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sunnyday-technologies/MARB

https://github.com/sunnyday-technologies/MARB · scanned 2026-06-16 00:25 UTC (2 months, 2 weeks ago)

13 raw signals (0 security + 13 graph)

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Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 12 actionable findings from 1 signal source. 1 repeated signal grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
97.6
/100
Security checks
98
0 findings
System graph
98
77.8% cov · 12 findings
Critical
0
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Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 0 Medium 3 Low 6 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 12 Crowd 0 Layer: Software 2 Frontend 1 Security 1 Cicd 1 Quality 7
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Scan summary Repository scanned at 97.6/100 with 77.8% coverage. It contains 133 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 13 findings — concentrated in quality (8), software (2), frontend (1). Risk profile is low: 0 critical, 0 high, 3 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 9 of 12 actionable findings. 13 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.

medium System graph security Coverage conf 1.00 No auth library detected
The scanner did not find any standard auth library (JWT, OAuth, NextAuth, Auth0, etc.). The repo has auth/admin/session surface indicators, so auth may live in custom code, in a separate service, or be missing.
auth
medium System graph cicd CI/CD security conf 1.00 No CI/CD pipelines detected
No GitHub Actions, GitLab CI, or CircleCI configs found. Without CI you can't gate deploys on tests/lints.
CI/CD securityCoverage
medium System graph quality Tests conf 1.00 Very low test-to-source ratio
0 test file(s) for 17 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: ci, tests. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation.
Repo hardeningGenerated repo pattern
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 46 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup.
CleanupRepo hardeningGenerated repo pattern
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: grader/build_marb_sighted_3panel.py:main, grader/build_marb_local_3panel.py:main This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate.
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph software Dead code conf 1.00 Possibly dead Python function: functional_gap_grade
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
grader/marb_pose_metric.py:119
low System graph software Dead code conf 1.00 Possibly dead Python function: orientation_error
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
grader/marb_pose_metric.py:115
low System graph quality Provenance conf 1.00 Shallow git history limits provenance confidence
The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence.
Git historyGenerated repo pattern
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