replace-loop-with-pipeline

replace-loop-with-pipeline is a skill for Claude Code from msbaek/msbaek-claude-plugins. It costs 107 tokens per session (1,894 once invoked), scanned A, original, MIT.

A refactoring method that changes step-by-step loops into a data pipeline, such as a Stream API or collection pipeline. The operations describe how data is filtered, changed, or collected.

In plain words
What is it for?
Use it to rewrite collection-processing loops so their filtering and transformation steps are easier to read.
Why use it?
Long imperative loops can hide the intended flow of data and make transformations harder to follow.

Skill for Claude Code

Written for Claude Code: argument-hint in frontmatter.

Part of the msbaek-tdd plugin — 28 skills, 10 agents, 2 hooks shipped together

Good fit Use it to rewrite collection-processing loops so their filtering and transformation steps are easier to read.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/msbaek/msbaek-claude-plugins/replace-loop-with-pipeline
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 msbaek/msbaek-claude-plugins --skill replace-loop-with-pipeline
Clone the repo
git clone --depth 1 https://github.com/msbaek/msbaek-claude-plugins

Made for: Claude Code.

Or install msbaek-tdd, the plugin that ships this one along with the rest of its 28 skills, 10 agents, 2 hooks.

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 replace-loop-with-pipeline

README.md
[![agentmods](https://agentmods.dev/badge/skills/msbaek/msbaek-claude-plugins/replace-loop-with-pipeline/github.svg)](https://agentmods.dev/skills/msbaek/msbaek-claude-plugins/replace-loop-with-pipeline)
Your own site
<a href="https://agentmods.dev/skills/msbaek/msbaek-claude-plugins/replace-loop-with-pipeline"><img src="https://agentmods.dev/badge/skills/msbaek/msbaek-claude-plugins/replace-loop-with-pipeline/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for replace-loop-with-pipeline

Your own site · 80×15
<a href="https://agentmods.dev/skills/msbaek/msbaek-claude-plugins/replace-loop-with-pipeline"><img src="https://agentmods.dev/badge/skills/msbaek/msbaek-claude-plugins/replace-loop-with-pipeline.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 107 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,894 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 $0.00107 $0.01894
Opus 5.5 $0.00043 $0.00758
Sonnet 5.5 $0.00021 $0.00379
Haiku 4.5 $0.00011 $0.00189

Measured 1mo ago against content hash 5338c3cb8c89, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

replace-loop-with-pipeline 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 1mo 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.

msbaek-tdd/skills/replace-loop-with-pipeline/SKILL.md · 213 lines

How it starts

The opening of the file, as written. The whole thing — 213 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Replace Loop with Pipeline

GOAL

명령형 루프를 Stream API/Collection Pipeline으로 변환하여:

  • what vs how: Pipeline은 "무엇을" 하는지, 루프는 "어떻게" 하는지 표현
  • 필터링/변환/집계의 의도가 메서드 체인으로 드러남
  • 중간 변수/플래그 변수 제거

CONSTRAINTS

  • 계열: Tidy — 후보 보고 후 승인 없이 적용 (../../references/refactoring-procedure.md §0·§3-A)
  • 동작 변경 금지: 구조 개선만 수행 (기능 변경 없음)
  • 테스트 수정 금지: 구조 변경이 테스트를 실패시키면 되돌리기
  • 명시적 git add: git add -A 금지, 변경된 파일만 명시

적용 패턴

패턴 1: 필터링 + 변환

// Before
List<String> result = new ArrayList<>();
for (Order order : orders) {
    if (order.isActive()) {
        result.add(order.getCustomerName());
    }
}

// After
List<String> result = orders.stream()
    .filter(Order::isActive)
    .map(Order::getCustomerName)
    .toList();

패턴 2: 집계

// Before
int total = 0;
for (LineItem item : items) {
    if (item.getQuantity() > 0) {
        total += item.getPrice() * item.getQuantity();
    }
}

// After
int total = items.stream()
    .filter(item -> item.getQuantity() > 0)
    .mapToInt(item -> item.getPrice() * item.getQuantity())
    .sum();

패턴 2-1: 집계 — 객체 타입 (BigDecimal 등)

primitive가 아닌 타입은 sum()이 없으므로 reduce(항등원, 누적 연산)을 쓴다. 금액(BigDecimal) 합산이 대표 사례:

// Before
BigDecimal total = BigDecimal.ZERO;
for (Line line : lines) {
    total = total.add(line.amount());
}

// After
BigDecimal total = lines.stream()
    .map(Line::amount)
    .reduce(BigDecimal.ZERO, BigDecimal::add);

패턴 3: 검색 (첫 번째 매칭)

// Before
Employee found = null;
for (Employee e : employees) {
    if (e.getDepartment().equals("Engineering")) {
        found = e;
        break;
    }
}

// After
Optional<Employee> found = employees.stream()
    .filter(e -> e.getDepartment().equals("Engineering"))
    .findFirst();

패턴 4: 존재 여부 확인

// Before
boolean hasOverdue = false;
for (Invoice invoice : invoices) {
    if (invoice.isOverdue()) {
        hasOverdue = true;
        break;
    }
}

// After
boolean hasOverdue = invoices.stream()
    .anyMatch(Invoice::isOverdue);

Read the full file on GitHub · 213 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. 1mo ago Changed · -1 lines · +68 tokens per session 5338c3cb8c89
  2. 1mo ago Changed 729e94457103
  3. 1mo ago First seen · 214 lines · 39 tokens per session scan A 7bbf215afb5d

Subscribe to this mod's changes

replace-loop-with-pipeline is a skill published in the GitHub repository msbaek/msbaek-claude-plugins (8 stars, last pushed 5d ago), licensed MIT. It adds 107 tokens to every session and 1,894 once invoked, about $0.0004 per session on Opus 5.5. 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 2026-08-31.

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