socrates-skill

为什么要用

核心特性

Never gives direct answers — enforces discovery
Works on code, docs, PDFs, configs, papers
Five-step loop: read -> assess -> guide -> adapt -> confirm
Auto-detects user language
Activated by keyword — no per-message ceremony

实时演示

实际使用效果

socrates-skill.replay ▶ 就绪

0/0

安装

作者仓库 · Claude Skills 官方文档

使用场景

实战用法： socrates-skill

Understand an unfamiliar codebase deeply

👤 Engineers onboarding to a new codebase ⏱ ~45 min intermediate

何时使用： You inherited a codebase and want to learn it, not just skim.

步骤

Ask Socratic to guide you through the auth flow

Socratic: help me understand the authentication flow in this repo. Start from the first request.✓ 已复制

→ Claude asks: 'Where does the request first hit your code? Which file?'
Answer iteratively

Answer honestly where you're unsure.✓ 已复制

→ Questions adapt to your depth of understanding
Summarize

At the end, summarize the flow — Claude confirms or corrects via more questions.✓ 已复制

→ You wrote the summary, not Claude

结果： You actually understand the flow, verified by your own summary.

注意事项

Getting frustrated and begging for the answer — That's the point — the skill enforces. Step away and come back if stuck.

搭配使用： filesystem

Work through a research paper with a Socratic guide

👤 Researchers, grad students ⏱ ~60 min intermediate

何时使用： A paper is dense and you want to internalize the argument, not skim.

步骤

Point Claude at the PDF

Socrates — guide me through this paper's core argument. Start with the setup.✓ 已复制

→ Opens with a gauge question
Iterate

Answer and ask for clarification when needed.✓ 已复制

→ Progression from setup -> method -> results -> limits

结果： A clear mental model of the paper that survives your next conversation about it.

搭配使用： arxiv

Debug a tricky performance issue through guided questioning

👤 Engineers who want to reason about a bug, not just take a fix ⏱ ~45 min advanced

何时使用： A non-obvious performance or concurrency bug you want to really understand.

步骤

Describe symptoms

Use socratic method to explore performance issues in this code. Here are the symptoms.✓ 已复制

→ Claude asks what you've measured, not what you suspect
Follow the questioning

Run the measurements Claude suggests; report back.✓ 已复制

→ Funnel narrows to the actual cause

结果： You found the root cause and can explain it.

搭配使用： chrome-devtools

组合

与其他 MCP 搭配，撬动十倍杠杆

socrates-skill + filesystem

Claude reads source files silently before questioning

Socratic: walk me through the billing logic — read src/billing/ first.✓ 已复制

socrates-skill + arxiv

Pair with arxiv to pull papers Claude will guide you through

Pull the RLHF paper from arxiv, then socratically teach me.✓ 已复制

工具

此 MCP 暴露的能力

工具	输入参数	何时调用	成本
socratic_guide	material + goal	Include 'socratic' / 'socrates' / 소크라테스 in your message	0

成本与限制

运行它的成本

API 配额: None
每次调用 Token 数: Low per turn; high across a long session
费用: Free
提示: Use a mid-tier model — Opus is overkill for Socratic questioning

安全

权限、密钥、影响范围

凭据存储： None

数据出站： None beyond the model call

故障排查

常见错误与修复

Claude gives direct answers anyway

Reinforce by saying 'stick to Socratic method — no direct answers'

Questions feel too basic

Tell it your starting level: 'assume I know X'

替代方案

socrates-skill 对比其他方案

替代方案	何时用它替代	权衡
Regular chat	You just need the answer and will learn separately	No forced understanding