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Official Hardshell client for sending AI/RAG telemetry and reading derived reports — placeholder pre-release

Project description

hardshell-telemetry

Official Hardshell Python client for sending AI/RAG retrieval telemetry and reading the security reports derived from it.

Status: name reservation. Version 0.0.0 is a placeholder — the first functional release is coming soon. Don't install this yet.

What this will be

A lightweight, dependency-free REST client you drop into your application to:

  • Emit telemetry — retrieval spans (which chunks a query returned, scores, actor context) plus document and chunk metadata for enrichment.
  • Read reports — pull the derived signals back out, starting with document-access reports.

License

Apache-2.0

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