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sequential-parameter-optimization/spotforecast2-safe

https://github.com/sequential-parameter-optimization/spotforecast2-safe · scanned 2026-06-16 00:07 UTC (2 months, 2 weeks ago)

82 raw signals (0 security + 82 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 64 actionable findings from 1 signal source. 18 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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66.7% cov · 64 findings

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 0 High 0 Medium 3 Low 32 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 64 Crowd 0 Layer: Software 8 Frontend 1 Cicd 1 Quality 54

Exclude dismissed / FP Exclude test files

All 4550 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
`test_repr_not_fitted`	software	healthy	`tests/test_forecaster_equivalent_date_repr.py:11`
`test_repr_fitted`	software	healthy	`tests/test_forecaster_equivalent_date_repr.py:34`
`test_repr_header_length`	software	healthy	`tests/test_forecaster_equivalent_date_repr.py:57`
`test_predict_interval_conformal_output_shape_and_columns`	software	healthy	`tests/test_forecaster_recursive_predict_interval_conformal.…`
`test_predict_interval_conformal_values_logic`	software	healthy	`tests/test_forecaster_recursive_predict_interval_conformal.…`
`test_predict_interval_conformal_coverage_logic`	software	healthy	`tests/test_forecaster_recursive_predict_interval_conformal.…`
`test_predict_interval_conformal_empty_bin_fallback`	software	healthy	`tests/test_forecaster_recursive_predict_interval_conformal.…`
`test_predict_interval_conformal_no_residuals_error`	software	healthy	`tests/test_forecaster_recursive_predict_interval_conformal.…`
`fit`	software	healthy	`tests/test_forecaster_recursive_setters.py:13`
`test_set_fit_kwargs`	software	healthy	`tests/test_forecaster_recursive_setters.py:17`
`test_set_lags`	software	healthy	`tests/test_forecaster_recursive_setters.py:32`
`test_set_window_features`	software	healthy	`tests/test_forecaster_recursive_setters.py:52`
`test_set_lags_and_window_features_error`	software	healthy	`tests/test_forecaster_recursive_setters.py:82`
`test_set_lags_with_differentiation`	software	healthy	`tests/test_forecaster_recursive_setters.py:107`
`test_set_window_features_with_differentiation`	software	healthy	`tests/test_forecaster_recursive_setters.py:127`
`test_returns_callable_for_known_metric`	software	healthy	`tests/test_forecaster_metrics.py:30`
`test_accepts_y_train_kwarg`	software	healthy	`tests/test_forecaster_metrics.py:35`
`test_unknown_metric_raises`	software	healthy	`tests/test_forecaster_metrics.py:41`
`test_adds_argument_when_absent`	software	healthy	`tests/test_forecaster_metrics.py:47`
