Scanner deep-dive
GLM-5.2 by Z.ai ↗
General-Purpose LLM · agentic-v1 · scored on 66/66 repositories. Strict scoring (unfinished repos counted as misses).
44.4
F3 (strict)
45.9
F2 (strict)
42.9%
Recall (strict)
64.3%
Precision
66/66
Repos scored
glm-5.2
Model
$29
Total cost
358s
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 | 9 | 2 | 0 | 96.3 | 92.6 |
| python-app | 17 | 6 | 4 | 81.0 | 79.5 |
| damn-vulnerable-flask-application | 11 | 1 | 4 | 75.5 | 78.3 |
| vampi | 13 | 13 | 2 | 86.7 | 75.3 |
| dsvw | 21 | 13 | 6 | 77.8 | 74.1 |
| dvblab | 17 | 13 | 5 | 78.8 | 73.3 |
| vulnerable-api | 10 | 3 | 4 | 71.4 | 72.5 |
| vc-kimi-code-seeded-v2-legal-case-django | 19 | 14 | 7 | 73.1 | 69.4 |
| owasp-web-playground | 19 | 7 | 9 | 67.9 | 68.7 |
| vulnerable-tornado-app | 9 | 3 | 5 | 66.7 | 68.5 |
| vc-codex-high-seeded-v2-education-lms-django | 17 | 11 | 8 | 68.0 | 66.6 |
| vc-codex-seeded-v2-logistics-dispatch-fastapi | 19 | 4 | 11 | 63.3 | 66.4 |
| vc-kimi-code-seeded-v2-property-management-fastapi | 20 | 12 | 10 | 66.7 | 65.8 |
| lets-be-bad-guys | 16 | 8 | 8 | 65.3 | 65.7 |
| vc-codex-high-seeded-v2-hr-payroll-django | 16 | 5 | 9 | 62.7 | 65.0 |
| vulnerable-flask-app | 15 | 15 | 6 | 69.8 | 64.5 |
| vc-codex-high-seeded-v2-legal-case-django | 16 | 7 | 9 | 62.7 | 64.1 |
| vc-codex-high-seeded-v2-healthcare-clinic-django | 17 | 14 | 9 | 66.7 | 63.9 |
| vc-codex-high-seeded-v2-support-desk-fastapi | 18 | 13 | 10 | 63.1 | 62.0 |
| vc-codex-high-seeded-v2-crm-saas-django | 14 | 5 | 11 | 57.3 | 60.2 |
| vc-codex-seeded-v2-marketplace-commerce-fastapi | 16 | 8 | 13 | 56.3 | 58.2 |
| vc-kimi-code-seeded-v2-crm-saas-django | 16 | 14 | 11 | 59.3 | 58.1 |
| vc-kimi-code-seeded-v2-hr-payroll-django | 16 | 10 | 13 | 56.3 | 57.5 |
| intentionally-vulnerable-python-application | 4 | 1 | 3 | 57.1 | 57.2 |
| pygoat | 42 | 16 | 36 | 54.3 | 57.1 |
| vc-codex-seeded-v2-crm-saas-django | 18 | 10 | 16 | 53.9 | 55.9 |
| vulnerable-python-apps | 11 | 2 | 11 | 51.5 | 55.3 |
| vc-claude-code-seeded-v2-education-lms-django | 17 | 10 | 15 | 53.1 | 54.9 |
| vc-codex-seeded-v2-hr-payroll-django | 21 | 12 | 18 | 53.0 | 54.9 |
| vc-codex-seeded-v2-legal-case-django | 17 | 10 | 16 | 52.5 | 54.6 |
| extremely-vulnerable-flask-app | 16 | 6 | 16 | 51.0 | 54.1 |
| vc-kimi-code-seeded-v2-healthcare-clinic-django | 16 | 12 | 14 | 53.3 | 54.1 |
| vc-claude-code-seeded-v2-hr-payroll-django | 14 | 5 | 13 | 50.6 | 53.9 |
| vc-kimi-code-seeded-v2-fintech-lending-fastapi | 18 | 15 | 15 | 53.5 | 53.9 |
