Agent skill

Est Reporting And Reproducibility

by franklee16 in franklee16/academic-research-skills

A skill your agent uses when assembling the Supporting Information (SI), data-availability statement, and public-data/code deposit for an Environmental Science & Technology (ES&T) manuscript.

No licenceAuto-check passedResearch & Science

Install Est Reporting And Reproducibility

skills CLI
$ npx skills add franklee16/academic-research-skills --skill est-reporting-and-reproducibility -a claude-code

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

GitHub CLI
$ gh skill install franklee16/academic-research-skills est-reporting-and-reproducibility --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-reporting-and-reproducibility .claude/skills/est-reporting-and-reproducibility && 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-reporting-and-reproducibility
GitHub stars
223
Used in
1 other repo
Token cost
~938 tokens
SKILL.md length
335 words
Files
1
Skills in repo
1,617
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when assembling the Supporting Information (SI), data-availability statement, and public-data/code deposit for an Environmental Science & Technology (ES&T) manuscript.

  • Works in 5 steps: Supporting Information. Submitted… → Data-availability statement. State where… → Public deposition by data type (see… → …
  • Assembling the Supporting Information (SI)
  • SKILL.md covers When to trigger, What ES&T expects, SI assembly checklist and Anti-patterns, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Est Reporting And Reproducibility is an agent skill from franklee16/academic-research-skills. Use when assembling the Supporting Information (SI), data-availability statement, and public-data/code deposit for an Environmental Science & Technology (ES&T) manuscript. ES&T expects materials, data, and protocols to be deposited in public databases and a data-availability statement, with SI submitted alongside the manuscript. It guides reporting and deposit; it does not generate the underlying data.

Its SKILL.md is about 940 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 Research & Science, covering Reproducible research. 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

  • Assembling the Supporting Information (SI)
  • Data-availability statement
  • Public-data/code deposit for an Environmental Science & Technology (ES&T) manuscript

Example prompts

  • “/est-reporting-and-reproducibility”

Workflow steps

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

  1. Supporting Information. Submitted simultaneously as separate file(s); describe contents and
  2. Data-availability statement. State where the data live and how to access them; cite
  3. Public deposition by data type (see resources/external_tools.md)
  4. Methods reproducibility. Report instrument settings, reagents/standards, QA/QC, and analysis
  5. Restricted data. If data cannot be fully shared (privacy/legal), explain why and give README

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 Reporting And Reproducibility loads about 938 tokens when it runs. Until then it costs about 110 tokens; SKILL.md has 335 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~110
When it runs · the whole SKILL.md, loaded when a task matches
~938

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 335 words (~938 tokens).

“ES&T strongly encourages public data and expects authors to make materials, data, and protocols available through public databases, with a data-availability statement and a Supporting Information file submitted alongside the manuscript and reviewed with it. Build these as you go…”

— opening of SKILL.md by franklee16
name
est-reporting-and-reproducibility

Read the full SKILL.md on GitHub

Files

Just SKILL.md in Awesome-Journal-Skills-main/Environmental-Science-and-Technology-Skills/skills/est-reporting-and-reproducibility 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 Reporting And Reproducibility 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 Reporting And Reproducibility compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Est Reporting And Reproducibility this skillfranklee16/academic-research-skills2231 repos~938Automated safety check: PassNone
Peer ReviewK-Dense-AI/claude-scientific-writer2.4k2 repos~3.1kAutomated safety check: NotesMIT
CHARLS Paper Reproduction Guidexjtulyc/MedgeClaw6171 repos~1.8kAutomated safety check: PassNone
Compute Environment Setupaipoch/open-science5.5k—~2.6kAutomated safety check: PassApache-2.0
Figure Styleaipoch/open-science5.5k—~5.1kAutomated safety check: PassApache-2.0
Add Bactopia Toolbactopia/bactopia522—~4.1kAutomated safety check: PassMIT

Similar skills

  • Peer Review

    K-Dense-AI/claude-scientific-writer

    Prepare evidence-bounded, constructive peer-review drafts and structured manuscript assessments.

    2.4k GitHub starsUsed in 2 repos~3.1k tokens
    Research & ScienceAuto-check: notes
  • Guides an agent through reproducing papers built on the CHARLS health and retirement survey, from variable mapping to cognition, depression and isolation scores.

    617 GitHub starsUsed in 1 repo~1.8k tokens
    Research & ScienceAuto-check passed
  • Compute Environment Setup

    aipoch/open-science

    Prepares setup instructions and a named activation file for a user-managed software environment on an Open-Science SSH or Slurm compute host.

