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TheDeveloperAAA/battery-fastcharging-ml

https://github.com/TheDeveloperAAA/battery-fastcharging-ml · scanned 2026-06-16 00:33 UTC (2 months, 2 weeks ago)

21 raw signals (0 security + 21 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 21 actionable findings from 1 signal source. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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77.8% cov · 21 findings

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 0 High 0 Medium 4 Low 15 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 21 Crowd 0 Layer: Software 8 Hardware 2 Frontend 1 Security 1 Cicd 1 Quality 8

Exclude dismissed / FP Exclude test files

All 175 nodes from the latest scan, grouped by kind. Each node is a unit the engine identified (file, function, endpoint, table…). Most users won't need this view — it's primarily for debugging the engine's graph extraction or for AI agents that want to enumerate the project structure.

Label	Layer	Status	Path
`synthetic_xy`	software	healthy	`tests/test_models.py:13`
`test_baseline_learns_variance_signal`	software	healthy	`tests/test_models.py:25`
`test_lgbm_fit_predict`	software	healthy	`tests/test_models.py:34`
`test_cnn_fit_predict_deterministic`	software	healthy	`tests/test_models.py:41`
`test_ensemble_weights_sum_to_one`	software	healthy	`tests/test_models.py:51`
`test_split_conformal_coverage_sane`	software	healthy	`tests/test_models.py:63`
`_lists_from_source`	software	healthy	`tests/test_splits.py:14`
`test_train_and_primary_match_batteryml`	software	healthy	`tests/test_splits.py:24`
`test_secondary_matches_batteryml`	software	healthy	`tests/test_splits.py:35`
`test_split_sizes_and_disjointness`	software	healthy	`tests/test_splits.py:44`
`test_calibration_split_deterministic_and_disjoint`	software	healthy	`tests/test_splits.py:54`
`synthetic_cell`	software	healthy	`tests/test_features.py:11`
`cell`	software	healthy	`tests/test_features.py:50`
`test_cycle_life_linear_fade`	software	healthy	`tests/test_features.py:54`
`test_cycle_life_censored`	software	healthy	`tests/test_features.py:60`
`test_features_no_nan`	software	healthy	`tests/test_features.py:66`
`test_fade_slope_negative`	software	healthy	`tests/test_features.py:73`
`test_horizon_uses_only_early_cycles`	software	healthy	`tests/test_features.py:78`
`test_protocol_params_two_step`	software	healthy	`tests/test_features.py:90`
`test_charge_time_formula`	software	healthy	`tests/test_features.py:103`
`test_qdlin_interpolation_monotone`	software	healthy	`tests/test_features.py:110`
`test_view_renders_without_exception`	software	healthy	`tests/test_app.py:26`
`test_protocol_advisor_feasibility_logic`	software	healthy	`tests/test_app.py:37`
`f0`	software	healthy	`docs/build_guide.py:52`
`f1`	software	healthy	`docs/build_guide.py:56`
`f2`	software	healthy	`docs/build_guide.py:60`
`P`	software	healthy	`docs/build_guide.py:84`
`tbl`	software	healthy	`docs/build_guide.py:88`
`fig`	software	healthy	`docs/build_guide.py:110`
`footer`	software	dead	`docs/build_guide.py:120`
`md`	software	healthy	`notebooks/build_walkthrough.py:13`
`code`	software	healthy	`notebooks/build_walkthrough.py:17`
`load_csv`	software	healthy	`app/app.py:27`
`load_json`	software	healthy	`app/app.py:32`
`load_grid`	software	healthy	`app/app.py:38`
`load_compact_model`	software	healthy	`app/app.py:44`
`charge_time_to_80`	software	healthy	`app/app.py:49`
`grid_interp`	software	healthy	`app/app.py:53`
`__init__`	software	healthy	`src/models/baseline.py:24`
`_cols`	software	healthy	`src/models/baseline.py:30`
`fit`	software	healthy	`src/models/baseline.py:33`
`predict`	software	healthy	`src/models/baseline.py:48`
`clone_unfitted`	software	dead	`src/models/baseline.py:52`
`__init__`	software	healthy	`src/models/ensemble.py:18`
`fit`	software	healthy	`src/models/ensemble.py:24`
`predict`	software	healthy	`src/models/ensemble.py:46`
`component_predictions`	software	dead	`src/models/ensemble.py:50`
`assemble`	software	healthy	`src/models/train.py:79`
`cv_point_metrics`	software	healthy	`src/models/train.py:91`
`main`	software	healthy	`src/models/train.py:100`

