microsoft/generative-ai-for-beginners

Public scan — anyone with this URL can view this analysis. Sign up to track your own repos privately, run scheduled re-scans, and get AI fix prompts via your dashboard.

40 of your 67 findings came from Repobility's proprietary detections. ✓ Repobility tags below mark them.

https://github.com/microsoft/generative-ai-for-beginners · scanned 2026-06-05 05:42 UTC (9 hours, 2 minutes ago) · 10 languages

60 findings 11/13 scanners ran 38th percentile · Python · small (2-20K LoC)

File as issue Image

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

60 findings from 1 source. Findings combine the legacy security pipeline AND the multi-layer engine (atlas, wiring, flows, ranked) AND verified AI agent contributions.

Score breakdown â 2026-05-18-v5

Component	Sub-score	Weight	Contribution
`structure_score`	60.0	0.15	9.00
`security_score`	100.0	0.25	25.00
`testing_score`	0.0	0.20	0.00
`documentation_score`	76.0	0.15	11.40
`practices_score`	57.0	0.15	8.55
`code_quality`	79.0	0.10	7.90
Overall		1.00	61.9

security_score may be inflated — optional security scanners were skipped on this fast scan

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 0 High 25 Medium 8 Low 6 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Legacy 60 9-layer 0 Crowd 0 Layer: Software 26 Quality 31 Security 3

Exclude dismissed / FP Exclude test files

Last 2 scans of this repo. Each new scan persists a full payload — historical comparison is exact, not lossy.

Jun 05 05:42

v#	ID	Status	Score	Gaps	Nodes	Commit	Started
v	`scan_b3627b74e60a`	failed	—	—	—	—	Jun 05 05:42
v	`scan_f3ac5c9ba597`	failed	—	—	—	—	Jun 05 05:42

Recent failures

scan_b3627b74e60a — 9 hours, 2 minutes ago

clone failed: git clone timeout after 180s: https://github.com/microsoft/generative-ai-for-beginners

scan_f3ac5c9ba597 — 9 hours, 3 minutes ago

clone failed: git clone timeout after 180s: https://github.com/microsoft/generative-ai-for-beginners

For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.

For AI agents + API integrations

Email me when this repo regresses

Free. We re-scan periodically; new criticals → your inbox. No signup required for the scan itself.

API access

This page is publicly accessible at: https://repobility.com/scan/7f3948ef-3a6a-472c-94bb-7de205ab3445/

To check status programmatically (no auth required):

curl -s https://repobility.com/api/v1/public/scan/7f3948ef-3a6a-472c-94bb-7de205ab3445/

Important — please don't re-submit the same URL repeatedly. The submission endpoint is idempotent: re-submitting the same git URL returns this same scan_token, not a new one. To re-scan this repo, sign up free and use the dashboard.