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Kolega DevSec Max V0.0.1 by Kolega DevSec Platform ↗
Security-Specialized · Kolega DevSec Platform · scored on 66/66 repositories. Strict scoring (unfinished repos counted as misses).
86.5
F3 (strict)
84.3
F2 (strict)
88.8%
Recall (strict)
70.1%
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 |
|---|---|---|---|---|---|
| pythonssti | 2 | 0 | 0 | 100.0 | 100.0 |
| damn-vulnerable-flask-application | 15 | 2 | 0 | 100.0 | 97.4 |
| vulnpy | 79 | 9 | 1 | 98.8 | 96.8 |
| vc-codex-high-seeded-v2-legal-case-django | 25 | 8 | 0 | 100.0 | 94.0 |
| vc-codex-high-seeded-v2-fintech-lending-fastapi | 29 | 10 | 0 | 100.0 | 93.5 |
| vc-claude-code-seeded-v2-hr-payroll-django | 27 | 13 | 0 | 100.0 | 91.2 |
| vc-codex-high-seeded-v2-support-desk-fastapi | 28 | 14 | 0 | 100.0 | 90.9 |
| vc-codex-high-seeded-v2-healthcare-clinic-django | 24 | 5 | 2 | 92.3 | 90.2 |
| python-insecure-app | 7 | 0 | 1 | 87.5 | 89.7 |
| vc-codex-high-seeded-v2-logistics-dispatch-fastapi | 28 | 12 | 1 | 96.5 | 89.7 |
| vc-kimi-code-seeded-v2-healthcare-clinic-django | 28 | 8 | 2 | 93.3 | 89.7 |
| vc-kimi-code-seeded-v2-fintech-lending-fastapi | 31 | 10 | 2 | 93.9 | 89.6 |
| vulpy | 52 | 11 | 5 | 91.2 | 89.3 |
| vc-kimi-code-seeded-v2-hr-payroll-django | 28 | 13 | 1 | 96.5 | 89.2 |
| extremely-vulnerable-flask-app | 29 | 6 | 3 | 90.6 | 89.0 |
| vulnerable-api | 13 | 4 | 1 | 92.9 | 89.0 |
| insecure-web | 8 | 1 | 1 | 88.9 | 88.9 |
| vc-claude-code-seeded-v2-marketplace-commerce-fastapi | 30 | 11 | 2 | 93.8 | 88.8 |
| vc-claude-code-seeded-v2-legal-case-django | 28 | 6 | 3 | 90.3 | 88.6 |
| vc-codex-high-seeded-v2-property-management-fastapi | 24 | 8 | 2 | 92.3 | 88.2 |
| vc-codex-seeded-v2-crm-saas-django | 30 | 4 | 4 | 88.2 | 88.2 |
| vc-codex-seeded-v2-marketplace-commerce-fastapi | 27 | 10 | 2 | 93.1 | 88.2 |
| vc-codex-seeded-v2-logistics-dispatch-fastapi | 27 | 7 | 3 | 90.0 | 87.7 |
| damn-vulnerable-graphql-application | 34 | 16 | 2 | 94.4 | 87.6 |
| vc-codex-high-seeded-v2-education-lms-django | 24 | 13 | 1 | 96.0 | 87.6 |
| vc-kimi-code-seeded-v2-property-management-fastapi | 28 | 12 | 2 | 93.3 | 87.5 |
| vc-kimi-code-seeded-v2-crm-saas-django | 25 | 10 | 2 | 92.6 | 87.4 |
| owasp-web-playground | 25 | 8 | 3 | 89.3 | 86.2 |
| threatbyte | 24 | 12 | 2 | 92.3 | 85.7 |
| vulnerable-tornado-app | 13 | 7 | 1 | 92.9 | 85.5 |
| intentionally-vulnerable-python-application | 7 | 6 | 0 | 100.0 | 85.4 |
| vc-claude-code-seeded-v2-fintech-lending-fastapi | 27 | 16 | 2 | 93.1 | 84.9 |
| vc-claude-code-seeded-v2-logistics-dispatch-fastapi | 30 | 15 | 3 | 90.9 | 84.7 |
| flask-xss | 25 | 3 | 5 | 83.3 | 84.5 |
| vc-codex-high-seeded-v2-marketplace-commerce-fastapi | 25 | 23 | 0 | 100.0 | 84.5 |
| vulnerable-flask-app | 19 | 10 | 2 | 90.5 | 84.1 |
| vc-claude-code-seeded-v2-crm-saas-django | 25 | 12 | 3 | 89.3 | 83.9 |
| vc-codex-high-seeded-v2-crm-saas-django | 23 | 14 | 2 | 92.0 | 83.9 |
| vc-codex-seeded-v2-education-lms-django | 30 | 9 | 5 | 85.7 | 83.8 |
