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 naimkatiman/continuous-improvement --skill simplicity-reviewgit clone --depth 1 https://github.com/naimkatiman/continuous-improvementWrote 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/naimkatiman/continuous-improvement/simplicity-review)<a href="https://agentmods.dev/skills/naimkatiman/continuous-improvement/simplicity-review"><img src="https://agentmods.dev/badge/skills/naimkatiman/continuous-improvement/simplicity-review.svg" alt="Measured on agentmods" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00077 | $0.01115 |
| Opus 5 | $0.00039 | $0.00558 |
| Sonnet 5 | $0.00015 | $0.00223 |
| Haiku 4.5 | $0.00008 | $0.00112 |
Grade A, and why
simplicity-review 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 8d 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 — 81 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Simplicity Review — Flag the Over-Build Before It Ships
Law 4 says verify before reporting. "It compiles and the test passes" is a claim about correctness, not about whether the change is the minimum that works. This skill runs a diff-scoped review with one question: could this have been smaller? It reads the change like the laziest senior dev in the room, walks a fixed reuse ladder, and reports what to trim. It never edits code. The best code is the code you never wrote.
When to Activate
- After writing a feature or fix, before opening a PR, when the diff feels larger than the task warranted.
- When you reached for a new file, a new dependency, or a wrapper component and a native or existing option might already cover it.
- As a routed step from
proceed-with-the-recommendationat the "Refactor / dead code cleanup" line, as the repo-owned alternative to the built-insimplify. - Before a release cut, over the diff since the last tag, as a last pass on accreted complexity.
The Ladder
Read each added or changed block and stop at the first rung that holds:
1. Does this need to exist? -> skip it (YAGNI)
2. Already in this codebase? -> reuse it
3. Stdlib does it? -> use it
4. Native platform feature? -> use it
5. Installed dependency? -> use it
6. One line? -> one line
7. Only then: the minimum that works
Most real cuts come from rungs 2 to 4: a hand-rolled helper that duplicates an existing one, a component built where a native input, a stdlib call, or a platform primitive already does the job.
Read Before You Cut
Lazy about the solution, never about the reading. The ladder shortens the solution, not the investigation. Trace the whole change and what it touches first. A "simpler" path proposed without reading the surrounding code is a guess, and a wrong trim is worse than the over-build.
Safety Carve-Out (Never Flag)
Lazy, not negligent. These are never on the chopping block, no matter how many lines they cost:
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.
- 8d ago First seen · 81 lines · 77 tokens per session scan A 7c51ab000575
simplicity-review is a skill published in the GitHub repository naimkatiman/continuous-improvement (7 stars, last pushed yesterday), licensed MIT. It adds 77 tokens to every session and 1,115 once invoked, about $0.0004 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 2026-08-31.
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