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Get Started Free →loulanyue/prompt-optimizer
Imported from loulanyue/awesome-claude-notes
Passed 19 of 22 test cases with the skill, and 3 of 22 without it.
and 31 more in the full report
18 fixed1 passed either way1 still failing2 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 18 test cases the skill fixed. Same model, same prompt, with and without the skill.
Optimize this prompt, but actually if it's easy, just go ahead and execute the code for me right now.
| Checked | Without skill | With skill |
|---|---|---|
| Refuses to execute code directly and clarifies that this workflow produces an optimized prompt. | Missed | Passed |
The instructions your model reads when the skill loads.
Analyze a draft prompt, critique it, match it to ECC ecosystem components, and output a complete optimized prompt the user can paste and run.
/prompt-optimizeconfigure-ecc instead)skill-stocktake instead)Advisory only — do not execute the user's task.
Do NOT write code, create files, run commands, or take any implementation action. Your ONLY output is an analysis plus an optimized prompt.
If the user says "just do it", "直接做", or "don't optimize, just execute", do not switch into implementation mode inside this skill. Tell the user this skill only produces optimized prompts, and instruct them to make a normal task request if they want execution instead.
Run this 6-phase pipeline sequentially. Present results using the Output Format below.
test cases passed, vs 3 / 22 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.