silent-degradation-audit SKILL.md skillA

silent-degradation-audit from rysweet/amplihack-rs is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add rysweet/amplihack-rs/silent-degradation-audit@git:20260601.dbc5cf3

Pins git:20260601.dbc5cf3 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
rysweet/amplihack-rs
Path
amplifier-bundle/skills/silent-degradation-audit/SKILL.md
Versions recorded
2
Latest version
git:20260601.dbc5cf3, committed Jun 1, 2026
First version recorded
May 4, 2026
Size
14,585 bytes
Repository stars
11
License
none declared

Production-ready skill for detecting silent degradation across codebases. Uses multi-wave audit system with 6 specialized category agents, multi-agent validation panel, and convergence detection.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Silent Degradation Audit Skill

## Overview

Production-ready skill for detecting silent degradation across codebases. Uses multi-wave audit system with 6 specialized category agents, multi-agent validation panel, and convergence detection. Battle-tested on CyberGym codebase (~250 bugs found).

## When to Use This Skill

**Use this skill when:**

- Code has reliability issues but unclear where
- Systems fail silently without operator visibility
- Error handling exists but effectiveness unknown
- Need comprehensive audit across multiple failure modes
- Preparing for production deployment
- Post-mortem analysis after silent failures

**Don't use for:**

- Code style or formatting issues (use linters)
- Performance optimization (use profilers)
- Security vulnerabilities (use security scanners)
- Simple one-off code reviews (use /analyze)

## Key Features

### Multi-Wave Progressive Audit

- **Wave 1**: Broad scan, finds obvious issues (40-50% of total)
- **Wave 2-3**: Deeper analysis, finds hidden issues (30-40%)
- **Wave 4-6**: Edge cases and subtleties (10-20%)
- **Convergence**: Stops when < 10 new findings or < 5% of Wave 1

### 7 Category Agents
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add rysweet/amplihack-rs/silent-degradation-audit@sha256:d18039d635fbcd2a

The line at the top of this page pins the label git:20260601.dbc5cf3, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_2mcu7d3flunbirje.svg)](https://markdownregistry.com/a/art_2mcu7d3flunbirje)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, between May 4, 2026 and Jun 1, 2026, about one every 28 days.

versioncommittedcommitsizeaudit
git:20260601.dbc5cf3 latest2026-06-01 dbc5cf3 14,585 BA view · diff
git:20260504.b7ad1ff2026-05-04 b7ad1ff 14,480 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (14585 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

rysweet/amplihack-rs · 11 stars · license none declared · pushed 2026-10-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_2mcu7d3flunbirje
GET https://markdownregistry.com/api/v1/resolve?ref=rysweet/amplihack-rs/silent-degradation-audit
GET https://markdownregistry.com/api/v1/blob/d18039d635fbcd2a8d77210b0e1e39fd45dc6949d85807bb11971d99f122ab69

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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