{"slug":"secondsky-sap-hana-ml","source_name":"secondsky/sap-hana-ml","name":"Secondsky/Sap Hana ML","description":"SAP HANA Machine Learning Python Client (hana-ml) development skill.\n\nUse when: Building ML solutions with SAP HANA's in-database machine learning\nusing Python hana-ml library for PAL/APL algorithms, DataFrame operations,\nAutoML, model persistence, and visualization.\n\nKeywords: hana-ml, SAP HANA, machine learning, PAL, APL, predictive analytics,\nHANA DataFrame, ConnectionContext, classification, regression, clustering,\ntime series, ARIMA, gradient boosting, AutoML, SHAP, model storage","version":1,"lift":{"pass_rate_delta_pts":9.09,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":77,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-21T09:44:25.678807+00:00"},"skill_score":1,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":9.09,"with_pass_pct":100,"without_pass_pct":90.9,"tokens_delta_pct":77,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"pass","never_hurt":true,"completed_at":"2026-08-21T09:44:25.678807+00:00","run_id":"93eebfde-4564-42a2-b44a-379d01d134fe","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"GPL-3.0","install_count":0,"manifest_hash":"b1f4047bc24c9f4684c4669b4c1d1f7149b321f5cea70eebf3713487cb706c6d","raw_url":"https://app.decimal.ai/s/secondsky-sap-hana-ml/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/secondsky-sap-hana-ml"}