Agent skill

Audit Arithmetic

by ben-manes in ben-manes/caffeine

Audit for arithmetic and boundary bugs (overflow, off-by-one, drift)

Apache-2.0Auto-check passed

Install Audit Arithmetic

skills CLI
$ npx skills add ben-manes/caffeine --skill audit-arithmetic -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install ben-manes/caffeine audit-arithmetic --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/ben-manes/caffeine.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/audit-arithmetic .claude/skills/audit-arithmetic && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
audit-arithmetic
GitHub stars
18k
Token cost
~437 tokens
SKILL.md length
192 words
Files
1
Skills in repo
33
Repo updated
First seen
Licence
Apache-2.0

At a glance

Audit for arithmetic and boundary bugs (overflow, off-by-one, drift)

  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Audit Arithmetic is an agent skill from ben-manes/caffeine. Audit for arithmetic and boundary bugs (overflow, off-by-one, drift)

Its SKILL.md is about 440 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: A high performance caching library for Java. The licence is Apache-2.0.

Example prompts

  • “/audit-arithmetic”

What it can do on your machine

Read from SKILL.md and the folder at commit e972fb0. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Audit Arithmetic loads about 437 tokens when it runs. Until then it costs about 21 tokens; SKILL.md has 192 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~21
When it runs · the whole SKILL.md, loaded when a task matches
~437

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from ben-manes/caffeine at commit e972fb0, republished under its Apache-2.0 licence (© ben-manes). 192 words, ~437 tokens.

Download SKILL.mdSave it as .claude/skills/audit-arithmetic/SKILL.md (or your agent's skills folder).
name
audit-arithmetic
description
Audit for arithmetic and boundary bugs (overflow, off-by-one, drift)
context
fork
agent
auditor
disable-model-invocation
true

Assume there is at least one arithmetic or boundary bug in this code.

Audit for:

  • Off-by-one errors
  • Incorrect inequality direction (< vs <=, > vs >=)
  • Overflow / underflow (int, long, specifically nanoTime arithmetic)
  • Implicit narrowing or widening conversion
  • Incorrect rounding or truncation
  • Sign errors
  • Sentinel value collisions (can a valid value equal a sentinel?)
  • Counter drift (can a counter diverge from the quantity it tracks over a long-running cache?)
  • Timer wheel bucket arithmetic (modular arithmetic, wrap-around)
  • Frequency sketch counter saturation and reset arithmetic
  • Hill climber / adaptive sizing: window vs main partition adjustment; the density and probe-verdict log-ratios (ln((x+ε)/(y+ε))), the probation-capacity denominator (max(1, maximum − windowMaximum − mainProtectedMaximum)), the saturated 4·maximum sample period, and the stride/commitment rung tables (percentage calculations, rounding, overshoot, oscillation)
  • FrequencySketch table size calculation (ensureCapacity rounding to power of two, interaction with maximumSize)
  • Weight delta computation in UpdateTask (sign conventions, can intermediate sums overflow when weights are near Integer.MAX_VALUE?)

For each suspected issue:

  • Provide a concrete input (specific key, value, weight, time values)
  • Show step-by-step evaluation through the code
  • Show expected vs actual behavior
  • If it requires billions of operations, state the count needed

Ignore style and performance. Only report high-confidence defects supported by evaluation traces.

© ben-manes, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .claude/skills/audit-arithmetic of ben-manes/caffeine.

Open the folder on GitHubat commit e972fb0

Compare with similar skills

Audit Arithmetic next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Audit Arithmetic compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Audit Arithmetic this skillben-manes/caffeine18k—~437Automated safety check: PassApache-2.0
Mole Bug Patternstw93/Mole70k—~2kAutomated safety check: PassGPL-3.0
Add Bugremotion-dev/remotion62k—~215Automated safety check: PassCustom licence
Bugccch1mneyyy/dsh-TUI4.2k—~342Automated safety check: PassMIT
Bug Bountysickn33/agentic-awesome-skills47k1 repos~5kAutomated safety check: NotesMIT
Add Webcodecs Bugremotion-dev/remotion62k—~411Automated safety check: PassCustom licence

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All 33 skills in this repo
  • Runs controlled JMH experiments on the Caffeine cache to find shared contention and hot-path waste, then reviews correctness and returns a reviewable patch.

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  • Git History Bug Audit

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  • Adversarial Codebase Audit

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    Runs a hostile review of the Caffeine Java caching library with parallel subagents that get no design docs, then challenges and consolidates their findings.

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  • Audit Sibling Divergence

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    Compares code paths that should behave the same, such as sync and async cache methods, and requires a concrete scenario where the two observably disagree.

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  • Climber Step Minimization

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    Prices each step of the window climber algorithm by disabling it in turn, to find steps that no longer earn their keep and branches that no longer fire.

    18k GitHub stars~3k tokensUpdated 2 days ago
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Questions about Audit Arithmetic

What does Audit Arithmetic do?

Audit for arithmetic and boundary bugs (overflow, off-by-one, drift). Audit Arithmetic is an agent skill from ben-manes/caffeine.

How do I install Audit Arithmetic in Claude Code?

Run `npx skills add ben-manes/caffeine --skill audit-arithmetic -a claude-code`. Or copy the skill folder (.claude/skills/audit-arithmetic in ben-manes/caffeine) into .claude/skills/audit-arithmetic in your project. Claude Code loads it when a task matches its description.

How do I install Audit Arithmetic in Codex?

Run `npx skills add ben-manes/caffeine --skill audit-arithmetic -a codex`. Or copy the skill folder (.claude/skills/audit-arithmetic in ben-manes/caffeine) into .agents/skills/audit-arithmetic in your project. Codex loads it when a task matches its description.

Can I use Audit Arithmetic in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ben-manes/caffeine --skill audit-arithmetic -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/audit-arithmetic, .gemini/skills/audit-arithmetic, .github/skills/audit-arithmetic and .opencode/skills/audit-arithmetic in your project.

What does Audit Arithmetic need to run?

SKILL.md names no scripts, command-line tools or credentials: Audit Arithmetic is instructions for the agent only.

Does Audit Arithmetic access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Audit Arithmetic safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Audit Arithmetic use?

Audit Arithmetic is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Audit Arithmetic use?

About 437 tokens (SKILL.md is roughly 1.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Audit Arithmetic?

Skills that share tags, products or a category with Audit Arithmetic: Mole Bug Patterns (tw93/Mole, 70k stars), Add Bug (remotion-dev/remotion, 62k stars), Bug (ccch1mneyyy/dsh-TUI, 4.2k stars) and Bug Bounty (sickn33/agentic-awesome-skills, 47k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Audit Arithmetic?

ben-manes (a GitHub user) maintains it in ben-manes/caffeine, which has 17,880 GitHub stars. The repository holds 33 skills in this directory. The repository was last updated on October 6, 2026.

Source: ben-manes/caffeine on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.