Metadata-Version: 2.4
Name: hardshell-telemetry
Version: 0.0.0
Summary: Official Hardshell client for sending AI/RAG telemetry and reading derived reports — placeholder pre-release
Keywords: telemetry,rag,retrieval,ai,security,observability
Author: Hardshell
Author-email: Hardshell <ben@hardshell.ai>
License-Expression: Apache-2.0
License-File: LICENSE
Classifier: Development Status :: 1 - Planning
Classifier: Intended Audience :: Developers
Classifier: Operating System :: OS Independent
Classifier: Programming Language :: Python :: 3
Classifier: Topic :: Security
Classifier: Topic :: System :: Monitoring
Requires-Python: >=3.11
Project-URL: Homepage, https://hardshell.ai
Project-URL: Source, https://github.com/hardshellinc/hardshell-telemetry
Description-Content-Type: text/markdown

# hardshell-telemetry

Official [Hardshell](https://hardshell.ai) 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](LICENSE)
