A problem-solving method based on forming testable explanations, running experiments, and measuring the results. It applies the same cycle to software tests, feature checks, and early product launches.

Use it to plan experiments, validate features, test ideas, and improve a product through repeated measurement.

It helps replace guesses and vague iteration with explicit hypotheses and evidence about what worked.

Science — Skill for Claude Code and Codex by jSydorowicz21

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 jSydorowicz21/Universal-AI-Infrustructure --skill science

Clone the repo

git clone --depth 1 https://github.com/jSydorowicz21/Universal-AI-Infrustructure

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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/jsydorowicz21/universal-ai-infrustructure/science/github.svg)](https://agentmods.dev/skills/jsydorowicz21/universal-ai-infrustructure/science)

Your own site

<a href="https://agentmods.dev/skills/jsydorowicz21/universal-ai-infrustructure/science"><img src="https://agentmods.dev/badge/skills/jsydorowicz21/universal-ai-infrustructure/science/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.

Your own site · 80×15

<a href="https://agentmods.dev/skills/jsydorowicz21/universal-ai-infrustructure/science"><img src="https://agentmods.dev/badge/skills/jsydorowicz21/universal-ai-infrustructure/science.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 85 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 1,761 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 1 finding. 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.

Model	Per session	Once invoked
Fable 5.1	$0.00085	$0.01761
Opus 5	$0.00043	$0.00881
Sonnet 5	$0.00017	$0.00352
Haiku 4.5	$0.00009	$0.00176

Measured 8d ago against content hash 2ee083390672, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

Science scanned grade A 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 8d 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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -s -X POST http://localhost:31337/notify \

LifeOS/install/skills/Science/SKILL.md · 191 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

Files

What ships with it

13 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.

8d ago First seen · 191 lines · 85 tokens per session scan A 2ee083390672

Subscribe to this mod's changes

Science is a skill published in the GitHub repository jSydorowicz21/Universal-AI-Infrustructure (2 stars, last pushed 12d ago), with no licence file. It adds 85 tokens to every session and 1,761 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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Science