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

Label	Layer	Status	Path
`config.yaml`	software	healthy	`config.yaml`
`README.md`	software	healthy	`README.md`
`BUILD_LOG.md`	software	healthy	`BUILD_LOG.md`
`RESEARCH_NOTE.md`	software	healthy	`RESEARCH_NOTE.md`
`requirements.txt`	software	healthy	`requirements.txt`
`compact_soh_estimator.json`	software	healthy	`models/compact_soh_estimator.json`
`test_models.py`	software	healthy	`tests/test_models.py`
`test_splits.py`	software	healthy	`tests/test_splits.py`
`test_features.py`	software	healthy	`tests/test_features.py`
`test_app.py`	software	healthy	`tests/test_app.py`
`data_summary_calce.json`	software	healthy	`results/data_summary_calce.json`
`data_summary_matr.json`	software	healthy	`results/data_summary_matr.json`
`protocol_recommendation.json`	software	healthy	`results/protocol_recommendation.json`
`optuna_lgbm.json`	software	healthy	`results/optuna_lgbm.json`
`metrics.json`	software	healthy	`results/metrics.json`
`shap_meta.json`	software	healthy	`results/shap_meta.json`
`data_summary_nasa.json`	software	healthy	`results/data_summary_nasa.json`
`calibration_report.json`	software	healthy	`results/calibration_report.json`
`build_guide.py`	software	healthy	`docs/build_guide.py`
`build_walkthrough.py`	software	healthy	`notebooks/build_walkthrough.py`
`README.md`	software	healthy	`app/README.md`
`app.py`	software	healthy	`app/app.py`
`Dockerfile`	software	healthy	`app/Dockerfile`
`requirements.txt`	software	healthy	`app/requirements.txt`
`protocol_recommendation.json`	software	healthy	`app/artifacts/protocol_recommendation.json`
`metrics.json`	software	healthy	`app/artifacts/metrics.json`
`shap_meta.json`	software	healthy	`app/artifacts/shap_meta.json`
`compact_soh_estimator.json`	software	healthy	`app/artifacts/compact_soh_estimator.json`
`calibration_report.json`	software	healthy	`app/artifacts/calibration_report.json`
`launch.json`	software	healthy	`.claude/launch.json`
`__init__.py`	software	healthy	`src/__init__.py`
`baseline.py`	software	healthy	`src/models/baseline.py`
`ensemble.py`	software	healthy	`src/models/ensemble.py`
`train.py`	software	healthy	`src/models/train.py`
`__init__.py`	software	healthy	`src/models/__init__.py`
`sequence.py`	software	healthy	`src/models/sequence.py`
`gbm.py`	software	healthy	`src/models/gbm.py`
`feature_matrix.py`	software	healthy	`src/models/feature_matrix.py`
`conformal.py`	software	healthy	`src/models/conformal.py`
`__init__.py`	software	healthy	`src/utils/__init__.py`
`seed.py`	software	healthy	`src/utils/seed.py`
`deploy_space.py`	software	healthy	`src/utils/deploy_space.py`
`config.py`	software	healthy	`src/utils/config.py`
`metrics.py`	software	healthy	`src/eval/metrics.py`
`__init__.py`	software	healthy	`src/eval/__init__.py`
`explain.py`	software	healthy	`src/eval/explain.py`
`figures.py`	software	healthy	`src/eval/figures.py`
`__init__.py`	software	healthy	`src/optim/__init__.py`
`protocol_opt.py`	software	healthy	`src/optim/protocol_opt.py`
`.claude/launch.json`	quality	healthy	`.claude/launch.json`

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

Label	Layer	Status	Path
`models`	software	healthy	`models`
`tests`	software	healthy	`tests`
`results`	software	healthy	`results`
`docs`	software	healthy	`docs`
`notebooks`	software	healthy	`notebooks`
`app`	software	healthy	`app`
`artifacts`	software	healthy	`app/artifacts`
`.claude`	software	healthy	`.claude`
`src`	software	healthy	`src`
`models`	software	healthy	`src/models`
`utils`	software	healthy	`src/utils`
`eval`	software	healthy	`src/eval`
`optim`	software	healthy	`src/optim`

Label	Layer	Status	Path
`SubsetElasticNet`	software	healthy	`src/models/baseline.py:17`
`StackedEnsemble`	software	healthy	`src/models/ensemble.py:17`
`TwoBranchCNN`	software	healthy	`src/models/sequence.py:39`
`SeqCNNRegressor`	software	healthy	`src/models/sequence.py:62`
`ScalarLGBM`	software	healthy	`src/models/gbm.py:34`

Label	Layer	Status	Path
`repobility-clone-823zv7_5`	software	healthy	`/tmp/repobility-clone-823zv7_5`

Label	Layer	Status	Path
`port:8501`	network	healthy	`config.yaml`

Label	Layer	Status	Path
`image::app/Dockerfile`	hardware	healthy	`app/Dockerfile`

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TheDeveloperAAA/battery-fastcharging-ml

Complete repo analysis

function 50+

file 50+

directory 13

class 5

repo 1

port 1

container 1