Atlas / Skills / nwave-ai / Nw Collapse Detection

Nw Collapse DetectionSAFE

skills/nwave-ai/nw-collapse-detection

AI agents that guide you from idea to working code, with you in control at every step.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
—
Hosts
—
License
MIT
Stars
617
01

Overview

AI agents that guide you from idea to working code, with you in control at every step.

Read from source at commit 1a864ec81cdeOBSERVED · 2026-10-14
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02

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: nw-collapse-detection
description: Documentation collapse anti-patterns - detection rules, bad examples, and remediation strategies for type-mixing violations
user-invocable: false
disable-model-invocation: true
---

# Collapse Detection

Documentation collapse = types merge inappropriately, serving no audience well.

## Anti-Patterns

### Tutorial Creep
Description: Tutorial explains "why" extensively | Detection: explanation >20% | Fix: extract to separate doc, link back

### How-to Bloat
Description: How-to teaches basics first | Detection: teaching fundamentals before steps | Fix: link to tutorial, assume baseline

### Reference Narrative
Description: Reference includes conversational prose | Detection: prose paragraphs in entries | Fix: move to explanation doc, keep factual

### Explanation Task Drift
Description: Explanation ends with "do this" steps | Detection: step-by-step in explanation | Fix: move steps to how-to, link

### Hybrid Horror
Description: Single doc tries all four types | Detection: 3+ quadrants in one doc | Fix: split with clear boundaries

## Detection Rules

Flag collapse when:
- >20% content from adjacent quadrant | Two user needs served simultaneously | Ambiguous user journey stage
- "Why" in tutorials | Task steps in explanations | Teaching in how-tos | Narrative in references

## Bad Examples for Calibration

### Tutorial with Task Focus
```markdown
# Getting Started
If you need to deploy to production, follow these steps...
```
**Problem**: Assumes user knows what "deploy to production" means. A tutorial should assume nothing.

### How-to Teaching Basics
```markdown
# How to Configure Authentication
First, let's understand what authentication is. Authentication is...
```
**Problem**: Should assume user knows what authentication is. Link to a tutorial instead.

### Reference with Opinions
```markdown
## login(username, password)
This is probably the most important function you'll use...
```
**Problem**: Reference should be factual, not opinionated. Remove "probably the most important" editorializing.

### Explanation with Steps
```markdown
# Why We Use Microservices
... therefore, you should: 1. Create a service, 2. Deploy it...
```
**Problem**: Steps belong in a how-to guide. The explanation should end with reasoning and link to the how-to for action.
03

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-14 · audit v0.4.1 · source sha 1a864ec81cdefull audit observations/trust-audit/skill/nwave-ai__nw-collapse-detection.json · Report an issue / request a re-scan
04

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-141a864ec81cdeSAFEB89first audit
05

Questions

What does the Nw Collapse Detection skill do?

AI agents that guide you from idea to working code, with you in control at every step.

Is Nw Collapse Detection safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Nw Collapse Detection access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

How current is this page?

The grade is for one exact copy of the source (1a864ec81cde), read on 2026-10-14. The repository is watched, and a new audit runs when it changes — this is the first audit.

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