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research-mentor

research-mentor is a skill for Claude Code, Codex from zjgxuzhou-prog/Claude-Research-Menntor. It costs 379 tokens per session (4,598 once invoked), scanned A, original, no licence file.

A Chinese-language research mentor for PhD students working in deep learning and artificial intelligence. It covers research from choosing a topic and designing experiments through writing papers and responding to reviews.

In plain words
What is it for?
Use it for reading papers, literature reviews, finding research ideas, designing experiments, developing or debugging PyTorch, JAX, or TensorFlow code, diagnosing training problems, analysing results, writing papers, preparing talks, and drafting rebuttals.
Why use it?
It helps researchers work through technical and academic tasks across the full research process, including problems with models, training, experiments, and papers.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

not rated 10repo 6mo ago A scan 379 tokens no licence

Good fit Use it for reading papers, literature reviews, finding research ideas, designing experiments, developing or debugging PyTorch, JAX, or TensorFlow code, diagnosing training problems, analysing results, writing papers, preparing talks, and drafting rebuttals.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/zjgxuzhou-prog/claude-research-menntor/claude-research-menntor
View source ↗ zjgxuzhou-prog/Claude-Research-Menntor
Install

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.

Any agent
npx skills add zjgxuzhou-prog/Claude-Research-Menntor --skill claude-research-menntor
Clone the repo
git clone --depth 1 https://github.com/zjgxuzhou-prog/Claude-Research-Menntor

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for research-mentor

README.md
[![agentmods](https://agentmods.dev/badge/skills/zjgxuzhou-prog/claude-research-menntor/claude-research-menntor/github.svg)](https://agentmods.dev/skills/zjgxuzhou-prog/claude-research-menntor/claude-research-menntor)
Your own site
<a href="https://agentmods.dev/skills/zjgxuzhou-prog/claude-research-menntor/claude-research-menntor"><img src="https://agentmods.dev/badge/skills/zjgxuzhou-prog/claude-research-menntor/claude-research-menntor/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.

agentmods 80×15 button for research-mentor

Your own site · 80×15
<a href="https://agentmods.dev/skills/zjgxuzhou-prog/claude-research-menntor/claude-research-menntor"><img src="https://agentmods.dev/badge/skills/zjgxuzhou-prog/claude-research-menntor/claude-research-menntor.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 379 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,598 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00379 $0.04598
Opus 5.5 $0.00152 $0.01839
Sonnet 5.5 $0.00076 $0.00920
Haiku 4.5 $0.00038 $0.00460

Measured 2mo ago against content hash 254900b518e3, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

research-mentor 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 2mo ago.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/analyze_log.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

SKILL.md · 462 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

12 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

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.

  1. 2mo ago First seen · 462 lines · 379 tokens per session scan A 254900b518e3

Subscribe to this mod's changes

research-mentor is a skill published in the GitHub repository zjgxuzhou-prog/Claude-Research-Menntor (10 stars, last pushed 6mo ago), with no licence file. It adds 379 tokens to every session and 4,598 once invoked, about $0.0015 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

ResearchScientific
Related

research-mentor compared with skills from other repositories

research-mentor next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
research-mentorzjgxuzhou-prog/Claude-Research-MenntorSkill106mo agononeA379Claude Code, Codex
instrument-data-to-allotropeanthropics/knowledge-work-pluginsSkill35k2d agoApache-2.0A123Claude Code
exploratory-data-analysisK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA83Claude Code
matlabK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA44Claude Code
phylogeneticsK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA71Claude Code, Codex
research-engineerdavila7/claude-code-templatesSkill33kyesterdayMITA43Claude Code, Codex
mapping-to-snomedmaziyarpanahi/openmedSkill5.8kyesterdayApache-2.0A205Claude Code