Scanner deep-dive
SonarQube by SonarSource ↗
Rule-Based SAST · community · scored on 66/66 repositories. Strict scoring (unfinished repos counted as misses).
14.4
F3 (strict)
14.5
F2 (strict)
14.4%
Recall (strict)
14.7%
Precision
66/66
Repos scored
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Model
Free
Total cost
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Avg latency
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Per-repository breakdown
Each bar shows true positives, false positives, and misses on one repository; bar length is proportional to that repo's labeled vulnerabilities. Ranked by F2.
| Repository | TP | FP | FN | Recall % | F2 |
|---|---|---|---|---|---|
| lets-be-bad-guys | 8 | 1 | 16 | 33.3 | 38.1 |
| insecure-web | 3 | 1 | 6 | 33.3 | 37.5 |
| vc-kimi-code-seeded-v2-property-management-fastapi | 8 | 5 | 22 | 26.7 | 30.1 |
| vc-codex-high-seeded-v2-property-management-fastapi | 7 | 8 | 19 | 26.9 | 29.4 |
| vc-codex-high-seeded-v2-fintech-lending-fastapi | 7 | 8 | 22 | 24.1 | 26.7 |
| vc-codex-seeded-v2-logistics-dispatch-fastapi | 7 | 5 | 23 | 23.3 | 26.5 |
| vc-codex-high-seeded-v2-marketplace-commerce-fastapi | 6 | 8 | 19 | 24.0 | 26.3 |
| vc-codex-seeded-v2-property-management-fastapi | 7 | 3 | 24 | 22.6 | 26.1 |
| vc-codex-high-seeded-v2-support-desk-fastapi | 6 | 6 | 22 | 21.4 | 24.2 |
| vc-codex-high-seeded-v2-logistics-dispatch-fastapi | 6 | 13 | 23 | 20.7 | 22.2 |
| vc-kimi-code-seeded-v2-logistics-dispatch-fastapi | 7 | 27 | 24 | 22.6 | 22.2 |
| python-app | 4 | 3 | 17 | 19.1 | 22.0 |
| vc-claude-code-seeded-v2-support-desk-fastapi | 8 | 38 | 26 | 23.5 | 22.0 |
| vc-kimi-code-seeded-v2-fintech-lending-fastapi | 7 | 21 | 26 | 21.2 | 21.9 |
| vc-claude-code-seeded-v2-property-management-fastapi | 7 | 30 | 26 | 21.2 | 20.7 |
| vc-claude-code-seeded-v2-fintech-lending-fastapi | 7 | 47 | 22 | 24.1 | 20.6 |
| vulnerable-python-apps | 4 | 6 | 18 | 18.2 | 20.4 |
| vc-codex-seeded-v2-crm-saas-django | 7 | 38 | 27 | 20.6 | 19.3 |
| vc-codex-seeded-v2-marketplace-commerce-fastapi | 5 | 9 | 24 | 17.2 | 19.2 |
| vc-codex-seeded-v2-support-desk-fastapi | 5 | 6 | 25 | 16.7 | 19.1 |
| vc-codex-seeded-v2-fintech-lending-fastapi | 6 | 4 | 31 | 16.2 | 19.0 |
| vc-claude-code-seeded-v2-legal-case-django | 7 | 62 | 24 | 22.6 | 18.1 |
| vc-codex-high-seeded-v2-crm-saas-django | 5 | 37 | 20 | 20.0 | 17.6 |
| vc-codex-high-seeded-v2-education-lms-django | 5 | 38 | 20 | 20.0 | 17.5 |
| vc-kimi-code-seeded-v2-support-desk-fastapi | 6 | 54 | 22 | 21.4 | 17.4 |
| vc-kimi-code-seeded-v2-marketplace-commerce-fastapi | 5 | 33 | 22 | 18.5 | 17.1 |
| vc-claude-code-seeded-v2-crm-saas-django | 5 | 33 | 23 | 17.9 | 16.7 |
| pygoat | 11 | 11 | 67 | 14.1 | 16.5 |
| vc-kimi-code-seeded-v2-crm-saas-django | 6 | 68 | 21 | 22.2 | 16.5 |
| vc-claude-code-seeded-v2-hr-payroll-django | 5 | 39 | 22 | 18.5 | 16.4 |
| vc-codex-seeded-v2-hr-payroll-django | 7 | 52 | 32 | 17.9 | 16.3 |
| vc-codex-seeded-v2-education-lms-django | 6 | 40 | 29 | 17.1 | 16.1 |
| vc-claude-code-seeded-v2-logistics-dispatch-fastapi | 5 | 25 | 28 | 15.2 | 15.4 |
| vc-codex-high-seeded-v2-legal-case-django | 5 | 59 | 20 | 20.0 | 15.2 |
