EnsembleKalmanProcesses.jl: Skill for Claude Code

.claude/skills/base-show/SKILL.md

base-show is a skill for Claude Code from CliMA/EnsembleKalmanProcesses.jl. It costs 170 tokens per session (5,583 once invoked), scanned A, original, Apache-2.0.

A Julia programming guide for improving how custom data types appear in the REPL, Julia’s interactive command line. It adds short summaries and readable output instead of dumping every stored field.

In plain words
What is it for?
Use it to add or retrofit `Base.show` and `Base.summary` methods for Julia types, including compact one-line output when objects appear inside collections, with accompanying tests.
Why use it?
It prevents large or nested objects from producing screens of difficult-to-read text during interactive development.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

This is CliMA/EnsembleKalmanProcesses.jl's own configuration. It tells Claude Code how to work on EnsembleKalmanProcesses.jl itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything EnsembleKalmanProcesses.jl configures →

Reuse

Borrowing it

Nothing to install: this file belongs to CliMA/EnsembleKalmanProcesses.jl. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/CliMA/EnsembleKalmanProcesses.jl/main/.claude/skills/base-show/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/CliMA/EnsembleKalmanProcesses.jl

Made for: Claude Code.

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 base-show

README.md
[![agentmods](https://agentmods.dev/badge/skills/clima/ensemblekalmanprocesses.jl/base-show.svg)](https://agentmods.dev/skills/clima/ensemblekalmanprocesses.jl/base-show)
Your own site
<a href="https://agentmods.dev/skills/clima/ensemblekalmanprocesses.jl/base-show"><img src="https://agentmods.dev/badge/skills/clima/ensemblekalmanprocesses.jl/base-show.svg" alt="Measured on agentmods" height="20"></a>
Per session 170 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 5,583 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 $0.00170 $0.05583
Opus 5 $0.00085 $0.02792
Sonnet 5 $0.00034 $0.01117
Haiku 4.5 $0.00017 $0.00558

Measured 7d ago against content hash f323ad9a08bc, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

base-show 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 7d 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.

.claude/skills/base-show/SKILL.md · 532 lines

How it starts

The opening of the file, as written. The whole thing — 532 lines — stays where its author put it; the contents beside it link to each section on GitHub.

base-show

Add concise Base.show(io::IO, ::MIME"text/plain", x::T) and Base.summary(io::IO, x::T) methods to Julia types whose default REPL representation is unhelpful or overwhelming. Julia's default show dumps every field recursively; types that hold DataFrames, large dictionaries, nested arrays, or many scalar fields produce screens of unreadable text at the REPL.

Base.show(io, MIME"text/plain", x) must also handle the :compact IOContext key. When Julia renders an object as an element inside a container (e.g. printing a Vector{MyType}), it sets :compact => true on io. Without a compact branch the full multi-line output is repeated for every element, producing an unreadable wall of text. The compact branch must produce exactly one line (no newlines), giving the same kind of at-a-glance hint as Base.summary.

This skill produces both methods and accompanying unit tests so that interactive use of the package is pleasant without losing key summary information.

Workflow

Step 0 — Audit existing show methods (retrofit mode)

Skip this step if you are adding show methods to types that have none. Apply it when the user asks to retrofit existing show methods — e.g. to add the compact branch to methods that were written before this protocol existed.

Find MIME methods that lack the compact branch:

grep -n 'MIME"text/plain"' src/show.jl

For each match, check whether the function body contains get(io, :compact. Any that do not are candidates for retrofit.

Detect the old forwarding anti-pattern (infinite-recursion risk):

grep -nA2 'function Base\.show(io::IO, x::' src/ | grep 'show(io, MIME'

If this matches, a 2-arg show(io, x) is calling the MIME method — the wrong direction. Once the MIME method gains a compact branch that calls show(io, x), you get infinite recursion. Flag every match and reverse the direction: the 2-arg method becomes the compact one-liner, and the MIME method calls it via show(io, x) in its compact branch.

Read the full file on GitHub · 532 lines

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. 7d ago First seen · 532 lines · 170 tokens per session scan A f323ad9a08bc

Subscribe to this mod's changes

base-show is a skill published in the GitHub repository CliMA/EnsembleKalmanProcesses.jl (124 stars, last pushed 5d ago), licensed Apache-2.0. It adds 170 tokens to every session and 5,583 once invoked, about $0.0009 per session on Opus 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 2026-08-30.

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