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Kolega DevSec Core V0.0.1 by Kolega DevSec Platform ↗
Security-Specialized · Kolega DevSec Platform · scored on 66/66 repositories. Strict scoring (unfinished repos counted as misses).
69.9
F3 (strict)
61.9
F2 (strict)
80.2%
Recall (strict)
32.4%
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 | 1 | 0 | 100.0 | 90.9 |
| vulnerable-api | 14 | 13 | 0 | 100.0 | 84.3 |
| dsvw | 25 | 21 | 2 | 92.6 | 81.2 |
| vulnpy | 69 | 61 | 11 | 86.2 | 76.7 |
| extremely-vulnerable-flask-app | 28 | 28 | 4 | 87.5 | 76.1 |
| vc-codex-high-seeded-v2-support-desk-fastapi | 26 | 37 | 2 | 92.9 | 74.3 |
| vfapi | 9 | 16 | 0 | 100.0 | 73.8 |
| vc-codex-seeded-v2-marketplace-commerce-fastapi | 25 | 29 | 4 | 86.2 | 73.5 |
| vc-claude-code-seeded-v2-logistics-dispatch-fastapi | 29 | 39 | 4 | 87.9 | 72.5 |
| dvblab | 20 | 31 | 2 | 90.9 | 71.9 |
| lets-be-bad-guys | 20 | 25 | 4 | 83.3 | 70.9 |
| vc-codex-seeded-v2-property-management-fastapi | 26 | 36 | 5 | 83.9 | 69.9 |
| damn-vulnerable-flask-application | 15 | 33 | 0 | 100.0 | 69.4 |
| vulpy | 46 | 60 | 11 | 80.7 | 68.9 |
| vc-codex-seeded-v2-logistics-dispatch-fastapi | 27 | 49 | 3 | 90.0 | 68.9 |
| vc-codex-high-seeded-v2-legal-case-django | 22 | 39 | 3 | 88.0 | 68.3 |
| vc-codex-high-seeded-v2-education-lms-django | 22 | 40 | 3 | 88.0 | 67.9 |
| vc-codex-seeded-v2-legal-case-django | 25 | 27 | 8 | 75.8 | 67.9 |
| vulnerable-tornado-app | 14 | 34 | 0 | 100.0 | 67.3 |
| vulnerable-flask-app | 20 | 45 | 1 | 95.2 | 67.1 |
| vc-codex-seeded-v2-healthcare-clinic-django | 30 | 30 | 11 | 73.2 | 67.0 |
| python-insecure-app | 6 | 7 | 2 | 75.0 | 66.7 |
| vc-codex-seeded-v2-crm-saas-django | 25 | 27 | 9 | 73.5 | 66.5 |
| vc-codex-seeded-v2-support-desk-fastapi | 23 | 34 | 7 | 76.7 | 65.0 |
| threatbyte | 21 | 38 | 5 | 80.8 | 64.4 |
| intentionally-vulnerable-python-application | 7 | 20 | 0 | 100.0 | 63.6 |
| dsvpwa | 25 | 44 | 7 | 78.1 | 63.5 |
| insecure-web | 8 | 19 | 1 | 88.9 | 63.5 |
| vc-kimi-code-seeded-v2-fintech-lending-fastapi | 27 | 54 | 6 | 81.8 | 63.4 |
| owasp-web-playground | 24 | 54 | 4 | 85.7 | 63.2 |
| vc-kimi-code-seeded-v2-support-desk-fastapi | 27 | 76 | 1 | 96.4 | 62.8 |
| vc-claude-code-seeded-v2-legal-case-django | 25 | 51 | 6 | 80.7 | 62.5 |
| vc-codex-high-seeded-v2-hr-payroll-django | 21 | 47 | 4 | 84.0 | 62.5 |
| vc-codex-seeded-v2-hr-payroll-django | 26 | 28 | 13 | 66.7 | 61.9 |
| vc-kimi-code-seeded-v2-healthcare-clinic-django | 25 | 57 | 5 | 83.3 | 61.9 |
| vc-codex-seeded-v2-fintech-lending-fastapi | 24 | 25 | 13 | 64.9 | 60.9 |
| vc-codex-high-seeded-v2-healthcare-clinic-django | 21 | 50 | 5 | 80.8 | 60.0 |
| vampi | 13 | 36 | 2 | 86.7 | 59.6 |
| vc-kimi-code-seeded-v2-property-management-fastapi | 28 | 87 | 2 | 93.3 | 59.6 |
| flask-xss | 20 | 30 | 10 | 66.7 | 58.8 |
| vc-kimi-code-seeded-v2-marketplace-commerce-fastapi | 24 | 72 | 3 | 88.9 | 58.8 |
| vc-claude-code-seeded-v2-education-lms-django | 23 | 45 | 9 | 71.9 | 58.7 |
| pygoat | 67 | 195 | 11 | 85.9 | 58.4 |
