{"slug":"k-dense-ai-anndata","source_name":"k-dense-ai/anndata","name":"K Dense AI/Anndata","description":"Data structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integrating with the scverse ecosystem. This is the data format skill—for analysis workflows use scanpy; for probabilistic models use scvi-tools; for population-scale queries use cellxgene-census.","version":1,"lift":{"pass_rate_delta_pts":21.74,"pass_rate_pct":91.3,"total_cases":23,"passed_cases":21,"tokens_delta_pct":190.9,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-07T15:18:51.062339+00:00"},"skill_score":0.913,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":21.74,"with_pass_pct":91.3,"without_pass_pct":69.6,"tokens_delta_pct":190.9,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":23,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-07T15:18:51.062339+00:00","run_id":"2e5f152f-85ed-466f-b98e-509d4ca8a038","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":"BSD-3-Clause license","install_count":0,"manifest_hash":"917ca5768c94c717f635de5fc8aec876d133129ed65da66327a5fcb5ad9e55e6","raw_url":"https://app.decimal.ai/s/k-dense-ai-anndata/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/k-dense-ai-anndata"}