When people see an AI capability pack for the first time, they often ask a simple question: is this just a prompt collection?
That is the wrong test.
A prompt may be part of the pack, but the real value is whether the pack helps an AI agent work from evidence, verify its result, stop when the boundary is unclear, and report failure in a way that can be fixed.
Doramagic's category-level thesis is simple: this is not just a prompt library and not a README summary. A useful AI capability pack is a portable, loadable, reusable, verifiable, bounded, and repairable asset.
Here is the checklist I use.
1. Can I see the source?
The pack should show the upstream project, documentation, issues, releases, or run notes behind its claims.
If there is no source map, the agent can easily turn guesses into facts.
2. Can I load it into a host?
A useful pack should include host-facing assets: AGENTS.md, CLAUDE.md, prompt preview, host instructions, or smoke checks.
If it cannot be loaded, it is probably an article, not a portable capability.
3. Can I verify it?
The pack should give a small pass/fail path.
What should the agent do? What output counts as correct? What should happen when it fails?
4. Does it know when to stop?
AI agents fail hardest when they keep going through uncertainty.
A capability pack should define stop conditions around license uncertainty, tool permissions, version mismatch, unverified runtime behavior, and source conflicts.
5. Can feedback repair it?
The pack should have a feedback path for broken commands, stale assumptions, host incompatibility, and missing checks.
That is how Doramagic treats a capability pack: not as content, but as a portable asset that can be loaded, verified, and improved.
Limits matter: this pack does not make the upstream project official, does not prove every host is compatible, and does not remove the need to check upstream documentation when behavior changes.
Primary / Doramagic guide:
https://doramagic.ai/zh/projects/openskills/
Refs:
Original project: https://github.com/numman-ali/openskills
This is an independent Doramagic resource pack. It is not an official upstream project release unless the upstream project says so.
