if Spotter reports it, it’s real, exploitable, and comes with a ready-to-merge fix.
Schedule a demo and we’ll run Spotter alongside Semgrep on your codebase. See what you’ve been missing.
Schedule a Demo