`my_metric`	software	healthy	`tests/test_forecaster_metrics.py:48`
`test_returns_func_unchanged_when_present`	software	healthy	`tests/test_forecaster_metrics.py:55`
`metric_with_train`	software	healthy	`tests/test_forecaster_metrics.py:56`
`test_happy_path`	software	healthy	`tests/test_forecaster_metrics.py:106`
`test_y_train_list_of_arrays`	software	healthy	`tests/test_forecaster_metrics.py:70`
`test_y_true_wrong_type_raises`	software	healthy	`tests/test_forecaster_metrics.py:237`
`test_y_pred_wrong_type_raises`	software	healthy	`tests/test_forecaster_metrics.py:82`
`test_y_train_wrong_type_raises`	software	healthy	`tests/test_forecaster_metrics.py:86`
`test_y_train_list_bad_element_raises`	software	healthy	`tests/test_forecaster_metrics.py:90`
`test_length_mismatch_raises`	software	healthy	`tests/test_forecaster_metrics.py:241`
`test_empty_raises`	software	healthy	`tests/test_forecaster_metrics.py:247`
`test_happy_path_non_negative`	software	healthy	`tests/test_forecaster_metrics.py:206`
`test_y_pred_not_1d_raises`	software	healthy	`tests/test_forecaster_metrics.py:138`
`test_pred_quantiles_not_1d_raises`	software	healthy	`tests/test_forecaster_metrics.py:160`
`test_quantile_levels_not_1d_raises`	software	healthy	`tests/test_forecaster_metrics.py:164`
`test_full_coverage`	software	healthy	`tests/test_forecaster_metrics.py:174`
`test_partial_coverage`	software	healthy	`tests/test_forecaster_metrics.py:182`
`test_lower_bound_wrong_type_raises`	software	healthy	`tests/test_forecaster_metrics.py:192`
`test_upper_bound_wrong_type_raises`	software	healthy	`tests/test_forecaster_metrics.py:196`
`test_shape_mismatch_raises`	software	healthy	`tests/test_forecaster_metrics.py:200`
`test_alpha_out_of_range_raises`	software	healthy	`tests/test_forecaster_metrics.py:212`
`test_happy_path_in_range`	software	healthy	`tests/test_forecaster_metrics.py:218`
`test_handles_zero_denominator`	software	healthy	`tests/test_forecaster_metrics.py:224`
`test_accepts_pandas_series`	software	healthy	`tests/test_forecaster_metrics.py:231`
`test_onestepahead_validation_warning_example`	software	healthy	`tests/test_model_selection_utils_common_doc_examples.py:21`
`test_initialize_lags_grid_example`	software	healthy	`tests/test_model_selection_utils_common_doc_examples.py:46`
`test_check_backtesting_input_example`	software	healthy	`tests/test_model_selection_utils_common_doc_examples.py:67`
`test_select_n_jobs_backtesting_example`	software	healthy	`tests/test_model_selection_utils_common_doc_examples.py:108`
`_y`	software	healthy	`tests/test_splitter_folds.py:19`
`test_no_future_leakage`	software	healthy	`tests/test_splitter_folds.py:27`
`test_fold_stride_overlap_flagged`	software	healthy	`tests/test_splitter_folds.py:44`