| vc-claude-code-seeded-v2-fintech-lending-fastapi | 23 | 59 | 6 | 79.3 | 58.1 |
| vc-codex-high-seeded-v2-fintech-lending-fastapi | 20 | 36 | 9 | 69.0 | 58.1 |
| vc-kimi-code-seeded-v2-hr-payroll-django | 23 | 59 | 6 | 79.3 | 58.1 |
| damn-vulnerable-graphql-application | 29 | 78 | 7 | 80.6 | 57.8 |
| python-app | 21 | 77 | 0 | 100.0 | 57.7 |
| vc-codex-high-seeded-v2-crm-saas-django | 21 | 61 | 4 | 84.0 | 57.7 |
| vc-codex-high-seeded-v2-logistics-dispatch-fastapi | 18 | 23 | 11 | 62.1 | 57.3 |
| vc-claude-code-seeded-v2-support-desk-fastapi | 28 | 83 | 6 | 82.3 | 56.7 |
| vc-codex-seeded-v2-education-lms-django | 22 | 32 | 13 | 62.9 | 56.7 |
| vc-kimi-code-seeded-v2-legal-case-django | 22 | 69 | 4 | 84.6 | 56.4 |
| vc-codex-high-seeded-v2-property-management-fastapi | 21 | 67 | 5 | 80.8 | 54.7 |
| vc-kimi-code-seeded-v2-education-lms-django | 21 | 59 | 7 | 75.0 | 54.7 |
| vc-claude-code-seeded-v2-marketplace-commerce-fastapi | 24 | 69 | 8 | 75.0 | 54.3 |
| vc-kimi-code-seeded-v2-logistics-dispatch-fastapi | 24 | 73 | 7 | 77.4 | 54.3 |
| vc-claude-code-seeded-v2-property-management-fastapi | 24 | 66 | 9 | 72.7 | 54.1 |
| vc-codex-high-seeded-v2-marketplace-commerce-fastapi | 18 | 50 | 7 | 72.0 | 53.6 |
| vc-claude-code-seeded-v2-crm-saas-django | 21 | 65 | 7 | 75.0 | 53.0 |
| vc-kimi-code-seeded-v2-crm-saas-django | 21 | 69 | 6 | 77.8 | 53.0 |
| vulnerable-python-apps | 13 | 24 | 9 | 59.1 | 52.0 |
| djangoat | 38 | 127 | 14 | 73.1 | 50.9 |
| vc-claude-code-seeded-v2-hr-payroll-django | 19 | 62 | 8 | 70.4 | 50.3 |
| dvpwa | 13 | 27 | 10 | 56.5 | 49.2 |
| vc-claude-code-seeded-v2-healthcare-clinic-django | 18 | 54 | 11 | 62.1 | 47.9 |
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Detection by severity
| Severity | TP | FP | FN | Recall % |
|---|---|---|---|---|
| Critical | 152 | 4 | 3 | 98.1 |
| High | 608 | 10 | 144 | 80.9 |
| Medium | 702 | 16 | 208 | 77.1 |
| Low | 64 | 2 | 22 | 74.4 |
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Detection by vulnerability class
| CWE family | TP | FP | FN | Recall % |
|---|---|---|---|---|
| Code Injection / RFI | 34 | 0 | 0 | 100.0 |
| Command / OS Injection | 50 | 0 | 0 | 100.0 |
| XML External Entities | 38 | 1 | 0 | 100.0 |
| Open Redirect | 40 | 0 | 0 | 100.0 |
| HTTP Header Injection | 2 | 0 | 0 | 100.0 |
| Insecure Deserialization | 39 | 1 | 1 | 97.5 |
| SQL Injection | 75 | 3 | 3 | 96.2 |
| Path Traversal | 42 | 4 | 2 | 95.5 |
| Hardcoded Credentials | 61 | 4 | 7 | 89.7 |
| Security Misconfiguration | 100 | 0 | 12 | 89.3 |
| Cross-Site Scripting | 97 | 3 | 13 | 88.2 |
| Server-Side Request Forgery | 34 | 4 | 7 | 82.9 |
| Denial of Service | 35 | 1 | 9 | 79.5 |
| Other | 675 | 6 | 202 | 77.0 |
| XPath Injection | 3 | 0 | 1 | 75.0 |
| Sensitive Data Exposure | 116 | 0 | 39 | 74.8 |
| Missing Authentication / Authorization | 55 | 5 | 28 | 66.3 |
| Broken Access Control / IDOR | 30 | 0 | 53 | 36.1 |
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Cost
Free
Total cost
0
Python LOC scanned
0
Successful runs