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yogt1984/nat

https://github.com/yogt1984/nat · scanned 2026-06-16 01:07 UTC (2 months, 1 week ago)

116 raw signals (0 security + 116 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 99 actionable findings from 1 signal source. 17 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 69.7/100 with 100.0% coverage. It contains 9356 nodes across 18 cross-layer flows, written primarily in mixed languages. Engine surfaced 116 findings — concentrated in quality (62), software (28), security (9). Risk profile is high: 0 critical, 3 high, 18 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 88 of 99 actionable findings. 116 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 auth conf 1.00 FastAPI POST `predict_batch` without auth dependency — scripts/model_serving.py:544
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
scripts/model_serving.py:544 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `predict_single` without auth dependency — scripts/model_serving.py:487
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
scripts/model_serving.py:487 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `reload_models` without auth dependency — scripts/model_serving.py:602
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
scripts/model_serving.py:602 securityAuth fastapi unauth mutation
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — web/src/lib/api.ts:134
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
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 license. 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 hardware Security conf 1.00 Dockerfile runs as root: web/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph security security conf 1.00 Insecure pattern 'cors_wildcard' in scripts/agent_dashboard.py:982
Found a known-risky pattern (cors_wildcard). Review and replace if possible.
scripts/agent_dashboard.py:982 Cors wildcard
medium System graph security security conf 1.00 Insecure pattern 'cors_wildcard' in scripts/dashboard.py:432
Found a known-risky pattern (cors_wildcard). Review and replace if possible.
scripts/dashboard.py:432 Cors wildcard
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in rust/ing/static/index.html:474
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
rust/ing/static/index.html:474 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in scripts/experiment/static/dashboard.html:374
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
scripts/experiment/static/dashboard.html:374 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in scripts/run_experiment.py:39
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
scripts/run_experiment.py:39 Subprocess shell true
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/agent/code_synth.py:152
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/alpha/overnight_sweep.py:354
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/experiment/server.py:67
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/nightly_report.py:629
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/oos_validate.py:78
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/pipeline_runner.py:174
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/run_experiment.py:37
`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
medium System graph quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 23 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 Integrity conf 1.00 7 env vars used in code but missing from .env.example
Drift between code and config docs. The first few: `CLOB_API_KEY`, `CLOB_PASS_PHRASE`, `CLOB_SECRET`, `HL_PRIVATE_KEY`, `NEXT_PUBLIC_API_URL`, `NODE_ENV`, `PK`. Add them (with a placeholder/comment) to .env.example so onboarding doesn't break.
config drift
low System graph hardware Coverage conf 1.00 Containers defined but no K8s/orchestration manifest found
Repo has Dockerfiles/compose but no Kubernetes/Nomad manifests. If the target deployment is K8s, the manifests may live in a separate ops repo.
Deployment
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 2715 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 hardware Supply chain conf 1.00 2 occurrences Docker base image is tag-pinned but not digest-pinned: node:22-alpine
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
lines 1, 7
web/Dockerfile:1, 7 (2 hits)
containersPinned dependencies
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:69 CI/CD securitySupply chainGithub actions
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: exploration/validation/regime_labeler.py:reset, exploration/validation/regime_labeler.py:reset 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're sepa…
16 occurrences
repo-level (16 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: scripts/pipeline_runner.py:get, scripts/discovery_orchestrator.py:get, scripts/alpha/alpha_pipeline.py:get 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 …
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 5 places
Functions with the same first-5-line body hash: scripts/backtest/strategy.py:entry, scripts/backtest/strategy.py:entry, scripts/backtest/strategy.py:entry, scripts/backtest/strategy.py:entry This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hy…
2 occurrences
repo-level (2 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: scripts/agent/gates.py:evaluate, scripts/agent/gates.py:evaluate, scripts/agent/gates.py:evaluate, scripts/agent/gates.py:evaluate This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Cons…
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 quality Integrity conf 1.00 Old/deprecated-named symbol `base_copy` in scripts/tests/test_config_inheritance.py:39
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 `cross_symbol_edge_v2` in scripts/analysis/cross_symbol_edge_v2.py:21
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 `labels_v1` in scripts/tests/test_cross_symbol.py:393
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 scripts/tests/test_model_persistence.py:109
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 `sig_copy` in scripts/agent/meta_daemon.py:287
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 `w_old` in scripts/algorithms/tests/test_knn_unit.py:90
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_old` in scripts/algorithms/cascade_probability.py:196
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: add_tags
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/experiment_tracking.py:365
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_analyze
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/pipeline_runner.py:868
low System graph software Dead code conf 1.00 Possibly dead Python function: export_to_csv
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
exploration/macro_regime/data_manager.py:200
low System graph software Dead code conf 1.00 Possibly dead Python function: fetch_exchange_whale_ratio