| vc-claude-code-seeded-v2-healthcare-clinic-django | 15 | 12 | 14 | 51.7 | 52.6 |
| pythonssti | 1 | 1 | 1 | 50.0 | 51.9 |
| vc-codex-seeded-v2-education-lms-django | 16 | 5 | 19 | 46.7 | 50.7 |
| vc-codex-seeded-v2-fintech-lending-fastapi | 18 | 11 | 19 | 47.8 | 49.9 |
| dsvpwa | 16 | 4 | 16 | 49.0 | 49.7 |
| insecure-web | 5 | 4 | 4 | 51.8 | 47.1 |
| dvpwa | 10 | 9 | 13 | 44.9 | 46.3 |
| damn-vulnerable-graphql-application | 16 | 17 | 20 | 45.4 | 46.1 |
| python-insecure-app | 3 | 1 | 5 | 41.7 | 45.8 |
| vc-codex-seeded-v2-healthcare-clinic-django | 17 | 10 | 24 | 42.3 | 45.3 |
| vc-codex-high-seeded-v2-fintech-lending-fastapi | 13 | 8 | 16 | 46.0 | 45.0 |
| threatbyte | 11 | 2 | 15 | 42.3 | 44.5 |
| flask-xss | 12 | 5 | 18 | 40.0 | 43.8 |
| djangoat | 20 | 10 | 32 | 37.5 | 41.0 |
| vc-codex-seeded-v2-property-management-fastapi | 12 | 7 | 19 | 38.7 | 39.5 |
| vc-codex-seeded-v2-support-desk-fastapi | 11 | 5 | 19 | 36.7 | 38.2 |
| vc-claude-code-seeded-v2-property-management-fastapi | 12 | 6 | 21 | 35.4 | 36.7 |
| vulpy | 18 | 17 | 39 | 31.0 | 33.4 |
| vulnpy | 26 | 4 | 54 | 32.9 | 32.0 |
| vc-kimi-code-seeded-v2-education-lms-django | 9 | 15 | 19 | 33.3 | 31.3 |
| 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 | 120 | 1 | 35 | 77.4 |
| High | 353 | 1 | 399 | 46.9 |
| Medium | 343 | 1 | 567 | 37.7 |
| Low | 36 | 0 | 50 | 41.9 |
§
Detection by vulnerability class
| CWE family | TP | FP | FN | Recall % |
|---|---|---|---|---|
| HTTP Header Injection | 2 | 0 | 0 | 100.0 |
| XPath Injection | 4 | 0 | 0 | 100.0 |
| Insecure Deserialization | 33 | 0 | 7 | 82.5 |
| Code Injection / RFI | 28 | 0 | 6 | 82.4 |
| SQL Injection | 59 | 0 | 19 | 75.6 |
| Server-Side Request Forgery | 31 | 0 | 10 | 75.6 |
| Path Traversal | 33 | 0 | 11 | 75.0 |
| XML External Entities | 28 | 1 | 10 | 73.7 |
| Hardcoded Credentials | 48 | 1 | 20 | 70.6 |
| Command / OS Injection | 35 | 0 | 15 | 70.0 |
| Open Redirect | 25 | 0 | 15 | 62.5 |
| Cross-Site Scripting | 60 | 0 | 50 | 54.5 |
| Denial of Service | 22 | 0 | 22 | 50.0 |
| Security Misconfiguration | 52 | 0 | 60 | 46.4 |
| Sensitive Data Exposure | 63 | 0 | 92 | 40.6 |
| Missing Authentication / Authorization | 31 | 0 | 52 | 37.3 |
| Broken Access Control / IDOR | 27 | 0 | 56 | 32.5 |
| Other | 271 | 1 | 606 | 30.9 |
§
LLM operational metrics
46,538
Avg input tokens
17,972
Avg output tokens
355,284
Avg total tokens
358s
Avg latency / repo
23.7%
JSON repair rate
198
Total runs
±24.8
F2 run-to-run σ
§
Cost
$29
Total cost
$0.14
Cost / run
$0.007
Cost / 100 LOC
133,782
Python LOC scanned
197
Successful runs