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rodrigo-castellano/torch-kge-kernels

https://github.com/rodrigo-castellano/torch-kge-kernels · scanned 2026-06-15 23:54 UTC (2 months, 3 weeks ago)

56 raw signals (0 security + 56 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 3 weeks ago · v1 · 41 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
79.7
/100
Security checks
80
0 findings
System graph
80
66.7% cov · 41 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 3 Low 20 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 41 Crowd 0 Layer: Software 6 Frontend 1 Security 1 Cicd 1 Quality 32
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Scan summary Repository scanned at 79.7/100 with 66.7% coverage. It contains 976 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 56 findings — concentrated in quality (45), software (6), cicd (3). 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 22 of 41 actionable findings. 56 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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/run_reasoner_parity_sweep.py:721
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
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
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 151 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 3 occurrences Near-duplicate function bodies in 12 places
Functions with the same first-5-line body hash: src/kge_kernels/framework/repr_traj.py:forward, src/kge_kernels/framework/repr_traj.py:forward, src/kge_kernels/framework/repr_traj.py:forward, src/kge_kernels/framework/repr_traj.py:forward This is *the* AI-coder failure mode (4× more duplication in…
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 7 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: scripts/generate_soft_facts.py:filter_and_format_results_fast, scripts/generate_soft_facts.py:filter_and_format_results This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or …
7 occurrences
repo-level (7 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: scripts/generate_soft_facts.py:write_batch, scripts/generate_soft_facts.py:write_batch, scripts/generate_soft_facts.py:write_batch This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Cons…
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 4 occurrences Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: src/kge_kernels/losses/classification.py:forward, src/kge_kernels/losses/classification.py:forward, src/kge_kernels/losses/classification.py:forward, src/kge_kernels/losses/classification.py:forward This is *the* AI-coder failure mode (4× more duplic…
4 occurrences
repo-level (4 hits)
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: src/kge_kernels/framework/repr_atom.py:forward, src/kge_kernels/framework/repr_atom.py:forward, src/kge_kernels/framework/repr_atom.py:forward, src/kge_kernels/framework/repr_atom.py:forward This is *the* AI-coder failure mode (4× more duplication in…
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 7 places
Functions with the same first-5-line body hash: src/kge_kernels/framework/repr_query.py:forward, src/kge_kernels/framework/repr_query.py:forward, src/kge_kernels/framework/repr_query.py:forward, src/kge_kernels/framework/repr_query.py:forward This is *the* AI-coder failure mode (4× more duplicatio…
2 occurrences
repo-level (2 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: src/kge_kernels/models/mode.py:score, src/kge_kernels/models/conve.py:score, src/kge_kernels/models/transe.py:score, src/kge_kernels/models/rotate.py:score This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.…
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `rules_old` in scripts/run_reasoner_parity_sweep.py:143
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 `test_tnorm_min_legacy` in tests/framework/test_state_repr.py:40
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: finalize
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/kge_kernels/framework/protocols.py:120
low System graph software Dead code conf 1.00 Possibly dead Python function: metrics_per_mode
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/kge_kernels/eval/ranking_evaluator.py:74
low System graph software Dead code conf 1.00 Possibly dead Python function: metrics_per_relation
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/kge_kernels/eval/ranking_evaluator.py:109
low System graph software Dead code conf 1.00 Possibly dead Python function: process_work_unit
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/generate_soft_facts.py:658
low System graph software Dead code conf 1.00 Possibly dead Python function: reduce
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/kge_kernels/framework/repr_traj.py:403
low System graph software Dead code conf 1.00 Possibly dead Python function: sort_key
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/build_reproducibility.py:372
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: scripts/generate_soft_facts.py (1551 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: scripts/run_reasoner_parity_sweep.py (1627 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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