Pick the highest-value fields
Tag by the attributes you actually search by, not by every attribute that exists.
Tagging works when it reduces retrieval time and fails when it becomes a second job. The goal is not to create perfect metadata. The goal is to find the right model faster.
Search-first tagging keeps large or frequently changing STL libraries retrievable after folders stop scaling.
Tag by the attributes you actually search by, not by every attribute that exists.
A small controlled vocabulary is usually more valuable than a huge free-form tag cloud.
The best tag improvements often come from noticing which searches return the wrong models or no useful matches.
STL Shelf is a private 3D model library for organizing, cataloging, versioning, and managing private 3D printing model libraries. In that context, tags become more useful because they live next to versions and preview, not in a disconnected metadata layer.
Add the tags that support retrieval: project, part type, status, customer, machine, or kit membership. Keep the taxonomy small and consistent.
Enough to support search, but not so many that tagging becomes slow or inconsistent.
No. Filenames still matter, but tags carry much more of the retrieval logic in a large archive.
That is part of the value of a private library workflow: tags and version context work together instead of being scattered across tools.
Keep the taxonomy small, retrieval-focused, and aligned with how the archive is actually used.