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microsoft/generative-ai-for-beginners

https://github.com/microsoft/generative-ai-for-beginners · scanned 2026-06-05 05:42 UTC (7 hours, 59 minutes ago) · 10 languages

60 findings 11/13 scanners ran 36th percentile · Python · small (2-20K LoC)

File as issue Image v2 schema
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.

Combined
74.0
/100
Repobility
74
60 legacy
9-layer
—
—% cov · 0 gaps
Critical
0
click to filter
Agents
6
0 votes
Crowd
0
reported
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

Bug-class explainers. Each card groups findings of the same shape — these are the patterns most likely to ship to prod and reappear in future scans unless you systematically fix the cause, not just the instance.

Fragile runtime 29 findings
What it is: Code that runs but breaks under predictable input — division by zero, missing keys, unbounded loops, off-by-one slicing.
Why it matters: Reaches production undetected because happy-path tests pass. First user with a weird input crashes the request.
How AI causes it: AI loves writing the happy path; doesn't probe edge cases unless explicitly asked.
Fix approach: Add property-based tests. Wrap external inputs with explicit validators. Use the framework's typed deserializer (Pydantic, attrs).
12 matching findings on this repo
  • medium [COMP001] High cognitive complexity: Function `parse_json_vtt_transcript` has c… 08-building-search-applications/scripts/transcrip…:108
  • low Duplicated implementation block across source files 09-building-image-applications/python/aoai-soluti…:2
  • low Duplicated implementation block across source files 09-building-image-applications/python/aoai-app.py:2
  • low Duplicated implementation block across source files 08-building-search-applications/scripts/transcrip…:126
  • low Duplicated implementation block across source files 08-building-search-applications/scripts/transcrip…:45
  • low Duplicated implementation block across source files 06-text-generation-apps/python/oai-study-buddy.py:7
  • low [COMP001] High cognitive complexity: Function `make_safe_request` has cognitive… shared/python/api_utils.py:15
  • low [COMP001] High cognitive complexity: Function `process_queue` has cognitive com… 08-building-search-applications/scripts/transcrip…:94
  • info [MINED074] Ai Tell Fake Citation: Plausible-looking but non-existent URLs (e.g.… shared/python/api_utils.py:39
  • info [MINED077] Python Open No Context: fp = open(path) outside with-block leaks fil… 09-building-image-applications/python/oai-app.py:66
  • info [MINED077] Python Open No Context: fp = open(path) outside with-block leaks fil… 09-building-image-applications/python/oai-app-var…:21
  • info [MINED077] Python Open No Context: fp = open(path) outside with-block leaks fil… 09-building-image-applications/python/aoai-app-va…:32
View all fragile runtime findings →
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