Scanner deep-dive
GLM-5 by Z.ai ↗
General-Purpose LLM · agentic-v1 · scored on 62/66 repositories. Strict scoring (unfinished repos counted as misses).
34.6
F3 (strict)
36.9
F2 (strict)
32.6%
Recall (strict)
77.3%
Precision
62/66
Repos scored
glm-5
Model
$14
Total cost
155s
Avg latency
§
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 |
|---|---|---|---|---|---|
| vfapi | 8 | 10 | 1 | 88.9 | 74.1 |
| damn-vulnerable-flask-application | 10 | 3 | 5 | 68.9 | 70.1 |
| dsvw | 17 | 4 | 10 | 64.2 | 66.8 |
| insecure-web | 6 | 5 | 3 | 70.4 | 66.4 |
| python-app | 13 | 2 | 8 | 61.9 | 65.4 |
| intentionally-vulnerable-python-application | 4 | 1 | 3 | 61.9 | 64.3 |
| vulnerable-flask-app | 13 | 6 | 8 | 60.3 | 61.9 |
| vc-codex-high-seeded-v2-crm-saas-django | 14 | 2 | 11 | 57.3 | 61.6 |
| lets-be-bad-guys | 14 | 4 | 10 | 58.3 | 61.3 |
| dvblab | 12 | 2 | 10 | 56.1 | 60.2 |
| vulnerable-api | 8 | 1 | 6 | 54.8 | 59.0 |
| dsvpwa | 17 | 2 | 15 | 54.2 | 58.7 |
| vc-codex-high-seeded-v2-education-lms-django | 14 | 5 | 11 | 54.7 | 57.7 |
| vc-kimi-code-seeded-v2-legal-case-django | 14 | 4 | 12 | 53.8 | 57.6 |
| vc-codex-high-seeded-v2-hr-payroll-django | 13 | 1 | 12 | 50.7 | 55.5 |
| vc-codex-high-seeded-v2-healthcare-clinic-django | 13 | 2 | 13 | 50.0 | 54.8 |
| python-insecure-app | 4 | 1 | 4 | 50.0 | 54.4 |
| pythonssti | 1 | 0 | 1 | 50.0 | 53.7 |
| vc-codex-seeded-v2-logistics-dispatch-fastapi | 14 | 1 | 16 | 47.8 | 52.8 |
| owasp-web-playground | 14 | 4 | 14 | 48.8 | 52.7 |
| vc-kimi-code-seeded-v2-crm-saas-django | 13 | 4 | 14 | 48.1 | 52.0 |
| vc-claude-code-seeded-v2-hr-payroll-django | 13 | 1 | 14 | 46.9 | 51.9 |
| vc-kimi-code-seeded-v2-property-management-fastapi | 14 | 2 | 16 | 46.7 | 51.4 |
| vc-codex-high-seeded-v2-support-desk-fastapi | 13 | 2 | 15 | 46.4 | 51.2 |
| vc-codex-high-seeded-v2-legal-case-django | 12 | 3 | 13 | 46.7 | 51.0 |
| vc-codex-high-seeded-v2-fintech-lending-fastapi | 13 | 3 | 16 | 44.8 | 49.3 |
| vc-kimi-code-seeded-v2-education-lms-django | 13 | 5 | 15 | 45.2 | 48.7 |
| vc-codex-seeded-v2-crm-saas-django | 15 | 3 | 19 | 44.1 | 48.5 |
| threatbyte | 12 | 6 | 14 | 44.9 | 47.9 |
| vc-kimi-code-seeded-v2-fintech-lending-fastapi | 14 | 4 | 19 | 43.4 | 47.7 |
| vc-codex-seeded-v2-property-management-fastapi | 13 | 2 | 18 | 41.9 | 46.7 |
| vc-kimi-code-seeded-v2-healthcare-clinic-django | 13 | 3 | 17 | 42.2 | 46.7 |
| vc-codex-seeded-v2-legal-case-django | 14 | 1 | 19 | 41.4 | 46.6 |
| vulnerable-python-apps | 9 | 4 | 13 | 42.4 | 45.8 |
| pygoat | 33 | 20 | 45 | 42.7 | 45.7 |
| vc-codex-seeded-v2-fintech-lending-fastapi | 15 | 2 | 22 | 40.5 | 45.3 |
| vc-codex-seeded-v2-hr-payroll-django | 16 | 4 | 23 | 40.2 | 44.7 |
| vc-kimi-code-seeded-v2-hr-payroll-django | 12 | 7 | 17 | 41.4 | 44.4 |
| extremely-vulnerable-flask-app | 13 | 2 | 19 | 39.6 | 44.3 |
| vc-codex-seeded-v2-support-desk-fastapi | 11 | 4 | 19 | 37.8 | 41.8 |
| vc-claude-code-seeded-v2-healthcare-clinic-django | 11 | 2 | 18 | 36.8 | 41.4 |
