Agent skill

Est Study Design

by franklee16 in franklee16/academic-research-skills

A skill your agent uses when designing experiments, sampling campaigns, or modeling studies for Environmental Science & Technology (ES&T) so the design survives expert review — environmental…

No licenceAuto-check passedDatabases

Install Est Study Design

skills CLI
$ npx skills add franklee16/academic-research-skills --skill est-study-design -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install franklee16/academic-research-skills est-study-design --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/franklee16/academic-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Awesome-Journal-Skills-main/Environmental-Science-and-Technology-Skills/skills/est-study-design .claude/skills/est-study-design && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
est-study-design
GitHub stars
223
Used in
1 other repo
Token cost
~882 tokens
SKILL.md length
325 words
Files
1
Skills in repo
1,616
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when designing experiments, sampling campaigns, or modeling studies for Environmental Science & Technology (ES&T) so the design survives expert review — environmental…

  • Works in 7 steps: Environmental relevance. Use… → Controls that isolate the mechanism.… → Replication & randomization.… → …
  • Designing experiments
  • SKILL.md covers When to trigger, Design principles ES&T expects, Anti-patterns and Output format, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Est Study Design is an agent skill from franklee16/academic-research-skills. Use when designing experiments, sampling campaigns, or modeling studies for Environmental Science & Technology (ES&T) so the design survives expert review — environmental relevance, controls, replication, mass/energy balances, and a QA/QC plan built in from the start. It guides design decisions; it does not run the study.

Its SKILL.md is about 880 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Databases, covering Experimental design, Architecture decision records and Database administration. The repository describes itself as: Comprehensive collection of Claude Code skills for academic research in economics, finance, and social sciences.

When your agent uses it

  • Designing experiments
  • Sampling campaigns
  • Modeling studies for Environmental Science & Technology (ES&T) so the design survives expert review — environmental relevance
  • Mass/energy balances

Example prompts

  • “/est-study-design”

Workflow steps

7 steps, taken from the first numbered list in SKILL.md.

  1. Environmental relevance. Use concentrations, matrices, pH/ionic strength, light, temperature,
  2. Controls that isolate the mechanism. Include the controls that rule out abiotic loss,
  3. Replication & randomization. Biological/experimental replicates (not just technical);
  4. Mass / energy balance. Where the design implies one, plan to account for inputs, products,
  5. QA/QC by design. Pre-plan blanks (method/field), spikes/recoveries, CRMs, LOD/LOQ,
  6. Dose–response / kinetics. For toxicity or reaction studies, design enough points to fit
  7. Models. State assumptions, domain, boundary/initial conditions, calibration vs validation data,

What it can do on your machine

Read from SKILL.md and the folder at commit 9a4b2db. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Est Study Design loads about 882 tokens when it runs. Until then it costs about 85 tokens; SKILL.md has 325 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~85
When it runs · the whole SKILL.md, loaded when a task matches
~882

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 325 words (~882 tokens).

“ES&T reviewers are demanding about whether a design can actually support its environmental claim. The failure modes are predictable: unrealistic conditions, missing controls, no replication, an unclosed mass balance, or QA/QC bolted on after the fact. Design to pre-empt them…”

— opening of SKILL.md by franklee16
name
est-study-design

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/Environmental-Science-and-Technology-Skills/skills/est-study-design of franklee16/academic-research-skills.

Open the folder on GitHubat commit 9a4b2db

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in franklee16/academic-research-skills, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Est Study Design next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Est Study Design compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Est Study Design this skillfranklee16/academic-research-skills2231 repos~882Automated safety check: PassNone
Epsl Study Designbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.5kAutomated safety check: PassMIT
Tooluniverse Gwas Study Explorerwu-yc/LabClaw1.1k2 repos~2.9kAutomated safety check: PassNone
Pnasnexus Statisticsbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.4kAutomated safety check: PassMIT
Scientific BrainstormingOleafly/Oleafly2062 repos~3.5kAutomated safety check: PassMIT
Investigating Anomalous ResultsK-Dense-AI/science-superpowers348—~1.9kAutomated safety check: PassCustom licence

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Questions about Est Study Design

What does Est Study Design do?

A skill your agent uses when designing experiments, sampling campaigns, or modeling studies for Environmental Science & Technology (ES&T) so the design survives expert review — environmental…. Est Study Design is an agent skill from franklee16/academic-research-skills. Use when designing experiments, sampling campaigns, or modeling studies for Environmental Science & Technology (ES&T) so the design survives expert review — environmental relevance, controls, replication, mass/energy balances, and a QA/QC plan built in from the start.

When should I use Est Study Design?

Est Study Design fits situations like: designing experiments; sampling campaigns; modeling studies for Environmental Science & Technology (ES&T) so the design survives expert review — environmental relevance; mass/energy balances.

How do I install Est Study Design in Claude Code?

Run `npx skills add franklee16/academic-research-skills --skill est-study-design -a claude-code`. Or copy the skill folder (Awesome-Journal-Skills-main/Environmental-Science-and-Technology-Skills/skills/est-study-design in franklee16/academic-research-skills) into .claude/skills/est-study-design in your project. Claude Code loads it when a task matches its description.

How do I install Est Study Design in Codex?

Run `npx skills add franklee16/academic-research-skills --skill est-study-design -a codex`. Or copy the skill folder (Awesome-Journal-Skills-main/Environmental-Science-and-Technology-Skills/skills/est-study-design in franklee16/academic-research-skills) into .agents/skills/est-study-design in your project. Codex loads it when a task matches its description.

Can I use Est Study Design in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add franklee16/academic-research-skills --skill est-study-design -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/est-study-design, .gemini/skills/est-study-design, .github/skills/est-study-design and .opencode/skills/est-study-design in your project.

What does Est Study Design need to run?

SKILL.md names no scripts, command-line tools or credentials: Est Study Design is instructions for the agent only.

Does Est Study Design access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Est Study Design safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Est Study Design use?

No licence was found for Est Study Design or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Est Study Design use?

About 882 tokens (SKILL.md is roughly 3.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Est Study Design?

Skills that share tags, products or a category with Est Study Design: Epsl Study Design (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars), Tooluniverse Gwas Study Explorer (wu-yc/LabClaw, 1.1k stars), Pnasnexus Statistics (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars) and Scientific Brainstorming (Oleafly/Oleafly, 206 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Est Study Design?

franklee16 (a GitHub user) maintains it in franklee16/academic-research-skills, which has 223 GitHub stars. The repository holds 1,616 skills in this directory. The repository was last updated on September 18, 2026.

Source: franklee16/academic-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.