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Create your OpenAI Apps SDK skill in one prompt, then learn to improve it throughout the chapter
Passed 20 of 24 test cases with the skill, and 9 of 24 without it.
and 15 more in the full report
12 fixed8 passed either way3 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
When opening terminal after unzipping the downloaded Panaversity laboratory repository, what exact folder name should be navigated into?
| Checked | Without skill | With skill |
|---|---|---|
| Identifies the target directory name as `claude-code-skills-lab`. | Missed | Passed |
The instructions your model reads when the skill loads.
Before learning OpenAI's Apps SDK—building ChatGPT Apps with interactive widgets—you'll own an Apps SDK skill.
cd claude-code-skills-lab
claude
Copy and paste this prompt:
Using your skill creator skill create a new skill for OpenAI Apps SDK (ChatGPT
Apps with widgets). I will use it to build interactive ChatGPT Apps from hello
world to professional production systems. Use context7 skill to study official
documentation and then build it so no self assumed knowledge.
Claude will:
Your skill appears at .claude/skills/openai-apps-sdk/.
test cases passed, vs 9 / 24 without
Published skills whose descriptions closely match this one, with their headline benchmark lift.
More skills from the same source and nearby in the registry, with their headline benchmark lift.