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
exploration/macro_regime/data_manager.py:477
low System graph software Dead code conf 1.00 Possibly dead Python function: fetch_mvrv
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
exploration/macro_regime/data_manager.py:473
low System graph software Dead code conf 1.00 Possibly dead Python function: fetch_series
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
exploration/macro_regime/data_manager.py:455
low System graph software Dead code conf 1.00 Possibly dead Python function: import_from_csv
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
exploration/macro_regime/data_manager.py:173
low System graph software Dead code conf 1.00 Possibly dead Python function: log_message
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/agent_dashboard.py:973
low System graph software Dead code conf 1.00 Possibly dead Python function: panel_book_depth
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/15m_visualize.py:208
low System graph software Dead code conf 1.00 Possibly dead Python function: panel_cross_interactions
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/15m_visualize.py:607
low System graph software Dead code conf 1.00 Possibly dead Python function: panel_entropy_regime
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/15m_visualize.py:299
low System graph software Dead code conf 1.00 Possibly dead Python function: panel_feature_heatmap
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/15m_visualize.py:336
low System graph software Dead code conf 1.00 Possibly dead Python function: panel_funding_oi
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/15m_visualize.py:485
low System graph software Dead code conf 1.00 Possibly dead Python function: panel_illiquidity
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/15m_visualize.py:523
low System graph software Dead code conf 1.00 Possibly dead Python function: panel_microstructure
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/15m_visualize.py:273
low System graph software Dead code conf 1.00 Possibly dead Python function: panel_multiscale_entropy
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/15m_visualize.py:567
low System graph software Dead code conf 1.00 Possibly dead Python function: panel_price_spread
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/15m_visualize.py:183
low System graph software Dead code conf 1.00 Possibly dead Python function: panel_toxicity
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/15m_visualize.py:394
low System graph software Dead code conf 1.00 Possibly dead Python function: panel_trade_flow
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/15m_visualize.py:239
low System graph software Dead code conf 1.00 Possibly dead Python function: panel_trend_regime
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/15m_visualize.py:437
low System graph software Dead code conf 1.00 Possibly dead Python function: purged_kfold_evaluate
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/train_hierarchical.py:271
low System graph software Dead code conf 1.00 Possibly dead Python function: run_decision_pipeline
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
exploration/macro_regime/decision_engine.py:496
low System graph software Dead code conf 1.00 Possibly dead Python function: save_regime_history
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
exploration/macro_regime/data_manager.py:94
low System graph software Dead code conf 1.00 Possibly dead Python function: save_rules
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
exploration/macro_regime/decision_engine.py:130
low System graph software Dead code conf 1.00 Possibly dead Python function: test_buybacks_to_price
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
exploration/macro_regime/hype_vol_hypothesis.py:268
low System graph software Dead code conf 1.00 Possibly dead Python function: test_fees_to_buybacks
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
exploration/macro_regime/hype_vol_hypothesis.py:224
low System graph software Dead code conf 1.00 Possibly dead Python function: test_vol_to_volume
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
exploration/macro_regime/hype_vol_hypothesis.py:145
low System graph software Dead code conf 1.00 Possibly dead Python function: test_volume_to_fees
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
exploration/macro_regime/hype_vol_hypothesis.py:193
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 Integrity conf 1.00 Stub function `reset` (body is just `pass`/`return`) — scripts/algorithms/hierarchical_combiner.py:198
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `reset` (body is just `pass`/`return`) — scripts/algorithms/meta_labeling.py:131
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `reset` (body is just `pass`/`return`) — scripts/algorithms/regime_conditioned_lgbm.py:203
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph api Wiring conf 1.00 Unused endpoint: GET /
`scripts/experiment/server.py` declares `GET /` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/events
`scripts/experiment/server.py` declares `GET /api/events` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/heartbeat
`scripts/experiment/server.py` declares `GET /api/heartbeat` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/state
`scripts/experiment/server.py` declares `GET /api/state` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /models
`scripts/model_serving.py` declares `GET /models` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /models/best
`scripts/model_serving.py` declares `GET /models/best` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /predict
`scripts/model_serving.py` declares `POST /predict` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /predict/batch
`scripts/model_serving.py` declares `POST /predict/batch` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /reload
`scripts/model_serving.py` declares `POST /reload` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph quality Complexity conf 1.00 Very large file: rust/api/src/routes/research.rs (2020 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: scripts/agent/base.py (1292 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: scripts/exploration/scalping_profiler.py (2333 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: scripts/exploration/skeptical_validation.py (1965 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: scripts/nightly_report.py (1247 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: scripts/tests/test_characterize.py (1310 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: scripts/tests/test_derivatives.py (1473 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: scripts/tests/test_hierarchy.py (3003 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: scripts/tests/test_reduction.py (2246 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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