microsoft/generative-ai-for-beginners

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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 (1 week, 1 day ago) · 10 languages

60 findings 11/13 scanners ran 39th percentile · Python · small (2-20K LoC)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

20 actionable findings from 1 signal source. 40 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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: severity: low × excluding tests × Reset all

Severity: Critical 0 High 2 Medium 3 Low 2 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 20 System graph 0 Crowd 0 Layer: Software 2 Quality 15 Cicd 2 Security 1

Exclude dismissed / FP Exclude test files

Showing 2 of 20 actionable findings. 60 raw detector signals were grouped into reader-sized issues. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

low Security checks cicd CI/CD security conf 0.90 ✓ Repobility 8 occurrences GitHub Action is tag-pinned rather than SHA-pinned

[MINED115] Action `actions/stale` pinned to mutable ref `@v10`: `uses: actions/stale@v10` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lock w…

4 files, 8 locations

.github/workflows/validate-markdown.yml:24, 40, 56, 72, 87 (5 hits)

.github/workflows/stale.yml:22

.github/workflows/welcome-issue.yml:14

.github/workflows/welcome-pr.yml:14

CI/CD securitySupply chainGitHub Actions

low Security checks quality Quality conf 0.60 5 occurrences Duplicated implementation block across source files

Duplicate implementation blocks are maintenance debt. Keep them visible, but they are not a high-severity defect unless the duplicated logic is security-sensitive or drifting.

4 files, 5 locations

08-building-search-applications/scripts/transcript_enrich_summaries.py:45, 126 (2 hits)

06-text-generation-apps/python/oai-study-buddy.py:7

09-building-image-applications/python/aoai-app.py:2

09-building-image-applications/python/aoai-solution.py:2

duplicationquality

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