humanitys-last-prompt-engineer

This skill should be used when the user asks to "write a prompt", "improve my prompt", "fix this prompt", "optimize a prompt", "learn prompting techniques", "get prompt templates", or mentions prompt engineering, prompt quality, or prompt rewriting. Applies 11 foundational techniques from Forward Future's guide.

1.09x

Quality

87%

Does it follow best practices?

Impact

82%

1.09x

Average score across 3 eval scenarios

Securityby

Passed

No known issues

Evaluation results

100%

Improve a Recurring Marketing Prompt

Core workflow and structured response format

Criteria

Without context

With context

Analysis section present

100%

Technique Applied section present

100%

Improved Prompt section present

100%

Why This Works section present

100%

Role component in improved prompt

100%

Task component with action verb

100%

Format component in improved prompt

100%

Concrete copy-pasteable prompt

90%

100%

Technique explained

100%

Diagnosis performed

100%

No tips without rewrite

100%

52%

10%

Fix an Inconsistent Sentiment Classification Prompt

Technique selection for ambiguous tasks and temperature guidance

Criteria

Without context

With context

Self-Consistency technique selected

14%

Temperature > 0 noted

Temperature range guidance

30%

40%

Diagnosis of original prompt

80%

90%

Role in improved prompt

100%

Format specified in improved prompt

100%

Reasoning requested

62%

87%

Concrete rewritten prompt

100%

Multiple runs recommendation

40%

Technique justified

96%

12%

Build a Reusable Prompt Library for a Sales Team

Multiple variations, APE technique, and fixing common prompt problems

Criteria

Without context

With context

Concrete improved prompts

100%

No tips-only response

100%

Role added to prompts

100%

Format specified in prompts

100%

Vague prompt diagnosis

100%

Missing audience/context diagnosed

100%

APE or variation methodology described

33%

66%

Technique identified per prompt

100%

Business-appropriate role templates

100%

Analysis per prompt

100%

Complexity matched to task

100%

Repository: back1ply/LLM-Skills
Commit: b573078

Evaluated: 22 days ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Improve a Recurring Marketing Prompt Fix an Inconsistent Sentiment Classification Prompt Build a Reusable Prompt Library for a Sales Team

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