agentmods.dev

torchdrug

torchdrug is a skill for Claude Code, Codex from drshailesh88/integrated_content_OS. It costs 60 tokens per session (3,100 once invoked), scanned A, original, no licence file.

A PyTorch-based toolkit for machine learning on molecules, proteins, and biomedical knowledge graphs. It includes graph models and methods for predicting molecular properties and generating molecules.

In plain words
What is it for?
Use it for ADMET property prediction, protein modelling, knowledge-graph reasoning, molecule generation, and retrosynthesis, which plans possible ways to make a molecule.
Why use it?
It brings common drug-discovery tasks into one toolkit, reducing the work needed to prepare models for biomedical graph data.

Skill for Claude CodeCodex

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

not rated 6repo 4mo ago A scan 60 tokens no licence

Good fit Use it for ADMET property prediction, protein modelling, knowledge-graph reasoning, molecule generation, and retrosynthesis, which plans possible ways to make a molecule.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/drshailesh88/integrated_content_os/torchdrug
View source ↗ drshailesh88/integrated_content_OS
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 drshailesh88/integrated_content_OS --skill torchdrug
Clone the repo
git clone --depth 1 https://github.com/drshailesh88/integrated_content_OS

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 torchdrug

README.md
[![agentmods](https://agentmods.dev/badge/skills/drshailesh88/integrated_content_os/torchdrug/github.svg)](https://agentmods.dev/skills/drshailesh88/integrated_content_os/torchdrug)
Your own site
<a href="https://agentmods.dev/skills/drshailesh88/integrated_content_os/torchdrug"><img src="https://agentmods.dev/badge/skills/drshailesh88/integrated_content_os/torchdrug/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 torchdrug

Your own site · 80×15
<a href="https://agentmods.dev/skills/drshailesh88/integrated_content_os/torchdrug"><img src="https://agentmods.dev/badge/skills/drshailesh88/integrated_content_os/torchdrug.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 60 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,100 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 $0.00060 $0.03100
Opus 5.5 $0.00024 $0.01240
Sonnet 5.5 $0.00012 $0.00620
Haiku 4.5 $0.00006 $0.00310

Measured 2mo ago against content hash b982652f0ed5, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

torchdrug 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.

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.

skills/scientific/torchdrug/SKILL.md · 445 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

8 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 · 445 lines · 60 tokens per session scan A b982652f0ed5

Subscribe to this mod's changes

torchdrug is a skill published in the GitHub repository drshailesh88/integrated_content_OS (6 stars, last pushed 4mo ago), with no licence file. It adds 60 tokens to every session and 3,100 once invoked, about $0.0002 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 2026-09-03.

Data and AIScientific
Related

torchdrug compared with skills from other repositories

torchdrug next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
torchdrugdrshailesh88/integrated_content_OSSkill64mo agononeA60Claude Code, Codex
arboretoK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA55Claude Code, Codex
deepspot-mK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA70Claude Code
torchdrugK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA64Claude Code
pyhealthK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA84Claude Code, Codex
nemo-mbridge-perf-expert-parallel-overlapNVIDIA/skillsSkill3.9kyesterdayApache-2.0A56Claude Code
ml-training-recipesOrchestra-Research/AI-Research-SKILLsSkill14k27d agoMITA88Claude Code