Scanner deep-dive
Minimax M2.7 by MiniMax ↗
General-Purpose LLM · agentic-v1 · scored on 61/66 repositories. Strict scoring (unfinished repos counted as misses).
29.7
F3 (strict)
31.6
F2 (strict)
28.0%
Recall (strict)
64.5%
Precision
61/66
Repos scored
MiniMax-M2.7
Model
$8
Total cost
161s
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 |
|---|---|---|---|---|---|
| insecure-web | 6 | 0 | 3 | 63.0 | 67.4 |
| vfapi | 6 | 6 | 3 | 66.7 | 62.9 |
| vulnerable-api | 8 | 2 | 6 | 59.5 | 62.8 |
| vampi | 9 | 7 | 6 | 62.2 | 61.7 |
| intentionally-vulnerable-python-application | 4 | 1 | 3 | 57.1 | 61.2 |
| vulnpy | 44 | 6 | 36 | 55.0 | 59.4 |
| dsvw | 15 | 2 | 12 | 54.3 | 58.9 |
| dvblab | 12 | 2 | 10 | 53.0 | 57.4 |
| pythonssti | 1 | 0 | 1 | 50.0 | 55.6 |
| vc-codex-high-seeded-v2-crm-saas-django | 12 | 2 | 13 | 48.0 | 52.9 |
| vulnerable-tornado-app | 6 | 2 | 8 | 45.2 | 49.6 |
| vulnerable-python-apps | 10 | 6 | 12 | 45.5 | 47.1 |
| python-app | 9 | 4 | 12 | 42.9 | 46.4 |
| vc-codex-high-seeded-v2-property-management-fastapi | 11 | 6 | 15 | 42.3 | 45.4 |
| owasp-web-playground | 12 | 11 | 16 | 42.9 | 44.4 |
| lets-be-bad-guys | 10 | 5 | 14 | 40.3 | 43.6 |
| vc-codex-high-seeded-v2-healthcare-clinic-django | 10 | 1 | 16 | 38.5 | 43.5 |
| dsvpwa | 12 | 3 | 20 | 37.5 | 42.0 |
| python-insecure-app | 3 | 1 | 5 | 37.5 | 41.5 |
| vc-codex-high-seeded-v2-marketplace-commerce-fastapi | 9 | 3 | 16 | 37.3 | 41.4 |
| vc-codex-high-seeded-v2-legal-case-django | 9 | 0 | 16 | 36.0 | 41.3 |
| vc-kimi-code-seeded-v2-crm-saas-django | 10 | 4 | 17 | 37.0 | 40.8 |
| vc-codex-seeded-v2-logistics-dispatch-fastapi | 10 | 2 | 20 | 35.0 | 39.6 |
| vc-codex-high-seeded-v2-support-desk-fastapi | 10 | 4 | 18 | 34.5 | 38.4 |
| vulpy | 19 | 3 | 38 | 33.3 | 38.0 |
| pygoat | 26 | 12 | 52 | 33.8 | 37.5 |
| damn-vulnerable-flask-application | 5 | 2 | 10 | 33.3 | 37.4 |
| vc-codex-high-seeded-v2-fintech-lending-fastapi | 10 | 8 | 19 | 34.5 | 37.4 |
| vc-kimi-code-seeded-v2-education-lms-django | 9 | 4 | 19 | 33.3 | 37.3 |
| threatbyte | 9 | 5 | 17 | 33.3 | 36.8 |
| vc-kimi-code-seeded-v2-logistics-dispatch-fastapi | 10 | 5 | 21 | 32.3 | 36.0 |
| vc-codex-seeded-v2-fintech-lending-fastapi | 11 | 3 | 26 | 30.6 | 34.9 |
| vc-codex-high-seeded-v2-education-lms-django | 8 | 7 | 17 | 32.0 | 34.8 |
| vulnerable-flask-app | 7 | 7 | 14 | 31.8 | 34.0 |
| flask-xss | 9 | 3 | 21 | 30.0 | 33.9 |
| vc-codex-seeded-v2-property-management-fastapi | 9 | 4 | 22 | 30.1 | 33.9 |
| vc-codex-seeded-v2-healthcare-clinic-django | 12 | 4 | 29 | 29.3 | 33.3 |
| extremely-vulnerable-flask-app | 9 | 3 | 23 | 29.2 | 33.1 |
| vc-claude-code-seeded-v2-education-lms-django | 9 | 7 | 23 | 29.2 | 32.4 |
| vc-codex-seeded-v2-hr-payroll-django | 11 | 3 | 28 | 28.2 | 32.4 |
