python-scala-idioms

python-scala-idioms is a skill for Claude Code, Codex from benchflow-ai/skillsbench. It costs 56 tokens per session (2,040 once invoked), scanned A, original, Apache-2.0.

A guide to writing Scala in the style the language is designed for when translating Python, using immutable data, expressions, pattern matching, and explicit error handling.

In plain words
What is it for?
Use it to convert mutable classes, conditional logic, null handling, and type choices into idiomatic Scala designs.
Why use it?
A direct line-by-line translation can produce awkward Scala code; this guide helps reshape the result around Scala's conventions.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to convert mutable classes, conditional logic, null handling, and type choices into idiomatic Scala designs.

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Install with agentmods
npx agentmods add skills/benchflow-ai/skillsbench/python-scala-idioms
About the project

SkillsBench is a benchmark for measuring how effectively AI agents use modular skills—folders containing instructions, scripts, and resources—to complete specialized tasks. It helps researchers and developers evaluate both skill quality and agent behavior, including tasks that require combining multiple skills. The catalogue’s skills and instructions are evaluated as part of this workflow.

benchflow-ai/skillsbench · 1,764 stars · on GitHub · skillsbench.ai

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 benchflow-ai/skillsbench --skill python-scala-idioms
Clone the repo
git clone --depth 1 https://github.com/benchflow-ai/skillsbench

Made for: Claude Code, Codex.

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.

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README.md
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Your own site · 80×15
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Per session 56 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,040 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. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
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 $0.00056 $0.02040
Opus 5 $0.00028 $0.01020
Sonnet 5 $0.00011 $0.00408
Haiku 4.5 $0.00006 $0.00204

Measured 9d ago against content hash fda000e8ebe0, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

python-scala-idioms 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 9d 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.

Origin

Copies of this mod

1 near-identical copy found in the catalogue:

tasks/python-scala-translation/environment/skills/python-scala-idioms/SKILL.md · 340 lines

How it starts

The opening of the file, as written. The whole thing — 340 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Python to Idiomatic Scala Translation

Core Principles

When translating Python to Scala, aim for idiomatic Scala, not literal translation:

  1. Prefer immutability - Use val over var, immutable collections
  2. Expression-based - Everything returns a value, minimize statements
  3. Type safety - Leverage Scala's type system, avoid Any
  4. Pattern matching - Use instead of if-else chains
  5. Avoid null - Use Option, Either, Try

Immutability First

# Python - mutable by default
class Counter:
    def __init__(self):
        self.count = 0

    def increment(self):
        self.count += 1
        return self.count
// Scala - immutable approach
case class Counter(count: Int = 0) {
  def increment: Counter = copy(count = count + 1)
}

// Usage
val c1 = Counter()
val c2 = c1.increment  // Counter(1)
val c3 = c2.increment  // Counter(2)
// c1 is still Counter(0)

Expression-Based Style

# Python - statement-based
def get_status(code):
    if code == 200:
        status = "OK"
    elif code == 404:
        status = "Not Found"
    else:
        status = "Unknown"
    return status
// Scala - expression-based
def getStatus(code: Int): String = code match {
  case 200 => "OK"
  case 404 => "Not Found"
  case _ => "Unknown"
}

// No intermediate variable, match is an expression

Sealed Hierarchies for Domain Modeling

# Python - loose typing
def process_payment(method: str, amount: float):
    if method == "credit":
        # process credit
        pass
    elif method == "debit":
        # process debit
        pass
    elif method == "crypto":
        # process crypto
        pass
// Scala - sealed trait for exhaustive matching
sealed trait PaymentMethod
case class CreditCard(number: String, expiry: String) extends PaymentMethod
case class DebitCard(number: String) extends PaymentMethod
case class Crypto(walletAddress: String) extends PaymentMethod

def processPayment(method: PaymentMethod, amount: Double): Unit = method match {
  case CreditCard(num, exp) => // process credit
  case DebitCard(num) => // process debit
  case Crypto(addr) => // process crypto
}
// Compiler warns if you miss a case!

Read the full file on GitHub · 340 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. 9d ago First seen · 340 lines · 56 tokens per session scan A fda000e8ebe0

Subscribe to this mod's changes

python-scala-idioms is a skill published in the GitHub repository benchflow-ai/skillsbench (1,764 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 56 tokens to every session and 2,040 once invoked, about $0.0003 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 2026-09-03.