{"package":"cyto-dl","ecosystem":"pypi","latest_version":"0.6.2","description":"Collection of representation learning models, techniques, callbacks, utils, used to create latent variable models of cell shape, morphology and intracellular organization.","license":"","license_risk":"unknown","commercial_use_notes":"No license declared in registry metadata — verify manually before commercial use.","homepage":"https://pypi.org/project/cyto-dl/","repository":"https://github.com/AllenCellModeling/cyto-dl","downloads_weekly":287,"health":{"score":55,"risk":"high","breakdown":{"maintenance":15,"popularity":3,"security":25,"maturity":12,"community":0},"deprecated":false,"max_score":100},"vulnerabilities":{"count":0,"critical":0,"high":0,"medium":0,"low":0,"details":[]},"versions":{"latest":"0.6.2","total_count":22,"recent":["0.1.1","0.1.2","0.1.3","0.1.4","0.1.5","0.1.6","0.1.7","0.1.8","0.3.0","0.4.0","0.4.1","0.4.2","0.4.3","0.4.4","0.4.5","0.5.0","0.5.1","0.6.0","0.6.1","0.6.2"]},"metadata":{"deprecated":false,"deprecated_message":null,"maintainers_count":0,"first_published":null,"last_published":"2025-11-24T19:44:21.716040Z","dependencies_count":62,"dependencies":["PyYAML>=6.0","anndata>=0.8","astropy>=5.2","bioio-base!=1.0.5,!=1.0.6","bioio-czi","bioio-ome-tiff","bioio-ome-zarr","bioio-tifffile","bioio>=1.0.1","boto3","edt>=3.0.0","einops>=0.6.1","fire>=0.5","hydra-colorlog>=1.2","hydra-core~=1.3.0","hydra-optuna-sweeper>=1.2","lightning>=2.0","matplotlib>=3.7","mlflow>=2.1","monai>=1.4","numpy>=1.23","ome-zarr>=0.6","omegaconf>=2.3","online-stats>=2023","opencv-python>=4.10.0","pandas>=1.5","positional-encodings>=6.0.3","pyarrow>=10.0","pyrootutils>=1.0","rich","scikit-learn>=1.2","tifffile<2025.2.18,>=2024.0.0","timm>=0.9.7","torch~=2.0.0","tqdm>=4.64","universal-pathlib>=0.0","cyto-dl[equiv,pcloud,s3,spharm,torchserve]; extra == \"all\"","cyto-dl; extra == \"docs\"","furo<=2023.3.23; extra == \"docs\"","m2r2<=0.3.3.post2; extra == \"docs\"","sphinx<=6.1.3; extra == \"docs\"","lie_learn==0.0.1.post1; extra == \"equiv\"","escnn~=1.0.7; extra == \"equiv\"","py3nj>=0.2.1; extra == \"equiv\"","e3nn~=0.5.1; extra == \"equiv\"","pyntcloud>=0.3.1; extra == \"pcloud\"","aicsshparam>=0.1.7; extra == \"pcloud\"","torch-geometric>=2.3.1; extra == \"pcloud\"","point-cloud-utils>=0.29.6; extra == \"pcloud\"","geomloss>=0.2.6; extra == \"pcloud\"","Ninja>=1.11.1; extra == \"pcloud\"","torchio>=0.19.1; extra == \"pcloud\"","boto3<1.24.5,>=1.23.5; extra == \"s3\"","s3fs~=2023.1; extra == \"s3\"","vtk~=9.2; extra == \"spharm\"","aicscytoparam~=0.1; extra == \"spharm\"","pyshtools==4.10.3; extra == \"spharm\"","cyto-dl; extra == \"test\"","pytest~=7.2; extra == \"test\"","pytest-cov[toml]~=4.0; extra == \"test\"","torchserve>=0.8.0; extra == \"torchserve\"","gorilla>=0.4.0; extra == \"torchserve\""]},"github_stats":null,"bundle":null,"typescript":null,"known_issues":{"bugs_count":0,"bugs_severity":{},"status_breakdown":{},"link":null,"scope":"none"},"historical_compromise":null,"recommendation":{"action":"use_with_caution","issues":["Moderate health score (55/100) — verify manually"],"use_version":"0.6.2","version_hint":null,"summary":"cyto-dl@0.6.2 low health (55/100) — consider alternatives"},"version_scoped":null,"_meta":{"endpoint":"check","tier":"full","philosophy":"DepScope is free. Use the cheapest endpoint that answers your real question.","cheaper_alternatives":[{"endpoint":"/api/exists/pypi/cyto-dl","tokens_estimated":12,"use_when":"you only need to know if the package exists (hallucination guard)"},{"endpoint":"/api/health/pypi/cyto-dl","tokens_estimated":80,"use_when":"you only need a 0-100 score for go/no-go (>=70 = safe)"},{"endpoint":"/api/prompt/pypi/cyto-dl","tokens_estimated":280,"use_when":"you want a plain-text LLM-friendly brief instead of JSON"},{"endpoint":"POST /api/check_bulk","tokens_estimated":60,"use_when":"you have 5+ packages to check; sends one round-trip instead of N"}],"docs":"https://depscope.dev/integrate","hint_bulk":"You've called /api/check 38 times in 60s. Save bandwidth + tokens with POST /api/check_bulk (1 round-trip for N pkgs)."},"requested_version":null,"_cache":"miss","_response_ms":868,"_powered_by":"depscope.dev — free package intelligence for AI agents","typosquat":{"is_suspected":false},"maintainer_trust":{"available":false},"malicious":{"is_malicious":false},"scorecard":{"available":false},"quality":{"available":false},"version_history_summary":{"total_versions":20,"first_release_age_days":null,"last_release_days_ago":160,"avg_days_between_releases":null,"release_velocity":"moderate"}}