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

Label	Layer	Status	Path
`.releaserc.json`	software	healthy	`.releaserc.json`
`MODEL_CARD.md`	software	healthy	`MODEL_CARD.md`
`README.md`	software	healthy	`README.md`
`CONTRIBUTING.md`	software	healthy	`CONTRIBUTING.md`
`_quarto.yml`	software	healthy	`_quarto.yml`
`.pre-commit-config.yaml`	software	healthy	`.pre-commit-config.yaml`
`REUSE.toml`	software	healthy	`REUSE.toml`
`pyproject.toml`	software	healthy	`pyproject.toml`
`LICENSE`	software	healthy	`LICENSE`
`CHANGELOG.md`	software	healthy	`CHANGELOG.md`
`test_forecaster_equivalent_date_repr.py`	software	healthy	`tests/test_forecaster_equivalent_date_repr.py`
`test_forecaster_recursive_predict_interval_conformal.py`	software	healthy	`tests/test_forecaster_recursive_predict_interval_conformal.…`
`test_forecaster_recursive_setters.py`	software	healthy	`tests/test_forecaster_recursive_setters.py`
`test_forecaster_metrics.py`	software	healthy	`tests/test_forecaster_metrics.py`
`test_model_selection_utils_common_doc_examples.py`	software	healthy	`tests/test_model_selection_utils_common_doc_examples.py`
`test_splitter_folds.py`	software	healthy	`tests/test_splitter_folds.py`
`test_quantile_factory.py`	software	healthy	`tests/test_quantile_factory.py`
`test_fetch_data.py`	software	healthy	`tests/test_fetch_data.py`
`test_metrics_per_fold.py`	software	healthy	`tests/test_metrics_per_fold.py`
`test_validation_examples.py`	software	healthy	`tests/test_validation_examples.py`
`test_forecaster_recursive_set_in_sample_residuals.py`	software	healthy	`tests/test_forecaster_recursive_set_in_sample_residuals.py`
`test_exceptions_handlers.py`	software	healthy	`tests/test_exceptions_handlers.py`
`test_forecaster_equivalent_date_set_out_sample_residuals.py`	software	healthy	`tests/test_forecaster_equivalent_date_set_out_sample_residu…`
`test_forecaster_recursive_set_out_sample_residuals.py`	software	healthy	`tests/test_forecaster_recursive_set_out_sample_residuals.py`
`test_repeating_basis_function.py`	software	healthy	`tests/test_repeating_basis_function.py`
`test_forecaster_recursive_examples.py`	software	healthy	`tests/test_forecaster_recursive_examples.py`
`conftest.py`	software	healthy	`tests/conftest.py`
`test_forecaster_recursive_methods.py`	software	healthy	`tests/test_forecaster_recursive_methods.py`
`test_ported_functions.py`	software	healthy	`tests/test_ported_functions.py`
`test_imputation_weights.py`	software	healthy	`tests/test_imputation_weights.py`
`test_get_missing_weights.py`	software	healthy	`tests/test_get_missing_weights.py`
`test_entsoe_gap_repair.py`	software	healthy	`tests/test_entsoe_gap_repair.py`
`test_config_target_corruption_knobs.py`	software	healthy	`tests/test_config_target_corruption_knobs.py`
`test_parse.py`	software	healthy	`tests/test_parse.py`
`test_exog_pipeline_perf.py`	software	healthy	`tests/test_exog_pipeline_perf.py`
`test_submission_helpers.py`	software	healthy	`tests/test_submission_helpers.py`
`test_data_module.py`	software	healthy	`tests/test_data_module.py`
`test_calendar_ephemeris.py`	software	healthy	`tests/test_calendar_ephemeris.py`
`test_forecaster_recursive_fit.py`	software	healthy	`tests/test_forecaster_recursive_fit.py`
`test_downloader_entsoe_zones.py`	software	healthy	`tests/test_downloader_entsoe_zones.py`
`test_predict_multivariate.py`	software	healthy	`tests/test_predict_multivariate.py`
`test_forecaster_equivalent_date_methods.py`	software	healthy	`tests/test_forecaster_equivalent_date_methods.py`
`test_forecaster_recursive_lgbm.py`	software	healthy	`tests/test_forecaster_recursive_lgbm.py`
`test_forecaster_recursive_html.py`	software	healthy	`tests/test_forecaster_recursive_html.py`
`test_check_preprocess_series.py`	software	healthy	`tests/test_check_preprocess_series.py`
`test_run_state.py`	software	healthy	`tests/test_run_state.py`
`test_forecaster_recursive_create_predict_x.py`	software	healthy	`tests/test_forecaster_recursive_create_predict_x.py`
`test_downloader_entsoe_side_tables.py`	software	healthy	`tests/test_downloader_entsoe_side_tables.py`
`test_validation.py`	software	healthy	`tests/test_validation.py`
`test_exceptions_examples.py`	software	healthy	`tests/test_exceptions_examples.py`