    5.5k GitHub stars~2.6k tokensUpdated today
    Research & ScienceAuto-check passed
  • Figure Style

    aipoch/open-science

    Publication-grade correctness and legibility rules for final-deliverable scientific figures, not exploratory plots.

    5.5k GitHub stars~5.1k tokensUpdated today
    Research & ScienceAuto-check passed
  • Add Bactopia Tool

    bactopia/bactopia

    Scaffold a complete Bactopia Tool across all three tiers -- module, subworkflow, and workflow entry point under workflows/bactopia-tools/.

    522 GitHub stars~4.1k tokensUpdated 2 mo ago
    Research & ScienceAuto-check passed
  • Modeling Code and Result Contracts

    yushui2022/MathModel-Skill

    Generates result-evidence contracts, tables and runnable q1 to q3 modeling code scaffolds for a math modeling paper from a model route, a data plan and cleaned data.

    454 GitHub stars~1.4k tokensUpdated 4 days ago
    Research & ScienceAuto-check passed

More from franklee16/academic-research-skills

All 1,617 skills in this repo
  • Econometric Research Writing

    franklee16/academic-research-skills

    End-to-end econometric analysis and economics/management paper-writing workflow.

    223 GitHub stars~2.4k tokensUpdated 23 days ago
    Auto-check passed
  • Paper Revision

    franklee16/academic-research-skills

    Comprehensive workflow for handling journal Revise and Resubmit (R&R) decisions.

    223 GitHub stars~3.4k tokensUpdated 23 days ago
    Auto-check passed
  • Sci Ssci Polishing

    franklee16/academic-research-skills

    A skill your agent uses when researchers need Chinese academic prose translated into publication-oriented English or English manuscript paragraphs and complete sections polished for SCI, SSCI, or…

    223 GitHub starsUsed in 1 repo~1.5k tokens
    Auto-check passed
  • Research Defense Radar

    franklee16/academic-research-skills

    Assess and monitor an ongoing research project's competitor landscape, novelty risk, and method/data opportunities from a proposal, paper, research question, data or method notes, or a suspected…

    223 GitHub stars~4k tokensUpdated 23 days ago
    Auto-check passed
  • Academic Grant

    franklee16/academic-research-skills

    Generate or fill in academic grant application forms (project statement, education plan, pathway to impact, references) using draft research material.

    223 GitHub stars~2.8k tokensUpdated 23 days ago
    Auto-check: notes
  • Chinese Reference Formatter Skill

    franklee16/academic-research-skills

    A skill your agent uses when a user needs通用中文参考文献、GB/T 7714-style bibliography entries, Chinese academic reference formatting, or BibTeX completion from Chinese or English literature titles…

    223 GitHub stars~1.1k tokensUpdated 23 days ago
    Auto-check passed

Questions about Est Reporting And Reproducibility

What does Est Reporting And Reproducibility do?

A skill your agent uses when assembling the Supporting Information (SI), data-availability statement, and public-data/code deposit for an Environmental Science & Technology (ES&T) manuscript. Est Reporting And Reproducibility is an agent skill from franklee16/academic-research-skills. Use when assembling the Supporting Information (SI), data-availability statement, and public-data/code deposit for an Environmental Science & Technology (ES&T) manuscript.

When should I use Est Reporting And Reproducibility?

Est Reporting And Reproducibility fits situations like: assembling the Supporting Information (SI); data-availability statement; public-data/code deposit for an Environmental Science & Technology (ES&T) manuscript.

How do I install Est Reporting And Reproducibility in Claude Code?

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

How do I install Est Reporting And Reproducibility in Codex?

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

Can I use Est Reporting And Reproducibility 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-reporting-and-reproducibility -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-reporting-and-reproducibility, .gemini/skills/est-reporting-and-reproducibility, .github/skills/est-reporting-and-reproducibility and .opencode/skills/est-reporting-and-reproducibility in your project.

What does Est Reporting And Reproducibility need to run?

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

Does Est Reporting And Reproducibility 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 Reporting And Reproducibility 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 Reporting And Reproducibility use?

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

How many tokens does Est Reporting And Reproducibility use?

About 938 tokens (SKILL.md is roughly 3.8k 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 Reporting And Reproducibility?

Skills that share tags, products or a category with Est Reporting And Reproducibility: Peer Review (K-Dense-AI/claude-scientific-writer, 2.4k stars), CHARLS Paper Reproduction Guide (xjtulyc/MedgeClaw, 617 stars), Compute Environment Setup (aipoch/open-science, 5.5k stars) and Figure Style (aipoch/open-science, 5.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Est Reporting And Reproducibility?

franklee16 (a GitHub user) maintains it in franklee16/academic-research-skills, which has 223 GitHub stars. The repository holds 1,617 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.