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2026-10-04 04:07:15 +00:00

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modelscope-hub connects your code to the ModelScope ecosystem - models,
datasets, Studio spaces, skills, and MCP servers - through a single
HubApi class or the ms CLI.
Features:
* Unified repo interface — one set of methods for models, datasets,
studios, skills, and MCP servers
* OpenAPI-first - built on the ModelScope OpenAPI surface with transparent
legacy fallback
* Production-grade downloads - HTTP Range resume, parallel range download
for large files, per-file retry with backoff, SHA256 integrity checks,
file lock for multiprocess safety, offline mode, progress callbacks,
and intra-cloud acceleration
* Full lifecycle CLI - download, upload, deploy, manage secrets, inspect
cache - all from the terminal
* Deep ecosystem integration - seamless access to 100K+ models and datasets on
ModelScope Hub; works with the modelscope training framework, Studio
deployment platform, and MCP server infrastructure