self-improve

self-improve is a skill for Claude Code, Codex from mgalgs/aur-sleuth. It costs 0 tokens per session (2,287 once invoked), scanned A, original, no licence file.

A skill that runs aur-sleuth on a package and reviews the resulting security-audit report. It examines missed findings, incorrect findings, coverage, and the quality of explanations.

In plain words
What is it for?
Use it to evaluate and improve aur-sleuth’s package checks and audit reports.
Why use it?
It helps identify where the auditing tool gives false alarms, misses issues, or explains results poorly.

Skill for Claude CodeCodex

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.

agentmods
npx agentmods add skills/mgalgs/aur-sleuth/self-improve
Any agent
npx skills add mgalgs/aur-sleuth --skill self-improve
Clone the repo
git clone --depth 1 https://github.com/mgalgs/aur-sleuth

Made for: Claude Code, Codex.

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 self-improve

README.md
[![agentmods](https://agentmods.dev/badge/skills/mgalgs/aur-sleuth/self-improve.svg)](https://agentmods.dev/skills/mgalgs/aur-sleuth/self-improve)
Your own site
<a href="https://agentmods.dev/skills/mgalgs/aur-sleuth/self-improve"><img src="https://agentmods.dev/badge/skills/mgalgs/aur-sleuth/self-improve.svg" alt="Measured on agentmods" height="20"></a>
Per session 0 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,287 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 2 findings. Scan, not verified.
Origin unknown 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 $0.00000 $0.02287
Opus 5 $0.00000 $0.01144
Sonnet 5 $0.00000 $0.00457
Haiku 4.5 $0.00000 $0.00229

Measured 4d ago against content hash 9044f3d42fd8, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

self-improve scanned grade A with 2 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 4d 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.

Unrestricted tool accesslowExcessive agency

A wildcard tool grant or "run any command" leaves no least-privilege boundary at all.

- `.install` file hooks that run arbitrary code post-install

Downgraded: this mod is about security review, or the phrase is quoted, so it is likely naming the pattern rather than instructing it.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

- `--pkgdir <path>`: audit a local package directory (e.g. `bench/synthetics/malicious-curl-exfil`)
.claude/skills/self-improve/SKILL.md · 182 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

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. 4d ago First seen · 182 lines · 0 tokens per session scan A 9044f3d42fd8

Subscribe to this mod's changes

self-improve is a skill published in the GitHub repository mgalgs/aur-sleuth (42 stars, last pushed today), with no licence file. It costs nothing until one of its globs matches a file; then it loads 2,287 tokens. A static security scan graded it A with 2 findings (unrestricted tool access, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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