| vc-codex-seeded-v2-marketplace-commerce-fastapi | 11 | 2 | 18 | 36.8 | 41.3 |
| vc-claude-code-seeded-v2-property-management-fastapi | 12 | 1 | 21 | 35.4 | 40.4 |
| vc-claude-code-seeded-v2-education-lms-django | 11 | 2 | 21 | 35.4 | 39.9 |
| vc-codex-seeded-v2-education-lms-django | 12 | 4 | 23 | 35.2 | 39.3 |
| damn-vulnerable-graphql-application | 13 | 8 | 23 | 36.1 | 39.2 |
| dvpwa | 8 | 6 | 15 | 34.8 | 37.6 |
| flask-xss | 10 | 6 | 20 | 33.3 | 36.8 |
| vc-codex-seeded-v2-healthcare-clinic-django | 13 | 2 | 28 | 31.7 | 36.4 |
| djangoat | 16 | 7 | 36 | 30.8 | 34.6 |
| vc-claude-code-seeded-v2-crm-saas-django | 0 | 0 | 28 | 0.0 | 0.0 |
| vc-claude-code-seeded-v2-fintech-lending-fastapi | 0 | 0 | 29 | 0.0 | 0.0 |
| vc-claude-code-seeded-v2-legal-case-django | 0 | 0 | 31 | 0.0 | 0.0 |
| vc-claude-code-seeded-v2-logistics-dispatch-fastapi | 0 | 0 | 33 | 0.0 | 0.0 |
| vc-claude-code-seeded-v2-marketplace-commerce-fastapi | 0 | 0 | 32 | 0.0 | 0.0 |
| vc-claude-code-seeded-v2-support-desk-fastapi | 0 | 0 | 34 | 0.0 | 0.0 |
| vc-codex-high-seeded-v2-logistics-dispatch-fastapi | 0 | 0 | 29 | 0.0 | 0.0 |
| vc-codex-high-seeded-v2-marketplace-commerce-fastapi | 0 | 0 | 25 | 0.0 | 0.0 |
| vc-codex-high-seeded-v2-property-management-fastapi | 0 | 0 | 26 | 0.0 | 0.0 |
| vc-kimi-code-seeded-v2-logistics-dispatch-fastapi | 0 | 0 | 31 | 0.0 | 0.0 |
| vc-kimi-code-seeded-v2-marketplace-commerce-fastapi | 0 | 0 | 27 | 0.0 | 0.0 |
| vc-kimi-code-seeded-v2-support-desk-fastapi | 0 | 0 | 28 | 0.0 | 0.0 |
§
Detection by severity
| Severity | TP | FP | FN | Recall % |
|---|---|---|---|---|
| Critical | 105 | 0 | 34 | 75.5 |
| High | 268 | 0 | 428 | 38.5 |
| Medium | 233 | 1 | 606 | 27.8 |
| Low | 9 | 0 | 54 | 14.3 |
§
Detection by vulnerability class
| CWE family | TP | FP | FN | Recall % |
|---|---|---|---|---|
| HTTP Header Injection | 2 | 0 | 0 | 100.0 |
| XPath Injection | 1 | 0 | 0 | 100.0 |
| Code Injection / RFI | 26 | 0 | 5 | 83.9 |
| Insecure Deserialization | 29 | 0 | 7 | 80.6 |
| SQL Injection | 52 | 0 | 15 | 77.6 |
| Command / OS Injection | 33 | 0 | 11 | 75.0 |
| Open Redirect | 29 | 0 | 11 | 72.5 |
| XML External Entities | 24 | 0 | 11 | 68.6 |
| Server-Side Request Forgery | 19 | 0 | 9 | 67.9 |
| Path Traversal | 19 | 0 | 13 | 59.4 |
| Hardcoded Credentials | 27 | 0 | 31 | 46.6 |
| Cross-Site Scripting | 35 | 0 | 58 | 37.6 |
| Security Misconfiguration | 37 | 0 | 70 | 34.6 |
| Missing Authentication / Authorization | 26 | 1 | 52 | 33.3 |
| Other | 208 | 0 | 626 | 24.9 |
| Sensitive Data Exposure | 30 | 0 | 115 | 20.7 |
| Broken Access Control / IDOR | 15 | 0 | 64 | 19.0 |
| Denial of Service | 3 | 0 | 24 | 11.1 |
§
LLM operational metrics
24,464
Avg input tokens
4,264
Avg output tokens
162,686
Avg total tokens
155s
Avg latency / repo
18.2%
JSON repair rate
198
Total runs
±22.0
F2 run-to-run σ
§
Cost
$14
Total cost
$0.07
Cost / run
$0.004
Cost / 100 LOC
129,077
Python LOC scanned
186
Successful runs