experiment-design

experiment-design is a skill for Claude Code from jeonnoin-alt/Eureka. It costs 28 tokens per session (3,579 once invoked), scanned A, original, MIT.

A skill that turns an approved research design into a step-by-step experiment plan. Each step states the data, commands, random seeds, measurements, and success criteria needed to run it.

In plain words
What is it for?
Use it to convert a study plan or hypothesis into repeatable commands and clearly defined checks that another person can follow without background knowledge.
Why use it?
It removes vague instructions and prevents researchers from having to guess how an experiment should be executed or judged.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin. Also seen: mentions subagents.

Part of the Eureka plugin — 16 skills, 1 agent, 1 hook shipped together

Good fit Use it to convert a study plan or hypothesis into repeatable commands and clearly defined checks that another person can follow without background knowledge.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/jeonnoin-alt/eureka/experiment-design
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 jeonnoin-alt/Eureka --skill experiment-design
Clone the repo
git clone --depth 1 https://github.com/jeonnoin-alt/Eureka

Made for: Claude Code.

Or install Eureka, the plugin that ships this one along with the rest of its 16 skills, 1 agent, 1 hook.

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 experiment-design

README.md
[![agentmods](https://agentmods.dev/badge/skills/jeonnoin-alt/eureka/experiment-design/github.svg)](https://agentmods.dev/skills/jeonnoin-alt/eureka/experiment-design)
Your own site
<a href="https://agentmods.dev/skills/jeonnoin-alt/eureka/experiment-design"><img src="https://agentmods.dev/badge/skills/jeonnoin-alt/eureka/experiment-design/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 experiment-design

Your own site · 80×15
<a href="https://agentmods.dev/skills/jeonnoin-alt/eureka/experiment-design"><img src="https://agentmods.dev/badge/skills/jeonnoin-alt/eureka/experiment-design.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 28 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,579 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 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 $0.00028 $0.03579
Opus 5.5 $0.00011 $0.01432
Sonnet 5.5 $0.00006 $0.00716
Haiku 4.5 $0.00003 $0.00358

Measured 2mo ago against content hash d8ea6e416684, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

experiment-design 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/experiment-design/SKILL.md · 289 lines

How it starts

The opening of the file, as written. The whole thing — 289 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Experiment Design Skill

Purpose

Break an approved research design into a fully executable experiment plan. Every step must be runnable by someone with zero prior context on the project. No ambiguity, no placeholders, no "check results" without specifying exactly what metric and what threshold.

This is the research equivalent of writing-plans: just as that skill breaks a feature into bite-sized TDD tasks with exact file paths and code, this skill breaks a research design into discrete experiment steps with exact data paths, commands, seeds, and success criteria.

Announce at Start

At the beginning of every session using this skill, state:

"I'm using the experiment-design skill to create the experiment plan."

Trigger Conditions

Use this skill when:

  • A research design or hypothesis document has been approved (exists in docs/eureka/designs/)
  • Someone asks to "plan the experiments," "operationalize the design," or "turn this into runnable steps"
  • A hypothesis-first output needs to be translated into concrete execution

Do NOT use this skill to:

  • Generate hypotheses (use hypothesis-first)
  • Review completed experiments (use requesting-research-review)
  • Produce analysis or interpret results

Plan Document Header

Every experiment plan MUST begin with this header, fully filled in — no blanks, no TBDs:

# [Study Name] Experiment Plan
**Goal:** [one sentence describing what this plan will determine]
**Design Reference:** [relative path or URL to the approved design doc]
**Registered Hypothesis:** [exact H1 statement, copied verbatim from the design]
**Primary Outcome:** [exact measure, units, and dataset]
**Analysis Plan:** [exact statistical test, correction method, significance threshold]
---

If any of these fields cannot be filled in, stop and ask the user to provide the missing information before continuing. An incomplete header is a hard blocker.


Scope Check (Do This First)

Before writing any tasks, examine the approved design for scope:

Read the full file on GitHub · 289 lines

Files

What ships with it

1 file 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 · 289 lines · 28 tokens per session scan A d8ea6e416684

Subscribe to this mod's changes

experiment-design is a skill published in the GitHub repository jeonnoin-alt/Eureka (2 stars, last pushed 6mo ago), licensed MIT. It adds 28 tokens to every session and 3,579 once invoked, about $0.0001 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.

Related

experiment-design compared with skills from other repositories

experiment-design next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
experiment-designjeonnoin-alt/EurekaSkill26mo agoMITA28Claude Code
binder-design-campaignSPYfighting/my-academic-skillsSkill231mo agoMITA143Claude Code, Codex
scientific-illustrator-localSPYfighting/my-academic-skillsSkill231mo agoMITA82Claude Code, Codex
scientific-ppt-drawingSPYfighting/my-academic-skillsSkill231mo agoMITA52Codex
class-generationopenEHR/ai-pluginsSkill314d agoApache-2.0A136Claude Code
regen-classesopenEHR/ai-pluginsSkill314d agoApache-2.0A22Claude Code
publishopenEHR/ai-pluginsSkill314d agoApache-2.0A21Claude Code