Scanner deep-dive
GLM-5.1 by Z.ai ↗
General-Purpose LLM · agentic-v1 · scored on 65/66 repositories. Strict scoring (unfinished repos counted as misses).
46.7
F3 (strict)
48.7
F2 (strict)
44.9%
Recall (strict)
73.2%
Precision
65/66
Repos scored
glm-5.1
Model
$33
Total cost
198s
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 | 100.0 | 95.9 |
| damn-vulnerable-flask-application | 14 | 3 | 1 | 91.1 | 88.8 |
| python-insecure-app | 7 | 0 | 1 | 83.3 | 85.4 |
| vulnpy | 63 | 5 | 17 | 79.2 | 81.4 |
| dsvw | 20 | 4 | 7 | 74.1 | 75.7 |
| python-app | 16 | 4 | 5 | 74.6 | 75.7 |
| insecure-web | 7 | 3 | 2 | 77.8 | 75.6 |
| dvblab | 16 | 4 | 6 | 71.2 | 72.6 |
| pythonssti | 1 | 0 | 1 | 66.7 | 70.4 |
| vulnerable-api | 9 | 1 | 5 | 66.7 | 70.3 |
| vulnerable-tornado-app | 10 | 3 | 4 | 69.0 | 70.3 |
| vc-kimi-code-seeded-v2-legal-case-django | 18 | 6 | 8 | 68.0 | 69.1 |
| vc-codex-high-seeded-v2-fintech-lending-fastapi | 19 | 4 | 10 | 65.5 | 68.3 |
| intentionally-vulnerable-python-application | 5 | 6 | 2 | 76.2 | 67.8 |
| vc-codex-high-seeded-v2-crm-saas-django | 16 | 6 | 9 | 65.3 | 66.8 |
| lets-be-bad-guys | 15 | 2 | 9 | 62.5 | 66.6 |
| owasp-web-playground | 18 | 7 | 10 | 65.5 | 66.5 |
| dsvpwa | 21 | 7 | 11 | 64.6 | 66.4 |
| vc-codex-high-seeded-v2-education-lms-django | 16 | 6 | 9 | 64.0 | 65.6 |
| vulnerable-python-apps | 14 | 5 | 8 | 63.6 | 65.5 |
| vc-codex-high-seeded-v2-legal-case-django | 16 | 5 | 9 | 62.7 | 64.8 |
| vc-codex-seeded-v2-logistics-dispatch-fastapi | 18 | 3 | 12 | 60.0 | 64.0 |
| threatbyte | 16 | 5 | 10 | 61.5 | 63.9 |
| vc-codex-seeded-v2-marketplace-commerce-fastapi | 18 | 6 | 11 | 60.9 | 63.4 |
| vulnerable-flask-app | 13 | 5 | 8 | 60.3 | 62.1 |
| vc-codex-high-seeded-v2-healthcare-clinic-django | 16 | 6 | 10 | 60.2 | 62.1 |
| dvpwa | 14 | 8 | 9 | 60.9 | 61.5 |
| vc-kimi-code-seeded-v2-fintech-lending-fastapi | 19 | 6 | 14 | 56.6 | 59.7 |
| vc-codex-seeded-v2-support-desk-fastapi | 16 | 3 | 14 | 54.4 | 58.6 |
| vc-codex-seeded-v2-crm-saas-django | 19 | 7 | 15 | 55.9 | 58.5 |
| vc-codex-high-seeded-v2-hr-payroll-django | 14 | 5 | 11 | 54.7 | 57.4 |
| vc-kimi-code-seeded-v2-property-management-fastapi | 16 | 5 | 14 | 53.3 | 56.9 |
| vc-kimi-code-seeded-v2-crm-saas-django | 15 | 9 | 12 | 55.6 | 56.7 |
| vc-claude-code-seeded-v2-healthcare-clinic-django | 15 | 5 | 14 | 52.9 | 56.2 |
| pygoat | 42 | 21 | 36 | 53.4 | 55.6 |
| vc-codex-high-seeded-v2-support-desk-fastapi | 15 | 5 | 13 | 52.4 | 55.6 |
