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sergeeey/N-7-GeoSpectra-Lab

https://github.com/sergeeey/N-7-GeoSpectra-Lab · scanned 2026-06-16 00:07 UTC (2 months, 2 weeks ago)

54 raw signals (0 security + 54 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 38 actionable findings from 1 signal source. 16 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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Scan summary Repository scanned at 84.9/100 with 66.7% coverage. It contains 2448 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 54 findings — concentrated in quality (33), software (17), security (2). Risk profile is high: 0 critical, 1 high, 5 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 25 of 38 actionable findings. 54 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.

high System graph security security conf 1.00 Insecure pattern 'eval_used' in scripts/run_practical_applicability_v0_1_18.py:123
Found a known-risky pattern (eval_used). Review and replace if possible.
scripts/run_practical_applicability_v0_1_18.py:123 Eval used
medium System graph quality Agent instructions conf 1.00 Agent instructions exist but release-hardening basics are missing
AI-coder instruction files were found, but the repo is missing ci. Treat this as a contract gap: the agent is guided, but the generated output is not yet guarded by the controls that make it repeatable.
Repo hardeningGenerated repo pattern
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 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 Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 25 placeholder/mock markers across 14 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 1346 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 17 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: tom_s3_spinor_toy/spectral_fingerprint_proxy.py:dirac_ladder_fd, tom_s3_spinor_toy/spectral_fingerprint_proxy.py:dirac_ladder This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolida…
17 occurrences
repo-level (17 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: cc_toy_lab/spectral/s2_s1_product.py:build_s2_s1_product_operator, cc_toy_lab/spectral/s2_s1_product.py:analyze_s2_s1_product, cc_toy_lab/spectral/s2_s1_product.py:threshold_scan_s2_s1_product This is *the* AI-coder failure mode (4× more duplication …
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: scripts/s2_s1_discretization_v2_stress.py:main, scripts/s2_s1_product.py:main, scripts/s1_ring_localization_diagnostic.py:main, scripts/s2_s1_discretization_comparison.py:main This is *the* AI-coder failure mode (4× more duplication in vibe-coded rep…
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 6 places
Functions with the same first-5-line body hash: scripts/anderson_3d_boundary_comparison.py:save_boundary_comparison_artifacts, scripts/anderson_3d_periodic_followup.py:save_periodic_followup_artifacts, cc_toy_lab/spectral/anderson_windows.py:save_anderson_window_artifacts, cc_toy_lab/spectral/ander…
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `classification_v2` in scripts/s2_s1_discretization_comparison.py:161
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 quality Integrity conf 1.00 Old/deprecated-named symbol `loc_v2` in cc_toy_lab/spectral/s2_s1_product.py:930
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: append_finding
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cc_toy_lab/discovery/ledger.py:10
low System graph software Dead code conf 1.00 Possibly dead Python function: first_graph_eigenvalues
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cc_toy_lab/geometry/graph_laplacian.py:67
low System graph software Dead code conf 1.00 Possibly dead Python function: gudhi_available
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cc_toy_lab/topology/optional_gudhi.py:4
low System graph software Dead code conf 1.00 Possibly dead Python function: known_sphere_betti
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cc_toy_lab/topology/betti.py:4
low System graph software Dead code conf 1.00 Possibly dead Python function: pairwise_distance_summary
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cc_toy_lab/topology/persistent.py:6
low System graph software Dead code conf 1.00 Possibly dead Python function: potential_c
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cc_toy_lab/radion/potentials.py:44
low System graph software Dead code conf 1.00 Possibly dead Python function: potential_d
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cc_toy_lab/radion/potentials.py:63
low System graph software Dead code conf 1.00 Possibly dead Python function: rhs
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cc_toy_lab/radion/dynamics.py:33
low System graph software Dead code conf 1.00 Possibly dead Python function: sample_sphere
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cc_toy_lab/geometry/sampling.py:6
low System graph software Dead code conf 1.00 Possibly dead Python function: zscore_flags
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cc_toy_lab/discovery/anomaly_detection.py:6
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
low System graph quality Complexity conf 1.00 Very large file: cc_toy_lab/spectral/s2_s1_product.py (1437 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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