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

Label	Layer	Status	Path
`MockEstimator`	software	healthy	`tests/test_forecaster_recursive_setters.py:12`
`TestGetMetric`	software	healthy	`tests/test_forecaster_metrics.py:29`
`TestAddYTrainArgument`	software	healthy	`tests/test_forecaster_metrics.py:46`
`TestMeanAbsoluteScaledError`	software	healthy	`tests/test_forecaster_metrics.py:62`
`TestRootMeanSquaredScaledError`	software	healthy	`tests/test_forecaster_metrics.py:105`
`TestCrpsFromPredictions`	software	healthy	`tests/test_forecaster_metrics.py:133`
`TestCrpsFromQuantiles`	software	healthy	`tests/test_forecaster_metrics.py:147`
`TestCalculateCoverage`	software	healthy	`tests/test_forecaster_metrics.py:173`
`TestCreateMeanPinballLoss`	software	healthy	`tests/test_forecaster_metrics.py:205`
`TestSmape`	software	healthy	`tests/test_forecaster_metrics.py:217`
`TestTimeSeriesFoldLeakage`	software	healthy	`tests/test_splitter_folds.py:24`
`TestTimeSeriesFoldGuards`	software	healthy	`tests/test_splitter_folds.py:49`
`TestOneStepAheadFoldSplit`	software	healthy	`tests/test_splitter_folds.py:67`
`TestQuantileFactory`	software	healthy	`tests/test_quantile_factory.py:24`
`_StubForecaster`	software	healthy	`tests/test_quantile_factory.py:69`
`TestPredictQuantileBand`	software	healthy	`tests/test_quantile_factory.py:79`
`TestIntegration`	software	healthy	`tests/test_quantile_factory.py:117`
`TestGetDataHome`	software	healthy	`tests/test_fetch_data.py:20`
`TestFetchData`	software	healthy	`tests/test_fetch_data.py:97`
`TestIntegration`	software	healthy	`tests/test_fetch_data.py:263`
`TestFetchHolidayData`	software	healthy	`tests/test_fetch_data.py:295`
`TestFetchWeatherData`	software	healthy	`tests/test_fetch_data.py:456`
`TestGetPathModel`	software	healthy	`tests/test_ported_functions.py:18`
`TestLoadIteration`	software	healthy	`tests/test_ported_functions.py:39`
`TestGetMissingWeights`	software	healthy	`tests/test_get_missing_weights.py:34`
`TestCustomWeights`	software	healthy	`tests/test_get_missing_weights.py:211`
`TestIntegrationWithForecaster`	software	healthy	`tests/test_get_missing_weights.py:269`
`TestFindMissingIntervals`	software	healthy	`tests/test_entsoe_gap_repair.py:74`
`TestEmptyEntsoeResponse`	software	healthy	`tests/test_entsoe_gap_repair.py:107`
`TestRepairDataGaps`	software	healthy	`tests/test_entsoe_gap_repair.py:142`
`TestCooldownSemantics`	software	healthy	`tests/test_entsoe_gap_repair.py:225`
`TestDownloadOnUnavailable`	software	healthy	`tests/test_entsoe_gap_repair.py:285`
`TestEmptyWindowGuard`	software	healthy	`tests/test_entsoe_gap_repair.py:346`
`TestParseBoolTrue`	software	healthy	`tests/test_parse.py:13`
`TestParseBoolFalse`	software	healthy	`tests/test_parse.py:28`
`TestParseBoolInvalid`	software	healthy	`tests/test_parse.py:43`
`TestParseBoolArgparseIntegration`	software	healthy	`tests/test_parse.py:53`
`TestLoadInterim`	software	healthy	`tests/test_submission_helpers.py:85`
`TestSubmissionDates`	software	healthy	`tests/test_submission_helpers.py:177`
`TestDownloadCombinedWithFallback`	software	healthy	`tests/test_submission_helpers.py:253`
`TestAssertSubmissionCoverage`	software	healthy	`tests/test_submission_helpers.py:476`
`_Report`	software	healthy	`tests/test_submission_helpers.py:512`
`TestDataFromCsv`	software	healthy	`tests/test_data_module.py:46`
`TestDataFromDataframe`	software	healthy	`tests/test_data_module.py:87`
`TestPeriod`	software	healthy	`tests/test_data_module.py:122`
`TestFetchData`	software	healthy	`tests/test_data_module.py:137`
`TestApplyOnMissing`	software	healthy	`tests/test_data_module.py:170`
`TestLoadTimeseries`	software	healthy	`tests/test_data_module.py:200`
`TestLoadActualCombined`	software	healthy	`tests/test_data_module.py:231`
`TestEphemerisFeatures`	software	healthy	`tests/test_calendar_ephemeris.py:20`

