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zozo123/databases-in-the-ai-era

https://github.com/zozo123/databases-in-the-ai-era · scanned 2026-06-16 01:13 UTC (2 months, 1 week ago)

18 raw signals (0 security + 18 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 18 actionable findings from 1 signal source. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
90.8
/100
Security checks
91
0 findings
System graph
91
77.8% cov · 18 findings
Critical
0
click to filter
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 4 Low 11 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 18 Crowd 0 Layer: Software 6 Frontend 1 Security 1 Quality 10
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Scan summary Repository scanned at 90.8/100 with 77.8% coverage. It contains 166 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 18 findings — concentrated in quality (10), software (6), frontend (1). Risk profile is low: 0 critical, 0 high, 4 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 15 of 18 actionable findings. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

medium System graph quality Tests conf 1.00 CI is configured but no tests are detected
A CI pipeline exists, but the scan found no test files to gate. Opus labeled this generated-code pattern as config theater: release machinery exists, but it has little behavioral signal.
CI/CDConfig theaterRepo hardening
medium System graph quality Placeholder conf 1.00 Critical user flow still appears backed by mock or placeholder data
A payment/auth/admin/order/billing-style flow contains mock, fake, TODO, dummy, or placeholder markers in runtime source. In the Fable corpus this is a high-leverage completeness smell: the app can look finished while the money, identity, or tenant flow is still scaffolded.
Mock dataCritical flowGenerated repo pattern
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in course/deck.js:5
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
course/deck.js:5 Direct innerhtml assignment
medium System graph quality Tests conf 1.00 Very low test-to-source ratio
0 test file(s) for 14 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: license, 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 14 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 License conf 1.00 No license file detected
No LICENSE/COPYING/NOTICE file was found. Generated repositories often omit licensing, which blocks reuse and automated intake.
Repo hardeningGenerated repo pattern
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `revenue_recognized_v1` in course/materials/lab3/grader/grade.py:152
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph software Dead code conf 1.00 Possibly dead Python function: calibrate_thresholds
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
course/materials/lab4/operators_stub.py:120
low System graph software Dead code conf 1.00 Possibly dead Python function: describe
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
course/materials/lab4/operators_stub.py:72
low System graph software Dead code conf 1.00 Possibly dead Python function: grade_pairs
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
course/materials/lab4/simulator.py:475
low System graph software Dead code conf 1.00 Possibly dead Python function: hoeffding_lower_bound
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
course/materials/lab4/operators_stub.py:112
low System graph software Dead code conf 1.00 Possibly dead Python function: ndcg_at_k
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
course/materials/lab4/simulator.py:496
low System graph software Dead code conf 1.00 Possibly dead Python function: oracle_touches
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
course/materials/lab4/simulator.py:131
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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