| vc-codex-seeded-v2-fintech-lending-fastapi | 19 | 7 | 18 | 52.2 | 55.3 |
| vc-claude-code-seeded-v2-education-lms-django | 16 | 5 | 16 | 51.0 | 54.7 |
| vc-codex-seeded-v2-legal-case-django | 17 | 4 | 16 | 50.5 | 54.5 |
| vc-kimi-code-seeded-v2-education-lms-django | 15 | 15 | 13 | 53.6 | 52.7 |
| vc-claude-code-seeded-v2-hr-payroll-django | 13 | 6 | 14 | 49.4 | 52.5 |
| vc-claude-code-seeded-v2-property-management-fastapi | 16 | 5 | 17 | 48.5 | 52.2 |
| vc-kimi-code-seeded-v2-hr-payroll-django | 15 | 16 | 14 | 52.9 | 52.0 |
| vc-codex-seeded-v2-property-management-fastapi | 15 | 4 | 16 | 47.3 | 51.4 |
| vc-kimi-code-seeded-v2-healthcare-clinic-django | 14 | 8 | 16 | 46.7 | 49.2 |
| damn-vulnerable-graphql-application | 17 | 16 | 19 | 47.2 | 48.0 |
| vc-codex-seeded-v2-hr-payroll-django | 17 | 7 | 22 | 44.4 | 48.0 |
| vc-codex-seeded-v2-education-lms-django | 15 | 6 | 20 | 43.8 | 47.5 |
| flask-xss | 13 | 5 | 17 | 42.2 | 46.1 |
| vc-codex-seeded-v2-healthcare-clinic-django | 17 | 7 | 24 | 41.5 | 45.3 |
| djangoat | 18 | 12 | 34 | 34.6 | 37.8 |
| vulpy | 11 | 5 | 46 | 19.3 | 21.8 |
| vc-claude-code-seeded-v2-crm-saas-django | 6 | 2 | 22 | 20.2 | 21.0 |
| extremely-vulnerable-flask-app | 5 | 1 | 27 | 14.6 | 16.2 |
| 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 | 129 | 0 | 25 | 83.8 |
| High | 363 | 3 | 383 | 48.7 |
| Medium | 335 | 2 | 569 | 37.1 |
| Low | 36 | 0 | 48 | 42.9 |
§
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 |
| Code Injection / RFI | 29 | 0 | 5 | 85.3 |
| SQL Injection | 64 | 0 | 13 | 83.1 |
| Insecure Deserialization | 33 | 0 | 7 | 82.5 |
| Command / OS Injection | 40 | 0 | 10 | 80.0 |
| Path Traversal | 35 | 1 | 9 | 79.5 |
| XML External Entities | 29 | 1 | 9 | 76.3 |
| Open Redirect | 30 | 0 | 10 | 75.0 |
| Server-Side Request Forgery | 27 | 1 | 14 | 65.9 |
| Hardcoded Credentials | 42 | 0 | 25 | 62.7 |
| Cross-Site Scripting | 65 | 2 | 45 | 59.1 |
| Security Misconfiguration | 53 | 0 | 59 | 47.3 |
| Sensitive Data Exposure | 61 | 0 | 92 | 39.9 |
| Missing Authentication / Authorization | 31 | 0 | 50 | 38.3 |
| Other | 288 | 0 | 583 | 33.1 |
| Broken Access Control / IDOR | 22 | 0 | 59 | 27.2 |
| Denial of Service | 8 | 0 | 35 | 18.6 |
§
LLM operational metrics
45,953
Avg input tokens
9,681
Avg output tokens
174,480
Avg total tokens
198s
Avg latency / repo
19.7%
JSON repair rate
198
Total runs
±26.4
F2 run-to-run σ
§
Cost
$33
Total cost
$0.17
Cost / run
$0.008
Cost / 100 LOC
133,330
Python LOC scanned
195
Successful runs