plumb

plumb is a skill for Claude Code from IamK77/Skill. It costs 35 tokens per session (639 once invoked), scanned A, original, Apache-2.0.

A code-review guide for making software easy for people to read and change. It covers naming, function size, comments, abstractions, and how parts of a program fit together.

In plain words
What is it for?
Use it to audit existing code or guide improvements while writing new code. It is useful for reducing confusing names, oversized functions, unnecessary abstractions, and tightly connected components.
Why use it?
It helps find code that works but is costly to understand or modify. The guidance supports practical judgment instead of blindly following design rules.

Skill for Claude Code

Written for Claude Code: argument-hint in frontmatter.

Part of the engineering plugin — 10 skills shipped together

Good fit Use it to audit existing code or guide improvements while writing new code. It is useful for reducing confusing names, oversized functions, unnecessary abstractions, and tightly connected components.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/iamk77/skill/plumb
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 IamK77/Skill --skill plumb
Clone the repo
git clone --depth 1 https://github.com/IamK77/Skill

Made for: Claude Code.

Or install engineering, the plugin that ships this one along with the rest of its 10 skills.

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 plumb

README.md
[![agentmods](https://agentmods.dev/badge/skills/iamk77/skill/plumb/github.svg)](https://agentmods.dev/skills/iamk77/skill/plumb)
Your own site
<a href="https://agentmods.dev/skills/iamk77/skill/plumb"><img src="https://agentmods.dev/badge/skills/iamk77/skill/plumb/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 plumb

Your own site · 80×15
<a href="https://agentmods.dev/skills/iamk77/skill/plumb"><img src="https://agentmods.dev/badge/skills/iamk77/skill/plumb.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 35 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 639 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 $0.00035 $0.00639
Opus 5.5 $0.00014 $0.00256
Sonnet 5.5 $0.00007 $0.00128
Haiku 4.5 $0.00003 $0.00064

Measured 1mo ago against content hash 94a1a58fda2d, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

plumb 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.

skills/engineering/plumb/SKILL.md · 60 lines

How it starts

The opening of the file, as written. The whole thing — 60 lines — stays where its author put it; the contents beside it link to each section on GitHub.

plumb

Generate alternative representations, APIs, and algorithms by changing the way a problem is described. Use for design exploration at code scale, not a compulsory code-quality checklist.

Starting point

A representation can make a hard operation disappear. Before improving an algorithm, play with what the program considers a thing, a relation, or an event.

Bring a question, fragment, reference, or tension. Follow whichever association becomes useful; these invitations are not a sequence to complete. Speculation should remain distinguishable from an observed fact.

Thought experiments

Transpose noun and verb

Describe the same feature as objects with methods, then as a stream of events, then as a transformation of values. Which awkward case becomes ordinary in each description?

Invent a tiny world

Replace production with three objects and one surprising event. Let a concrete counterexample generate a new representation rather than a list of abstract rules.

Borrow a mathematical shape

Try a graph, interval, algebra, or state machine as a metaphor. Ask what operation becomes compositional. Keep the analogy only as far as it illuminates the actual problem.

A possible turn

A calendar conflict checker looks like nested comparisons between bookings. Redrawing bookings as occupied intervals suggests a sweep; redrawing them as constraints suggests a solver; redrawing them as requests suggests negotiation. The useful output may be this fork itself.

Leave the space open

Offer a few genuinely different possibilities, a sketch, an analogy, or a sharper question when useful. Do not turn every prompt into a scored diagnostic, a completion gate, or a demand for an action plan. The human may choose a direction, combine them, or leave the question open.

Once an interface or representation is selected, assay can retain the tiny counterexample as a regression test.

Read the full file on GitHub · 60 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 · -108 lines · -211 tokens per session 94a1a58fda2d
  2. 2mo ago First seen · 168 lines · 246 tokens per session scan A 5f67811d4885

Subscribe to this mod's changes

plumb is a skill published in the GitHub repository IamK77/Skill (2 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 35 tokens to every session and 639 once invoked, about $0.0001 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.

Related

plumb compared with skills from other repositories

plumb next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
plumbIamK77/SkillSkill21mo agoApache-2.0A35Claude Code
ai-architect-reviewfrankxai/claude-skills-librarySkill47yesterdayMITA88Claude Code
github-code-reviewfrankxai/claude-skills-librarySkill47yesterdayMITA41Claude Code
verification-qualityfrankxai/claude-skills-librarySkill47yesterdayMITA43Claude Code
doubt-driven-developmentfrankxai/claude-skills-librarySkill47yesterdayMITA77Claude Code, Codex
santa-methodfrankxai/claude-skills-librarySkill47yesterdayMITA45Claude Code, Codex
security-reviewfrankxai/claude-skills-librarySkill47yesterdayMITA43Claude Code, Codex