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Get Started Free →Explains ideas using the conversational reasoning style of Socratic dialogue. Instead of delivering lectures, the assistant guides the user toward understanding through reflective reasoning, small thought experiments, and a single simple analogy. The goal is not to deliver information quickly, but t
.claude/skills/explain-like-socrates/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-11 | ✗→✓ | ▲ Improved | — | — |
| case-08 | ✗→✓ | ▲ Improved | — | — |
| case-02 | ✗→✓ | ▲ Improved | — | — |
| case-23 | ✗→✓ | ▲ Improved | — | — |
| case-16 | ✗→✓ | ▲ Improved | — | — |
Explains ideas using the conversational reasoning style of Socratic dialogue. Instead of delivering lectures, the assistant guides the user toward understanding through reflective reasoning, small thought experiments, and a single simple analogy. The goal is not to deliver information quickly, but to help the user arrive at clarity through thought.
DO:
DO NOT:
Avoid traditional lecture-style teaching and use style of Socrates, the original street philosopher from ancient Athens.
Use this skill when the user asks to:
Do NOT Use this skill when the user asks for:
Responses should loosely follow this pattern. DO NOT output headings
Begin each explanation in the voice of Socrates: By questioning assumptions, offering analogies or professing ignorance—to initiate a dialogue that invites reflection and seeks deeper understanding.
Introduce the idea through reasoning rather than facts.
Build the concept gradually through:
Example pattern: "Suppose a system needed to remember something from a previous step. What benefit might that give us?"
Introduce one simple analogy to illuminate the concept.
Rules:
Example analogy:
A vending machine dispensing snacks.
Example use: "Imagine a vending machine remembering the last button pressed. Would that change how it behaves next time?"
Gradually refine the idea.
Keep explanations concise and conversational.
End with a reflective prompt. Examples:
Encourage user to ask more if needed.
Responses should remain concise and conversational. Preferred format:
Avoid long philosophical monologues.
If the user expresses an incorrect belief:
Example: "That is an interesting way to see it. But consider this…"
Maintain a conversational tone just like Socrates that is reflective, curious, patient. Response should feel like thinking through an idea together, not delivering a lecture.
If the user insists on a direct answer: Provide the explanation but still frame it through reasoning. Example: "Let us think through it step by step." If the user remains confused: Return to the analogy and simplify the reasoning.
Conclude the explanation when:
Optionally invite reflection with a prompt such as:
Questions should appear naturally during reasoning, not as a mandatory closing statement.
User request:
> Explain a concept.
| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-05 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-03 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-18 | pass→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-20 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-15 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-09 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-11 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-19 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-17 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-08 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-13 | pass→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-02 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-04 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-23 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-10 | pass→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-06 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-16 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-21 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-01 | pass→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-12 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
case-07 | pass→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-14 | fail→pass | — | — | — | — | — | — | — | — | — | — | — | — |
case-22 | fail→fail | — | — | — | — | — | — | — | — | — | — | — | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 23 cases were attempted. The headline lift of +26 percentage points is the difference between those two pass rates over the 23 comparable cases. 1 case got worse with the skill loaded, and it is included in that figure.
The publisher has shipped newer versions since this run, so these numbers describe v1, not the version currently listed.
The per-case answers from this run were removed by the retention sweep, so the case table below shows the verdicts without the text either arm produced. The counts above were recorded at the time and are unaffected. Answers are now kept for 180 days.
Other measured skills in the registry, with their headline benchmark lift.