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xxxcoolestFish/VLDB_Distance_experiment

https://github.com/xxxcoolestFish/VLDB_Distance_experiment · scanned 2026-06-16 01:03 UTC (2 months, 1 week ago)

74 raw signals (0 security + 74 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 59 actionable findings from 1 signal source. 15 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
97.0
/100
Security checks
97
0 findings
System graph
97
66.7% cov · 59 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 5 Low 40 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 59 Crowd 0 Layer: Software 30 Frontend 1 Security 1 Cicd 1 Quality 26
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Scan summary Repository scanned at 97.0/100 with 66.7% coverage. It contains 645 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 74 findings — concentrated in quality (41), software (30), frontend (1). Risk profile is low: 0 critical, 0 high, 5 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 45 of 59 actionable findings. 74 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 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 13 placeholder/mock markers across 7 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
medium System graph quality Tests conf 1.00 Very low test-to-source ratio
1 test file(s) for 76 source file(s) (ratio 0.01). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Maintenance conf 1.00 41 TODO/FIXME markers
High count of TODO/FIXME/HACK markers — track them as issues so they're not forgotten.
low System graph quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci. 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 1091 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 Near-duplicate function bodies in 14 places
Functions with the same first-5-line body hash: ablation_study/models/rgnndist2vec_l1tilde.py:fit, ablation_study/models/rgnndist2vec.py:fit, models/rne.py:fit, models/basemodel.py:fit This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene)…
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: ablation_study/models/torch_utils.py:get_available_device, utils/torch_utils.py:get_available_device 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'r…
duplicatesduplication
low System graph quality Integrity conf 1.00 13 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: ablation_study/models/torch_utils.py:print_device_info, utils/torch_utils.py:print_device_info, original/torch_utils.py:print_device_info This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene…
13 occurrences
repo-level (13 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 4 occurrences Near-duplicate function bodies in 6 places
Functions with the same first-5-line body hash: ablation_study/models/rgnndist2vec_l1tilde.py:build_geometric_data, ablation_study/models/rgnndist2vec.py:build_geometric_data, models/rgnndist2vec_l1tilde.py:build_geometric_data, models/rgnndist2vec.py:build_geometric_data This is *the* AI-coder fa…
4 occurrences
repo-level (4 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 8 places
Functions with the same first-5-line body hash: ablation_study/models/rgnndist2vec_l1tilde.py:evaluate, ablation_study/models/rgnndist2vec.py:evaluate, models/basemodel.py:evaluate, models/rgnndist2vec_l1tilde.py:evaluate This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos…
duplicatesduplication
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 software Dead code conf 1.00 Possibly dead Python function: active_finetune_step
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/active_finetune.py:144
low System graph software Dead code conf 1.00 Possibly dead Python function: augment_nodes
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ablation_study/models/data_utils.py:734
low System graph software Dead code conf 1.00 Possibly dead Python function: augment_queries
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ablation_study/models/data_utils.py:676
low System graph software Dead code conf 1.00 Possibly dead Python function: build_dist2gnn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
models/dist2gnn_model.py:468
low System graph software Dead code conf 1.00 Possibly dead Python function: compute_errors
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/active_finetune.py:69
low System graph software Dead code conf 1.00 Possibly dead Python function: download_dimacs_data
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ablation_study/models/data_utils.py:413
low System graph software Dead code conf 1.00 Possibly dead Python function: download_dimacs_data
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/data_utils.py:413
low System graph software Dead code conf 1.00 Possibly dead Python function: download_figshare_data
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ablation_study/models/data_utils.py:492
low System graph software Dead code conf 1.00 Possibly dead Python function: extra_repr
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
models/dist2gnn_model.py:447
low System graph software Dead code conf 1.00 Possibly dead Python function: extra_repr
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/asymmetric_metrics.py:102
low System graph software Dead code conf 1.00 Possibly dead Python function: l1_symmetric_distance
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/asymmetric_metrics.py:138
low System graph software Dead code conf 1.00 Possibly dead Python function: l1_tilde_distance
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/asymmetric_metrics.py:106
low System graph software Dead code conf 1.00 Possibly dead Python function: l2_distance
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/asymmetric_metrics.py:145
low System graph software Dead code conf 1.00 Possibly dead Python function: linf_tilde_distance
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/asymmetric_metrics.py:124
low System graph software Dead code conf 1.00 Possibly dead Python function: load_dictionary
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ablation_study/models/torch_utils.py:207
low System graph software Dead code conf 1.00 Possibly dead Python function: load_dictionary
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/torch_utils.py:207
low System graph software Dead code conf 1.00 Possibly dead Python function: load_model
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ablation_study/models/torch_utils.py:168
low System graph software Dead code conf 1.00 Possibly dead Python function: load_model
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/torch_utils.py:168
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_degree_distribution
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/plot_utils.py:36
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_subgraph
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/plot_utils.py:230
low System graph software Dead code conf 1.00 Possibly dead Python function: preprocess_graph
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ablation_study/models/data_utils.py:837
low System graph software Dead code conf 1.00 Possibly dead Python function: read_dimacs_data
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ablation_study/models/data_utils.py:438
low System graph software Dead code conf 1.00 Possibly dead Python function: read_figshare_data
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ablation_study/models/data_utils.py:512
low System graph software Dead code conf 1.00 Possibly dead Python function: read_workload_data
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ablation_study/models/data_utils.py:344
low System graph software Dead code conf 1.00 Possibly dead Python function: read_workload_data
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/data_utils.py:344
low System graph software Dead code conf 1.00 Possibly dead Python function: save_dataset
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ablation_study/models/torch_utils.py:83
low System graph software Dead code conf 1.00 Possibly dead Python function: save_dataset
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/torch_utils.py:83
low System graph software Dead code conf 1.00 Possibly dead Python function: save_graph
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ablation_study/models/data_utils.py:573
low System graph software Dead code conf 1.00 Possibly dead Python function: select_top_k
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/active_finetune.py:111
low System graph software Dead code conf 1.00 Possibly dead Python function: size_of_distance_matrix
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ablation_study/models/data_utils.py:1039
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
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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