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54 of your 72 findings came from Repobility's proprietary detections. ✓ Repobility tags below mark them.
Upstream (GitHub) caused delay on this scan — not Repobility.
  • GitHub API rate-limited (HTTP 403) — preflight skipped, fell back to direct git clone.
  • Clone from GitHub took 506.79s for a 507.7 MB repo slow.
  • Repobility's analysis ran in 3.61s after the clone landed.

microsoft/ai-agents-for-beginners

https://github.com/microsoft/ai-agents-for-beginners · scanned 2026-06-05 08:54 UTC (5 days, 20 hours ago) · 10 languages

70 findings 11/13 scanners ran

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

23 actionable findings from 1 signal source. 47 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

Combined
68.1
/100
Security checks
68
23 findings
System graph
—
—% cov · 0 findings
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 40.0 0.15 6.00
security_score 100.0 0.25 25.00
testing_score 18.0 0.20 3.60
documentation_score 82.0 0.15 12.30
practices_score 67.0 0.15 10.05
code_quality 74.0 0.10 7.40
Overall 1.00 64.3
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 5 Medium 4 Low 4 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 23 System graph 0 Crowd 0 Layer: Software 2 Quality 14 Cicd 6 Security 1

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.

No integrity bug-classes triggered on this scan. The 6 classes we check for — fragile runtime, duplicates, orphan pages, legacy markers, commented-out code, config drift — have zero matches. Solid foundation.
For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.
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