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Vibe Coding Security: What We're Seeing

Anonymized data from 92 repos scanned by Vibe Check

92
repos scanned
451
total scans
74
average score

Score distribution

90+ (clean)
58%
60-89
19%
Below 60
23%

Severity breakdown

20%
High
918
1%
Informational
65
22%
Low
1048
0%
Informational
15
54%
Medium
2529
2%
Critical
117

Most common finding categories

Config
1685
Auth
1052
Injection
958
Benchmark Finding
275
Data Exposure
249
Secrets
234
Abuse Vector
164
Dependencies
75

Top 5 most common findings

7% of scanned repos have at least one CRITICAL finding.
Average scan surfaces 15.0 findings.

Community Defense Score

25%
of repos improved after their first scan
+34
average score improvement
This is proof that scanning works. People find issues, fix them, and come back stronger.
Scan your repo and see where you stand
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