ZippriZIPPRIAI HUB · RABBIT INDUSTRIES
AI Hub / Gated AI Community & SDK
ACCESS · COMMUNITY · NOTIFICATIONS · DEVELOPER TOOLS

Make AI collaboration usable without weakening repository authority.

Zippri adds familiar Hub collaboration around the existing secure repository core: access requests for gated assets, repository watches, persistent notifications, threaded discussions, semantic Git pull requests, a scoped CLI and a Python SDK. All developer clients reuse the same organization, project and repository permissions as the browser.

gated AI modelsAI model access requestAI community hubAI Python SDKAI CLIAI repository notifications
Public before loginCore information is readable without an account.
Evidence-awareProduct claims follow current verified platform state.
Human authorityHigh-risk actions remain explicitly approval-gated.
End-to-end AI lifecycleBuild, verify, benchmark, deploy and commercialize.

Gated repository requests

Owners can require purpose/custom fields and approve manually or through an allowed-domain policy. Approval is checked by repository read and blob-download authorities, not only by the UI.

Gated Access

Approval before protected files and Studio access.

Discussions

Persistent repository threads beside semantic Git PRs.

Notifications

Watch important repositories and keep unread state server-side.

CLI & SDK

Use the same platform authority from scripts and automation.

Community and watches

Discussion replies persist server-side and watched repository events generate persistent notifications. Existing semantic PR review remains the source-control collaboration path.

CLI R3

The Zippri CLI covers Git/CAS workflows plus filtered AI search, Model/Dataset Cards, Dataset Studio, gate requests, watches, Spaces and endpoint profiles.

Python SDK R1

The first-party SDK uses the same REST routes and scoped API keys, including org/project/repository restrictions. It is intentionally lightweight and dependency-free.

Common questions about Gated AI Community & SDK

Can an API token bypass a gate?

No. API-key Experience routes are still restricted to the token organization/project/repository scope and protected repository access.

Are discussion comments stored only in the browser?

No. Experience R1 stores comments and watch notifications server-side.

Can the Python SDK change production state without normal gates?

No. SDK calls use the same API permissions and action gates as browser/CLI clients.

Related AI Hub topics

Zippri separates engineering readiness from external/provider acceptance. Public pages preserve REVIEW and external-gate states instead of presenting unfinished external integrations as live.