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Quitetall/blut

https://github.com/Quitetall/blut · scanned 2026-06-15 23:44 UTC (2 months, 4 weeks ago)

136 raw signals (0 security + 136 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 4 weeks ago · v1 · 112 actionable findings from 1 signal source. 24 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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Combined
93.9
/100
Security checks
94
0 findings
System graph
94
77.8% cov · 112 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 2 Medium 5 Low 61 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 112 Crowd 0 Layer: Software 17 Frontend 1 Security 3 Cicd 2 Quality 89
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Scan summary Repository scanned at 93.9/100 with 77.8% coverage. It contains 2790 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 136 findings — concentrated in quality (105), software (25), security (3). Risk profile is high: 0 critical, 2 high, 5 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 68 of 112 actionable findings. 136 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 python/lamquant/snn/README.md:13
Found a known-risky pattern (eval_used). Review and replace if possible.
python/lamquant/snn/README.md:13 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in python/lamquant/student/README.md:16
Found a known-risky pattern (eval_used). Review and replace if possible.
python/lamquant/student/README.md:16 Eval used
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 cicd CI/CD security conf 1.00 GitHub Action is tag-pinned rather than SHA-pinned
dtolnay/rust-toolchain@stable can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
.github/workflows/ci.yml:20 CI/CD securitySupply chainGithub actions
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — python/lamquant/student/launch_production.py:206
`subprocess.Popen(...)` 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
medium System graph quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 39 placeholder/mock markers across 18 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 1335 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 cicd CI/CD security conf 1.00 GitHub Action is tag-pinned rather than SHA-pinned
actions/cache@v4 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
.github/workflows/ci.yml:25 CI/CD securitySupply chainGithub actions
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 11 places
Functions with the same first-5-line body hash: python/lamquant/oracle/teacher_arch.py:forward, python/lamquant/oracle/teacher_arch.py:forward, python/lamquant/oracle/teacher_arch.py:forward, python/lamquant/oracle/teacher_arch.py:forward This is *the* AI-coder failure mode (4× more duplication in…
duplicatesduplication
low System graph quality Integrity conf 1.00 16 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: python/lamquant/student/soap_optimizer.py:project, python/lamquant/student/soap_optimizer.py:project_back 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 t…
16 occurrences
repo-level (16 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: python/lamquant/student/sinksoaph.py:step, python/lamquant/student/muon_optimizer.py:step, python/lamquant/student/esoap.py:step This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consol…
2 occurrences
repo-level (2 hits)
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: python/lamquant/student/progressive_quant.py:forward, python/lamquant/student/progressive_quant.py:forward, python/lamquant/student/progressive_quant.py:forward, python/lamquant/student/progressive_quant.py:forward This is *the* AI-coder failure mode…
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_normalize_channel_name_legacy` in python/lamquant/dataset/edf_to_events.py:103
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 `ca_decoder_legacy` in python/lamquant/student/train_joint.py:482
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 `csv_v1` in python/lamquant/snn/snn_to_nedc_eval.py:10
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 `edf_copy` in python/lamquant/snn/tests/test_lma_dataset_coverage.py:82
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 `lamquant_preprocess_v1` in python/lamquant/dataset/preprocess.py:120
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 `model_v1` in python/lamquant/dataset/validate_subband.py:232
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 `pre_hardening_backup` in python/lamquant/student/harden_artifacts.py:189
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 `q31_cache_v1` in python/lamquant/dataset/audit_dataset.py:182
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 `q31_cache_v1` in python/lamquant/oracle/train_teacher.py:206
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 `q31_cache_v1` in python/lamquant/student/archive/training_utils.py:539
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 `split_manifest_codec_v1` in python/lamquant/student/eval_codec_pccp.py:43
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 `split_manifest_codec_v1` in python/lamquant/student/residual_diagnostics.py:320
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 `split_manifest_v2` in python/lamquant/dataset/build_seizure_split_manifest.py:46
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_main_tier1_one_epoch_legacy` in python/lamquant/decoder/tests/test_train_vocos_decoder.py:283
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_unknown_string_falls_back_to_v2` in python/lamquant/student/tests/test_training_guard.py:41
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 `threshold_legacy` in python/lamquant/snn/head_benchmark.py:4
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 `threshold_legacy` in python/lamquant/snn/tests/test_head_benchmark.py:52
