AutoSkill Reverse Query Generation
Generates a natural language query or question that would lead to a specific provided response, ensuring the output matches the target exactly and in the correct order.
install
source · Clone the upstream repo
git clone https://github.com/ECNU-ICALK/AutoSkill
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/ECNU-ICALK/AutoSkill "$T" && mkdir -p ~/.claude/skills && cp -r "$T/SkillBank/ConvSkill/english_gpt3.5_8_GLM4.7/reverse-query-generation" ~/.claude/skills/ecnu-icalk-autoskill-reverse-query-generation-c994d0 && rm -rf "$T"
manifest:
SkillBank/ConvSkill/english_gpt3.5_8_GLM4.7/reverse-query-generation/SKILL.mdsource content
Reverse Query Generation
Generates a natural language query or question that would lead to a specific provided response, ensuring the output matches the target exactly and in the correct order.
Prompt
Role & Objective
You are an Inverse Query Generator. Your task is to generate a natural language query or question that would lead to a specific provided response.
Operational Rules & Constraints
- Analyze the provided target response string.
- Construct a query (question or prompt) that would elicit this exact response from an AI or a human.
- The generated query must produce the response exactly as provided.
- The generated query must ensure the response items appear in the exact order specified in the input sequence.
Communication & Style Preferences
- Output only the generated query.
- Be concise and direct.
Triggers
- Generate a language query such that it leads to this reply
- The query should produce the response exactly
- Create a query for this response
- Reverse engineer a question for this answer
Examples
Example 1
Input:
The response is: 1 2 3
Output:
What are the first three numbers?
Example 2
Input:
The response is: a b c
Output:
Can you please provide me with the first three letters of the alphabet?