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.
npx skills add IamK77/Skill --skill plumbgit clone --depth 1 https://github.com/IamK77/SkillWrote 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.
[](https://agentmods.dev/skills/iamk77/skill/plumb)<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.
<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>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.
| Model | Per session | Once 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 |
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.
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.
What ships with it
10 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- LICENSE 11 KB
- NOTICE 646 B
- references/abstraction-and-design.md 1.3 KB
- references/agent-era-shifts.md 1.5 KB
- references/craft-stance.md 1.3 KB
- references/decision-tree.md 1.2 KB
- references/functions-and-flow.md 1.3 KB
- references/naming.md 1.2 KB
- references/smells-and-trust-chains.md 1.3 KB
- references/testability-and-disposition.md 1.3 KB
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.
- 1mo ago Changed · -108 lines · -211 tokens per session 94a1a58fda2d
- 2mo ago First seen · 168 lines · 246 tokens per session scan A 5f67811d4885
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.
plumb compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| plumbIamK77/Skill | Skill | 2 | 1mo ago | Apache-2.0 | A | 35 | Claude Code |
| ai-architect-reviewfrankxai/claude-skills-library | Skill | 47 | yesterday | MIT | A | 88 | Claude Code |
| github-code-reviewfrankxai/claude-skills-library | Skill | 47 | yesterday | MIT | A | 41 | Claude Code |
| verification-qualityfrankxai/claude-skills-library | Skill | 47 | yesterday | MIT | A | 43 | Claude Code |
| doubt-driven-developmentfrankxai/claude-skills-library | Skill | 47 | yesterday | MIT | A | 77 | Claude Code, Codex |
| santa-methodfrankxai/claude-skills-library | Skill | 47 | yesterday | MIT | A | 45 | Claude Code, Codex |
| security-reviewfrankxai/claude-skills-library | Skill | 47 | yesterday | MIT | A | 43 | Claude Code, Codex |