| vc-codex-seeded-v2-crm-saas-django | 9 | 4 | 25 | 27.5 | 31.3 |
| vc-claude-code-seeded-v2-logistics-dispatch-fastapi | 9 | 4 | 24 | 27.3 | 31.0 |
| vc-kimi-code-seeded-v2-healthcare-clinic-django | 8 | 1 | 22 | 26.7 | 31.0 |
| vc-codex-seeded-v2-marketplace-commerce-fastapi | 8 | 7 | 21 | 27.6 | 30.5 |
| vc-kimi-code-seeded-v2-support-desk-fastapi | 7 | 5 | 21 | 26.2 | 29.5 |
| dvpwa | 6 | 3 | 17 | 26.1 | 29.0 |
| vc-claude-code-seeded-v2-fintech-lending-fastapi | 8 | 9 | 21 | 26.4 | 28.7 |
| djangoat | 13 | 8 | 39 | 24.4 | 27.6 |
| vc-codex-seeded-v2-education-lms-django | 9 | 9 | 26 | 24.8 | 27.4 |
| damn-vulnerable-graphql-application | 7 | 5 | 29 | 19.4 | 21.4 |
| vc-claude-code-seeded-v2-support-desk-fastapi | 6 | 5 | 28 | 18.6 | 21.4 |
| vc-claude-code-seeded-v2-hr-payroll-django | 5 | 2 | 22 | 18.5 | 21.0 |
| vc-codex-seeded-v2-legal-case-django | 5 | 3 | 28 | 15.2 | 16.9 |
| vc-codex-seeded-v2-support-desk-fastapi | 4 | 6 | 26 | 14.4 | 16.6 |
| vc-kimi-code-seeded-v2-marketplace-commerce-fastapi | 3 | 10 | 24 | 11.1 | 12.0 |
| vc-claude-code-seeded-v2-crm-saas-django | 2 | 2 | 26 | 7.1 | 8.6 |
| vc-claude-code-seeded-v2-healthcare-clinic-django | 2 | 3 | 28 | 5.2 | 6.2 |
| vc-kimi-code-seeded-v2-hr-payroll-django | 1 | 6 | 28 | 3.5 | 4.1 |
| vc-claude-code-seeded-v2-marketplace-commerce-fastapi | 0 | 9 | 32 | 0.0 | 0.0 |
| vc-claude-code-seeded-v2-property-management-fastapi | 0 | 13 | 33 | 0.0 | 0.0 |
| vc-kimi-code-seeded-v2-property-management-fastapi | 0 | 19 | 30 | 0.0 | 0.0 |
§
Detection by severity
| Severity | TP | FP | FN | Recall % |
|---|---|---|---|---|
| Critical | 103 | 0 | 44 | 70.1 |
| High | 239 | 7 | 453 | 34.5 |
| Medium | 164 | 10 | 674 | 19.6 |
| Low | 13 | 0 | 69 | 15.9 |
§
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 | 29 | 0 | 7 | 80.6 |
| Code Injection / RFI | 23 | 0 | 6 | 79.3 |
| XML External Entities | 26 | 1 | 7 | 78.8 |
| SQL Injection | 56 | 2 | 17 | 76.7 |
| Command / OS Injection | 36 | 0 | 11 | 76.6 |
| Path Traversal | 26 | 3 | 16 | 61.9 |
| Open Redirect | 22 | 1 | 14 | 61.1 |
| Server-Side Request Forgery | 22 | 1 | 17 | 56.4 |
| Hardcoded Credentials | 31 | 0 | 37 | 45.6 |
| Cross-Site Scripting | 46 | 2 | 61 | 43.0 |
| Broken Access Control / IDOR | 15 | 0 | 60 | 20.0 |
| Other | 131 | 0 | 674 | 16.3 |
| Security Misconfiguration | 15 | 0 | 85 | 15.0 |
| Denial of Service | 6 | 0 | 36 | 14.3 |
| Missing Authentication / Authorization | 11 | 7 | 68 | 13.9 |
| Sensitive Data Exposure | 18 | 0 | 124 | 12.7 |
§
LLM operational metrics
104,466
Avg input tokens
5,546
Avg output tokens
145,833
Avg total tokens
161s
Avg latency / repo
0.0%
JSON repair rate
198
Total runs
±16.2
F2 run-to-run σ
§
Cost
$8
Total cost
$0.06
Cost / run
$0.003
Cost / 100 LOC
116,141
Python LOC scanned
136
Successful runs