Build a Personal Prompt Library: The AiClubb Method
Stop rewriting prompts from memory. Learn a tagging and versioning system for your own reusable prompt library.
By AiClubb Team
The best prompters never write from scratch. They maintain a personal prompt library — a collection of tested, versioned prompts they reuse and refine.
Organize by intent, not tool. Categories like "writing", "research", "coding" are stable; tools change. Tag every prompt with the model it was tested on, because each weights words differently.
Version your prompts: v1, v2, and so on. When output quality shifts, you can roll back. Keep a one-line changelog per version explaining what changed and why.
Include a test set with every prompt — three inputs that reveal whether it still works. When a model updates, run your library through the test set.
AiClubb's bookmarks and saved prompts help you start. Export your best prompts to a notes app or repo, and treat your library as a living document.
Review monthly: prune prompts you no longer use, and merge overlapping ones. A tight, tested library beats a sprawling folder.