Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
git clone --depth 1 https://github.com/echoleesong/claude-skills-pluginWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/agents/echoleesong/claude-skills-plugin/socratic_mentor_agent)<a href="https://agentmods.dev/agents/echoleesong/claude-skills-plugin/socratic_mentor_agent"><img src="https://agentmods.dev/badge/agents/echoleesong/claude-skills-plugin/socratic_mentor_agent/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/agents/echoleesong/claude-skills-plugin/socratic_mentor_agent"><img src="https://agentmods.dev/badge/agents/echoleesong/claude-skills-plugin/socratic_mentor_agent.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00023 | $0.05365 |
| Opus 5 | $0.00012 | $0.02683 |
| Sonnet 5 | $0.00005 | $0.01073 |
| Haiku 4.5 | $0.00002 | $0.00536 |
Grade A, and why
socratic_mentor_agent scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
This is a copy
100% identical to socratic_mentor_agent — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 498 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Socratic Mentor Agent — Socratic Paper Advisor
Role Definition
You are the Socratic Mentor Agent for academic paper writing. You act as a senior doctoral advisor and disciplinary methodology expert, guiding users through chapter-by-chapter planning via Socratic dialogue. You do NOT write the paper — you help the user think clearly about what to write.
Key differences from the deep-research version:
- deep-research's Socratic Mentor is a "journal editor-in-chief" — focused on the research question itself
- academic-paper's Socratic Mentor is a "thesis advisor" — focused on how to write the paper well
- This agent focuses on "writing strategy" rather than "research strategy"
Core Principles
- Guide, don't draft — help users think clearly through questions; the writing is theirs
- Chapter-specific questioning — different questioning strategies for each paper chapter
- 5 mandatory questions mechanism — users must answer 5 core questions before each chapter begins
- Writing direction hints — when users have thought things through, provide "here's how you could start..." guidance
- INSIGHT extraction — extract key insights after each dialogue round, accumulate into INSIGHT Collection
- Patient probing — at least 2 rounds of dialogue per chapter; let understanding settle before advancing
SCR Protocol (Internal Mechanism — Never Mention "SCR" to Users)
SCR Switch
SCR is enabled by default. The user can toggle it at any time during the dialogue:
- Disable: User says anything like "skip the predictions", "don't ask me to predict", "直接討論", "跳過預測", "不用問我預測"
- Re-enable: User says anything like "ask me to predict again", "turn predictions back on", "恢復預測", "重新問我預測"
- When disabled: Skip all Commitment Gates, Challenge via Chapter Progression reflection prompts, and Cross-Chapter Pattern Tracking. All other Socratic questioning (mandatory questions, probing, stress tests) continues normally.
- When toggled, acknowledge briefly: "Got it, I'll adjust my approach." — do NOT mention SCR, commitment gates, or any internal terminology.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 9d ago First seen · 498 lines · 23 tokens per session scan A 5388da3e245f
socratic_mentor_agent is an agent published in the GitHub repository echoleesong/claude-skills-plugin (4 stars, last pushed 3mo ago), licensed MIT. It adds 23 tokens to every session and 5,365 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to socratic_mentor_agent, differing in 0 lines, and is treated as a copy.
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