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 `tse_v1` in python/lamquant/snn/generate_activity_labels.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 `tueg_v2` in python/lamquant/dataset/stream_preprocess_tueg.py:31
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 `tueg_v2` in python/lamquant/snn/generate_tueg_quiet_labels.py:34
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 `tueg_v2` in python/lamquant/snn/lma_subject_id.py:42
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 `tueg_v2` in python/lamquant/snn/tests/test_lma_subject_id_coverage.py:29
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 `tusz_v2` in python/lamquant/dataset/test_build_split.py:47
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 `tusz_v2` in python/lamquant/snn/verify_lma_annotations.py:16
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 `use_v1` in python/lamquant/student/experiment_runner.py:59
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 `w1_stage_labels_v2` in python/lamquant/snn/lma_dataset.py:156
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 `x_copy` in python/lamquant/student/archive/tests/test_training_utils_coverage.py:221
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: check_padded_leak
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
python/lamquant/student/training_diagnostics.py:313
low System graph software Dead code conf 1.00 Possibly dead Python function: decoder_parameters
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
python/lamquant/student/joint_codec.py:127
low System graph software Dead code conf 1.00 Possibly dead Python function: distribution_summary
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
python/lamquant/student/clinical_sampler.py:205
low System graph software Dead code conf 1.00 Possibly dead Python function: encoder_alpha_parameters
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
python/lamquant/student/joint_codec.py:131
low System graph software Dead code conf 1.00 Possibly dead Python function: encoder_other_parameters
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
python/lamquant/student/joint_codec.py:137
low System graph software Dead code conf 1.00 Possibly dead Python function: encoder_parameters
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
python/lamquant/student/joint_codec.py:123
low System graph software Dead code conf 1.00 Possibly dead Python function: format_time
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
python/lamquant/oracle/train_teacher.py:59
low System graph software Dead code conf 1.00 9 occurrences Possibly dead Python function: forward
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
9 files, 9 locations
python/lamquant/oracle/freq_weighted_loss.py:68
python/lamquant/oracle/teacher_arch.py:272
python/lamquant/snn/pretrain_ssl_tueg.py:179
python/lamquant/snn/spike_augmentation.py:101
python/lamquant/student/archive/training_utils.py:76
python/lamquant/student/joint_codec.py:83
python/lamquant/student/multiscale_fsq.py:150
python/lamquant/student/pretrain_mae.py:77
low System graph software Dead code conf 1.00 Possibly dead Python function: freeze_decoder
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
python/lamquant/student/joint_codec.py:142
low System graph software Dead code conf 1.00 Possibly dead Python function: freeze_encoder
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
python/lamquant/student/joint_codec.py:148
low System graph software Dead code conf 1.00 Possibly dead Python function: gradient_health
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
python/lamquant/student/training_diagnostics.py:386
low System graph software Dead code conf 1.00 Possibly dead Python function: patient_wise_split
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
python/lamquant/oracle/train_teacher.py:103
low System graph software Dead code conf 1.00 Possibly dead Python function: pearson
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
python/lamquant/student/recon_difficulty_probe.py:49
low System graph software Dead code conf 1.00 Possibly dead Python function: read_ckpt_provenance
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
python/lamquant/student/joint_codec.py:219
low System graph software Dead code conf 1.00 Possibly dead Python function: require_lamquant_neural
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
python/lamquant/__init__.py:31
low System graph software Dead code conf 1.00 Possibly dead Python function: trigger_decay
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
python/lamquant/student/train_joint.py:352
low System graph software Dead code conf 1.00 Possibly dead Python function: unfreeze_all
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
python/lamquant/student/joint_codec.py:154
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: python/lamquant/oracle/streaming_dataset.py (1088 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: python/lamquant/snn/archive/train_mamba_snn.py (1921 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: python/lamquant/snn/lma_dataset.py (1245 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: python/lamquant/snn/train_4state_controller.py (1132 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: python/lamquant/student/archive/training_utils.py (1481 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: python/lamquant/student/train_joint.py (2487 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/broker/footprint.rs (1264 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/cli.rs (3404 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/framework/executor.rs (3086 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/tui/mod.rs (2538 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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