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

Label	Layer	Status	Path
`tests`	software	healthy	`tests`
`processing`	software	healthy	`tests/processing`
`multitask`	software	healthy	`tests/multitask`
`manager`	software	healthy	`tests/manager`
`downloader`	software	healthy	`tests/downloader`
`configurator`	software	healthy	`tests/configurator`
`preprocessing`	software	healthy	`tests/preprocessing`
`stats`	software	healthy	`tests/stats`
`benchmarks`	software	healthy	`benchmarks`
`_freeze`	software	healthy	`_freeze`
`docs`	software	healthy	`_freeze/docs`
`reference`	software	healthy	`_freeze/docs/reference`
`preprocessing.exog_providers.CovidInfectionRateProvider`	software	healthy	`_freeze/docs/reference/preprocessing.exog_providers.CovidIn…`
`execute-results`	software	healthy	`_freeze/docs/reference/preprocessing.exog_providers.CovidIn…`
`weather.locations.weights`	software	healthy	`_freeze/docs/reference/weather.locations.weights`
`execute-results`	software	healthy	`_freeze/docs/reference/weather.locations.weights/execute-re…`
`preprocessing.exog_providers.EnergyCrisisWindowProvider`	software	healthy	`_freeze/docs/reference/preprocessing.exog_providers.EnergyC…`
`execute-results`	software	healthy	`_freeze/docs/reference/preprocessing.exog_providers.EnergyC…`
`preprocessing.forecaster_config`	software	healthy	`_freeze/docs/reference/preprocessing.forecaster_config`
`execute-results`	software	healthy	`_freeze/docs/reference/preprocessing.forecaster_config/exec…`
`splitter.split_one_step`	software	healthy	`_freeze/docs/reference/splitter.split_one_step`
`execute-results`	software	healthy	`_freeze/docs/reference/splitter.split_one_step/execute-resu…`
`manager.features.select_exogenous_features`	software	healthy	`_freeze/docs/reference/manager.features.select_exogenous_fe…`
`execute-results`	software	healthy	`_freeze/docs/reference/manager.features.select_exogenous_fe…`
`preprocessing.exog_providers.EntsoeForecastLoadProvider`	software	healthy	`_freeze/docs/reference/preprocessing.exog_providers.EntsoeF…`
`execute-results`	software	healthy	`_freeze/docs/reference/preprocessing.exog_providers.EntsoeF…`
`utils.snapshot_store.SnapshotStore`	software	healthy	`_freeze/docs/reference/utils.snapshot_store.SnapshotStore`
`execute-results`	software	healthy	`_freeze/docs/reference/utils.snapshot_store.SnapshotStore/e…`
`tasks.task_safe_n_to_1_with_covariates_and_dataframe`	software	healthy	`_freeze/docs/reference/tasks.task_safe_n_to_1_with_covariat…`
`execute-results`	software	healthy	`_freeze/docs/reference/tasks.task_safe_n_to_1_with_covariat…`
`data.fetch_data.get_package_data_home`	software	healthy	`_freeze/docs/reference/data.fetch_data.get_package_data_home`
`execute-results`	software	healthy	`_freeze/docs/reference/data.fetch_data.get_package_data_hom…`
`calendar.features.get_ephemeris_features`	software	healthy	`_freeze/docs/reference/calendar.features.get_ephemeris_feat…`
`execute-results`	software	healthy	`_freeze/docs/reference/calendar.features.get_ephemeris_feat…`
`downloader.entsoe.merge_build_manual`	software	healthy	`_freeze/docs/reference/downloader.entsoe.merge_build_manual`
`execute-results`	software	healthy	`_freeze/docs/reference/downloader.entsoe.merge_build_manual…`
`multitask.lazy.LazyTask`	software	healthy	`_freeze/docs/reference/multitask.lazy.LazyTask`
`execute-results`	software	healthy	`_freeze/docs/reference/multitask.lazy.LazyTask/execute-resu…`
`multitask.strategies.DefaultsStrategy`	software	healthy	`_freeze/docs/reference/multitask.strategies.DefaultsStrategy`
`execute-results`	software	healthy	`_freeze/docs/reference/multitask.strategies.DefaultsStrateg…`
`weather.locations.coordinates`	software	healthy	`_freeze/docs/reference/weather.locations.coordinates`
`execute-results`	software	healthy	`_freeze/docs/reference/weather.locations.coordinates/execut…`
`forecaster.wrappers.model`	software	healthy	`_freeze/docs/reference/forecaster.wrappers.model`
`execute-results`	software	healthy	`_freeze/docs/reference/forecaster.wrappers.model/execute-re…`
`weather.derived.heating_degree_hours`	software	healthy	`_freeze/docs/reference/weather.derived.heating_degree_hours`
`execute-results`	software	healthy	`_freeze/docs/reference/weather.derived.heating_degree_hours…`
`preprocessing.curate_data.remove_duplicate_timestamps`	software	healthy	`_freeze/docs/reference/preprocessing.curate_data.remove_dup…`
`execute-results`	software	healthy	`_freeze/docs/reference/preprocessing.curate_data.remove_dup…`
`splitter.split.split_abs_train_val_test`	software	healthy	`_freeze/docs/reference/splitter.split.split_abs_train_val_t…`
`execute-results`	software	healthy	`_freeze/docs/reference/splitter.split.split_abs_train_val_t…`