| vc-codex-seeded-v2-healthcare-clinic-django | 34 | 5 | 7 | 82.9 | 83.7 |
| vc-kimi-code-seeded-v2-logistics-dispatch-fastapi | 28 | 16 | 3 | 90.3 | 83.3 |
| vc-codex-seeded-v2-hr-payroll-django | 32 | 5 | 7 | 82.0 | 82.9 |
| python-app | 19 | 12 | 2 | 90.5 | 82.6 |
| vfapi | 9 | 10 | 0 | 100.0 | 81.8 |
| vc-codex-seeded-v2-legal-case-django | 27 | 7 | 6 | 81.8 | 81.3 |
| dvpwa | 19 | 6 | 4 | 82.6 | 81.2 |
| pygoat | 69 | 46 | 9 | 88.5 | 80.8 |
| dsvpwa | 25 | 2 | 7 | 78.1 | 80.6 |
| vc-codex-seeded-v2-property-management-fastapi | 27 | 17 | 4 | 87.1 | 80.4 |
| vampi | 13 | 8 | 2 | 86.7 | 80.2 |
| dvblab | 19 | 12 | 3 | 86.4 | 79.8 |
| vc-claude-code-seeded-v2-education-lms-django | 26 | 9 | 6 | 81.2 | 79.8 |
| vc-codex-high-seeded-v2-hr-payroll-django | 23 | 22 | 2 | 92.0 | 79.3 |
| djangoat | 44 | 27 | 8 | 84.6 | 78.9 |
| vc-codex-seeded-v2-fintech-lending-fastapi | 29 | 7 | 8 | 78.4 | 78.8 |
| vc-claude-code-seeded-v2-property-management-fastapi | 27 | 13 | 6 | 81.8 | 78.5 |
| vc-kimi-code-seeded-v2-marketplace-commerce-fastapi | 23 | 16 | 4 | 85.2 | 78.2 |
| vc-codex-seeded-v2-support-desk-fastapi | 24 | 10 | 6 | 80.0 | 77.9 |
| vc-kimi-code-seeded-v2-legal-case-django | 21 | 10 | 5 | 80.8 | 77.8 |
| vc-claude-code-seeded-v2-healthcare-clinic-django | 23 | 9 | 6 | 79.3 | 77.7 |
| lets-be-bad-guys | 20 | 13 | 4 | 83.3 | 77.5 |
| dsvw | 19 | 1 | 8 | 70.4 | 74.2 |
| vulnerable-python-apps | 17 | 10 | 5 | 77.3 | 73.9 |
| vc-kimi-code-seeded-v2-education-lms-django | 22 | 16 | 6 | 78.6 | 73.3 |
| vc-kimi-code-seeded-v2-support-desk-fastapi | 22 | 27 | 6 | 78.6 | 68.3 |
| vc-claude-code-seeded-v2-support-desk-fastapi | 25 | 26 | 9 | 73.5 | 66.8 |
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Detection by severity
| Severity | TP | FP | FN | Recall % |
|---|---|---|---|---|
| Critical | 144 | 0 | 11 | 92.9 |
| High | 661 | 4 | 91 | 87.9 |
| Medium | 805 | 5 | 105 | 88.5 |
| Low | 79 | 0 | 7 | 91.9 |
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Detection by vulnerability class
| CWE family | TP | FP | FN | Recall % |
|---|---|---|---|---|
| SQL Injection | 78 | 1 | 0 | 100.0 |
| Path Traversal | 44 | 1 | 0 | 100.0 |
| Open Redirect | 40 | 2 | 0 | 100.0 |
| Security Misconfiguration | 111 | 0 | 1 | 99.1 |
| Server-Side Request Forgery | 40 | 2 | 1 | 97.6 |
| XML External Entities | 37 | 0 | 1 | 97.4 |
| Code Injection / RFI | 33 | 0 | 1 | 97.1 |
| Insecure Deserialization | 38 | 0 | 2 | 95.0 |
| Sensitive Data Exposure | 142 | 0 | 13 | 91.6 |
| Other | 798 | 0 | 79 | 91.0 |
| Hardcoded Credentials | 61 | 1 | 7 | 89.7 |
| Denial of Service | 38 | 0 | 6 | 86.4 |
| Command / OS Injection | 43 | 0 | 7 | 86.0 |
| XPath Injection | 3 | 0 | 1 | 75.0 |
| Cross-Site Scripting | 79 | 0 | 31 | 71.8 |
| Missing Authentication / Authorization | 53 | 0 | 30 | 63.9 |
| Broken Access Control / IDOR | 50 | 2 | 33 | 60.2 |
| HTTP Header Injection | 1 | 0 | 1 | 50.0 |
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Cost
Free
Total cost
0
Python LOC scanned
0
Successful runs