dym-scientific-agent-skills-cai-dat-skills

dym-scientific-agent-skills-cai-dat-skills is a skill for Claude Code from Rheinmir/setup. It costs 75 tokens per session (1,923 once invoked), scanned B, original, MIT.

A collection of ready-made procedures for scientific work, including bioinformatics, chemistry-related computing, database searches, and research-paper writing. It installs selected procedures into an agent's skills folder.

In plain words
What is it for?
Use selected skills for tasks such as looking up papers or databases, analysing biological data, and preparing scientific writing.
Why use it?
It gives a coding agent documented workflows instead of requiring every scientific task to start from scratch. The source warns that some procedures have serious security findings, so review is needed before installation.

Skill for Claude Code

Written for Claude Code: disable-model-invocation in frontmatter. Also seen: reads .claude/ paths; mentions Claude Code; mentions Codex.

Needs its repository: it runs a file that does not travel with it, so clone the repository first. The line is gh skill install K-Dense-AI/scientific-agent-skills depmap --dir ./vendor/skills.

Good fit Use selected skills for tasks such as looking up papers or databases, analysing biological data, and preparing scientific writing.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.

Clone the repo
git clone --depth 1 https://github.com/Rheinmir/setup
agentmods
npx agentmods add skills/rheinmir/setup/dym-scientific-agent-skills-cai-dat-skills

Made for: Claude Code.

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README.md
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Per session 75 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,923 The whole file, excluding the scripts and references it only reads on demand.
Security scan B 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin original 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 $0.00075 $0.01923
Opus 5.5 $0.00030 $0.00769
Sonnet 5.5 $0.00015 $0.00385
Haiku 4.5 $0.00007 $0.00192

Measured yesterday against content hash 2acf11aefb85, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade B, and why

dym-scientific-agent-skills-cai-dat-skills scanned grade B with 1 finding 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 yesterday.

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.

Enumerates other installed skillsmediumAgent snooping

Other skills' SKILL.md files reveal prompts, capabilities and secrets that should be invisible to peers.

ls .claude/skills/ .agents/skills/ 2>/dev/null
.overstack/doyourmagic/scientific-agent-skills/skills/dym-scientific-agent-skills-cai-dat-skills/SKILL.md · 146 lines

How it starts

The opening of the file, as written. The whole thing — 146 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Skill: dym-scientific-agent-skills-cai-dat-skills — Cài Scientific Agent Skills vào agent của bạn

Vì sao dùng: đưa một subset trong 163 skill khoa học vào agent (Claude Code / Cursor / Codex / Gemini CLI / Antigravity…) để nó có quy trình sẵn cho bioinformatics, cheminformatics, tra cứu database, viết báo khoa học… Sinh ra cái gì: các thư mục <skill-name>/SKILL.md (kèm references/, scripts/, assets/ nếu có) nằm trong thư mục skill của host, cộng metadata truy vết được chèn vào frontmatter.

⚠️ Chạy 02-tham-dinh-truoc-khi-cai.md trước. Chính repo khuyến cáo không cài cả bộ, và 16/163 skill hiện mang finding CRITICAL/HIGH trong báo cáo quét của họ.


Đường A — npx skills (khuyến nghị, hỗ trợ chọn subset)

Xem repo có gì mà không cài gì:

npx -y skills add K-Dense-AI/scientific-agent-skills --list

Đã chạy thật: in Found 163 skills rồi liệt kê từng skill kèm description. Lệnh này clone repo vào cache tạm, không ghi vào thư mục skill.

Cài đúng vài skill bạn cần (đây là cách nên dùng):

# project scope (mặc định) — cài vào dự án hiện tại
npx -y skills add K-Dense-AI/scientific-agent-skills -s "depmap,paper-lookup,database-lookup" -y

# user scope — dùng được ở mọi dự án
npx -y skills add K-Dense-AI/scientific-agent-skills -g -s "depmap,paper-lookup" -y

# chỉ định host cụ thể
npx -y skills add K-Dense-AI/scientific-agent-skills -a claude-code -s "depmap" -y

Cờ đã kiểm chứng qua npx [email protected] --help:

Cờ Ý nghĩa
-s, --skill <skills> chọn skill (dùng '*' cho tất cả)
-a, --agent <agents> chọn host (dùng '*' cho tất cả)
-g, --global user scope thay vì project scope
-l, --list chỉ liệt kê, không cài
--copy copy file thay vì symlink vào thư mục agent
-y, --yes bỏ qua prompt
--all viết tắt của --skill '*' --agent '*' -y — đừng dùng với repo này

Muốn thử một skill mà không cài gì cả:

npx -y skills use K-Dense-AI/scientific-agent-skills@depmap

Read the full file on GitHub · 146 lines

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. yesterday First seen · 146 lines · 75 tokens per session scan B 2acf11aefb85

Subscribe to this mod's changes

dym-scientific-agent-skills-cai-dat-skills is a skill published in the GitHub repository Rheinmir/setup (11 stars, last pushed 20d ago), licensed MIT. It adds 75 tokens to every session and 1,923 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it B with 1 finding (enumerates other installed skills). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-11-07.

Related

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dym-scientific-agent-skills-cai-dat-skills next to 6 skills from other repositories
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exploratory-data-analysisK-Dense-AI/scientific-agent-skillsSkill56k6d agoMITA83Claude Code
phylogeneticsK-Dense-AI/scientific-agent-skillsSkill56k6d agoMITA71Claude Code, Codex
research-engineerdavila7/claude-code-templatesSkill33ktodayMITA43Claude Code, Codex
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