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 Kevin-Liu-01/Agent-Machines --skill lerpgit clone --depth 1 https://github.com/Kevin-Liu-01/Agent-MachinesWrote 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/kevin-liu-01/agent-machines/lerp)<a href="https://agentmods.dev/skills/kevin-liu-01/agent-machines/lerp"><img src="https://agentmods.dev/badge/skills/kevin-liu-01/agent-machines/lerp/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/kevin-liu-01/agent-machines/lerp"><img src="https://agentmods.dev/badge/skills/kevin-liu-01/agent-machines/lerp.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium Excessive Agency · line 15 Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
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 | $0.00065 | $0.01333 |
| Opus 5 | $0.00032 | $0.00666 |
| Sonnet 5 | $0.00013 | $0.00267 |
| Haiku 4.5 | $0.00006 | $0.00133 |
Grade A, and why
lerp 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.
How it starts
The opening of the file, as written. The whole thing — 161 lines — stays where its author put it; the contents beside it link to each section on GitHub.
LERP: Least Experienced Reader Principle
Write for the person who just joined the team, opened this file cold, and has never seen the codebase before. If they cannot understand what you wrote without asking someone, the prose has failed.
This is not about dumbing things down. It is about making sure every sentence carries the context it needs to stand on its own.
The test
Read every sentence. For each one, ask: "If I had never worked on this project, would I know what this means?" If the answer is no, rewrite it until the answer is yes.
Rules
1. Spell it out, then abbreviate
Every acronym and abbreviation gets spelled out on first use, with the short form in parentheses. After that, the short form is fine.
Bad: "VFS dispatches FUSE ops to the metadata store."
Good: "The Virtual Filesystem Switch (VFS) receives FUSE (Filesystem
in Userspace) requests from the guest kernel. The VFS turns
them into SQLite queries."
Domain terms that are not acronyms still need a plain-English explanation on first use. Not in a glossary at the bottom. Inline, right where the term appears.
Bad: "The inode table maps paths to attributes."
Good: "The inode table (the index that maps every file path to its
metadata like permissions, size, and timestamps) is stored in
SQLite."
After the first occurrence, use the term or acronym freely. The reader has been introduced.
2. No orphan references
When you say "this split" or "this pattern" or "this approach," the reader must be able to point to exactly what you mean without reading a different file. If the antecedent is not in the same paragraph, restate it.
Bad: "This split is what makes hard links work."
Good: "Separating names from attributes into two tables is what makes
hard links work. Without it, two names pointing to the same
file would each carry their own copy of the attributes, and
those copies could drift out of sync."
The bad version says a thing is important but never says what breaks without it. The good version explains the consequence.
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.
- 9d ago First seen · 161 lines · 65 tokens per session scan A 0523d5158643
lerp is a skill published in the GitHub repository Kevin-Liu-01/Agent-Machines (29 stars, last pushed today), licensed MIT. It adds 65 tokens to every session and 1,333 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.
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