Show HN: Find stale, orphaned, deleted-but-retrievable RAG vectors

Description and use

**Project Summary:**

"Show HN: Find stale, orphaned, deleted-but-retrievable RAG vectors" is an open-source project that helps make internal knowledge searchable and usable by assistants. This project indexes knowledge bases, improves search over documents, and grounds assistant answers by identifying stale, orphaned, and deleted-but-retrievable RAG (Retrieval-Augmented Generation) vectors. However, manual inspection is required before adoption due to sparse integration signals.

**Value Proposition:**
The project's value lies in making internal knowledge more accessible and usable by assistants, enabling more effective and accurate responses to user queries. By identifying stale, orphaned, and deleted-but-retrievable RAG vectors, the project helps to maintain a clean and up-to-date knowledge base, which is essential for providing high-quality assistant answers.

**Practical Adoption Path:**
To adopt this project, users should follow these steps:

1. Review the project's code, documentation, and issues to ensure it meets their requirements.
2. Verify the project's license, maintenance status, documentation quality, issue tracking, and release cadence.
3. Perform manual inspection to identify potential issues and adjust the project's configuration accordingly.
4. Integrate the project into their existing workflow, ensuring proper dependency and maintenance checks

Use in a workflow

Show HN: Find stale, orphaned, deleted-but-retrievable RAG vectors helps make internal knowledge searchable and usable by assistants.

• index knowledge bases
• improve search over documents
• ground assistant answers

Limitations and review notes

Medium: useful for prototypes or internal workflows, with dependency and maintenance checks before production.