ClaudSkills / Science & Research / data-science-research

Agsy Data And Model Evaluation

Q: What is a Claude Code skill and how does the Agsy Data And Model Evaluation skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Agsy Data And Model Evaluation is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Science & Research · Sub-category: data-science-research · Last updated: 2026-06-07

type:review

Use when evaluating the model and analyzing results for an Agricultural Systems (AgSy) manuscript so it survives expert systems review — independent model evaluation (observed vs. simulated, fit statistics), sensitivity and uncertainty analysis, and trade-off / scenario analysis across the system. Guides evaluation norms; it does not fabricate results or run the model.

From the source SKILL.md

A model is only as credible as its evaluation. AgSy reviewers are systems-modelling experts: they want to see the model tested against independent data, its sensitivity and uncertainty characterized, and the trade-offs the system exhibits — not a single tuned run presented as truth. Model description and choice live in agsy-systems-framing-and-modeling; this skill covers testing and reporting.

What this skill does

Agsy Data And Model Evaluation is a community-contributed Claude Code skill in the data-science-research sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/agsy-data-and-model-evaluation/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when evaluating the model and analyzing results for an Agricultural Systems (AgSy) manuscript so it survives expert systems review — independent model evaluation (observed vs. simulated, fit statistics), sensitivity and uncertainty analysis, and trade-off / scenario analysis across the system.

Who uses this skill

The Agsy Data And Model Evaluation Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 93,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/agsy-data-and-model-evaluation
curl -L https://claudskills.com/skills/agsy-data-and-model-evaluation/SKILL.md \
  -o ~/.claude/skills/agsy-data-and-model-evaluation/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/agsy-data-and-model-evaluation/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/agsy-data-and-model-evaluation/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\agsy-data-and-model-evaluation\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Agsy Data And Model Evaluation Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/agsy-data-and-model-evaluation/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Agsy Data And Model Evaluation skill do?

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the Agsy Data And Model Evaluation skill?

Use Agsy Data And Model Evaluation when your Claude Code task falls under the Science & Research category — specifically in the data science research area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Agsy Data And Model Evaluation" or describe the task and let Claude pick). Browse related skills at /category/science/.

What is a Claude Code skill and how does the Agsy Data And Model Evaluation skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Agsy Data And Model Evaluation is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/brycewang-stanford/Awesome-Journal-Skills/blob/HEAD/Agricultural-Systems-Skills/skills/agsy-data-and-model-evaluation/SKILL.md
License: MIT
Author: brycewang-stanford
Website: https://www.copaper.ai

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

brycewang-stanford. (2026). Agsy Data And Model Evaluation [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/agsy-data-and-model-evaluation/

BibTeX

@misc{agsy-data-and-model-evaluation-2026,
  author    = {brycewang-stanford},
  title     = {Agsy Data And Model Evaluation [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/agsy-data-and-model-evaluation/}
}

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