| vc-codex-high-seeded-v2-healthcare-clinic-django | 4 | 25 | 22 | 15.4 | 15.0 |
| extremely-vulnerable-flask-app | 4 | 2 | 28 | 12.5 | 14.9 |
| vc-claude-code-seeded-v2-healthcare-clinic-django | 5 | 47 | 24 | 17.2 | 14.9 |
| vc-claude-code-seeded-v2-marketplace-commerce-fastapi | 5 | 42 | 27 | 15.6 | 14.3 |
| vc-codex-seeded-v2-legal-case-django | 5 | 46 | 28 | 15.2 | 13.7 |
| vc-claude-code-seeded-v2-education-lms-django | 5 | 51 | 27 | 15.6 | 13.6 |
| vc-codex-high-seeded-v2-hr-payroll-django | 4 | 56 | 21 | 16.0 | 12.5 |
| vc-codex-seeded-v2-healthcare-clinic-django | 5 | 43 | 36 | 12.2 | 11.8 |
| vc-kimi-code-seeded-v2-legal-case-django | 5 | 108 | 21 | 19.2 | 11.5 |
| vc-kimi-code-seeded-v2-hr-payroll-django | 5 | 113 | 24 | 17.2 | 10.7 |
| vulpy | 5 | 4 | 52 | 8.8 | 10.5 |
| vc-kimi-code-seeded-v2-healthcare-clinic-django | 4 | 111 | 26 | 13.3 | 8.5 |
| vulnpy | 5 | 0 | 75 | 6.2 | 7.7 |
| vc-kimi-code-seeded-v2-education-lms-django | 3 | 101 | 25 | 10.7 | 6.9 |
| damn-vulnerable-flask-application | 0 | 0 | 15 | 0.0 | 0.0 |
| damn-vulnerable-graphql-application | 0 | 0 | 36 | 0.0 | 0.0 |
| djangoat | 0 | 0 | 52 | 0.0 | 0.0 |
| dsvpwa | 0 | 0 | 32 | 0.0 | 0.0 |
| dsvw | 0 | 0 | 27 | 0.0 | 0.0 |
| dvblab | 0 | 0 | 22 | 0.0 | 0.0 |
| dvpwa | 0 | 0 | 23 | 0.0 | 0.0 |
| flask-xss | 0 | 0 | 30 | 0.0 | 0.0 |
| intentionally-vulnerable-python-application | 0 | 0 | 7 | 0.0 | 0.0 |
| owasp-web-playground | 0 | 0 | 28 | 0.0 | 0.0 |
| python-insecure-app | 0 | 0 | 8 | 0.0 | 0.0 |
| pythonssti | 0 | 0 | 2 | 0.0 | 0.0 |
| threatbyte | 0 | 0 | 26 | 0.0 | 0.0 |
| vampi | 0 | 0 | 15 | 0.0 | 0.0 |
| vfapi | 0 | 0 | 9 | 0.0 | 0.0 |
| vulnerable-api | 0 | 0 | 14 | 0.0 | 0.0 |
| vulnerable-flask-app | 0 | 0 | 21 | 0.0 | 0.0 |
| vulnerable-tornado-app | 0 | 0 | 14 | 0.0 | 0.0 |
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Detection by severity
| Severity | TP | FP | FN | Recall % |
|---|---|---|---|---|
| Critical | 41 | 0 | 114 | 26.5 |
| High | 91 | 0 | 661 | 12.1 |
| Medium | 142 | 1 | 768 | 15.6 |
| Low | 0 | 0 | 86 | 0.0 |
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Detection by vulnerability class
| CWE family | TP | FP | FN | Recall % |
|---|---|---|---|---|
| Code Injection / RFI | 24 | 0 | 10 | 70.6 |
| Command / OS Injection | 34 | 0 | 16 | 68.0 |
| Insecure Deserialization | 23 | 0 | 17 | 57.5 |
| Open Redirect | 23 | 0 | 17 | 57.5 |
| Security Misconfiguration | 48 | 0 | 64 | 42.9 |
| Server-Side Request Forgery | 17 | 0 | 24 | 41.5 |
| Hardcoded Credentials | 15 | 1 | 53 | 22.1 |
| Cross-Site Scripting | 20 | 0 | 90 | 18.2 |
| Path Traversal | 6 | 0 | 38 | 13.6 |
| Other | 57 | 0 | 820 | 6.5 |
| Sensitive Data Exposure | 5 | 0 | 150 | 3.2 |
| XML External Entities | 1 | 0 | 37 | 2.6 |
| SQL Injection | 1 | 0 | 77 | 1.3 |
| Missing Authentication / Authorization | 0 | 0 | 83 | 0.0 |
| Broken Access Control / IDOR | 0 | 0 | 83 | 0.0 |
| Denial of Service | 0 | 0 | 44 | 0.0 |
| HTTP Header Injection | 0 | 0 | 2 | 0.0 |
| XPath Injection | 0 | 0 | 4 | 0.0 |
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Cost
Free
Total cost
0
Python LOC scanned
0
Successful runs