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

Label	Layer	Status	Path
`analyze`	cicd	healthy	`.github/workflows/codeql.yml`
`analysis`	cicd	healthy	`.github/workflows/scorecard.yml`
`reuse`	cicd	healthy	`.github/workflows/ci.yml`
`prohibited-deps`	cicd	healthy	`.github/workflows/ci.yml`
`audit-log-schema-gate`	cicd	healthy	`.github/workflows/ci.yml`
`test`	cicd	healthy	`.github/workflows/ci.yml`
`lint`	cicd	healthy	`.github/workflows/ci.yml`
`security`	cicd	healthy	`.github/workflows/ci.yml`
`docs-reference-sync`	cicd	healthy	`.github/workflows/ci.yml`
`deploy-docs`	cicd	healthy	`.github/workflows/docs.yml`
`release`	cicd	healthy	`.github/workflows/release.yml`
`back-merge`	cicd	healthy	`.github/workflows/release.yml`

Label	Layer	Status	Path
`gha::codeql`	cicd	healthy	`.github/workflows/codeql.yml`
`gha::scorecard`	cicd	healthy	`.github/workflows/scorecard.yml`
`gha::ci`	cicd	healthy	`.github/workflows/ci.yml`
`gha::docs`	cicd	healthy	`.github/workflows/docs.yml`
`gha::release`	cicd	healthy	`.github/workflows/release.yml`

Label	Layer	Status	Path
`QUARTO_VERSION`	cicd	healthy	`—`
`GITHUB_TOKEN`	cicd	healthy	`—`
`PYTHON_VERSION`	cicd	healthy	`—`
`CODECOV_TOKEN`	cicd	healthy	`—`
`SEMANTIC_RELEASE_TOKEN`	cicd	healthy	`—`

Label	Layer	Status	Path
`repobility-clone-fa055sgo`	software	healthy	`/tmp/repobility-clone-fa055sgo`

Label	Layer	Status	Path
`gpu (detected)`	hardware	healthy	`_freeze/docs/reference/preprocessing.checking.set_cpu_gpu_d…`

Label	Layer	Status	Path
`auth::.github/workflows/release.yml`	security	healthy	`.github/workflows/release.yml`

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sequential-parameter-optimization/spotforecast2-safe

Complete repo analysis

function 50+

file 50+

class 50+

directory 50+

job 12

pipeline 5

env_var 5

repo 1

gpu 1

auth 1