Skip to content
Development
Skill

/artifact-quality

Quality standards for structured deliverables, ensuring data is verifiable and traceable

From plugin
wanman
6726 skills
Install
$ npx -y skills add chekusu/wanman --skill artifact-quality --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/artifact-quality

Context preview

The summary Claude sees to decide when to auto-load this skill.

Quality standards for structured deliverables, ensuring data is verifiable and traceable

SKILL.md

artifact-quality.SKILL.md
name: artifact-quality
description: Quality standards for structured deliverables, ensuring data is verifiable and traceable

Artifact Quality Standards

Required Fields

Every artifact's metadata must include:

| Field | Type | Description | |-------|------|-------------| | `source` | string | Data source identifier | | `confidence` | number (0-1) | Confidence score |

Source Identifier Format

training_data        → From model training data (lowest confidence)
estimate             → Extrapolated from known data
web_search:<domain>  → Web search result, specify the domain
government_data      → Official government data
industry_report      → Industry report
api:<service>        → API call result
cross_validated      → Cross-validated

Confidence Scoring Guide

0.9+    → Official data, multi-source validated
0.7-0.9 → Reliable source, single validation
0.5-0.7 → Web search result, not cross-validated
0.3-0.5 → Extrapolation/estimate with reasonable basis
0.1-0.3 → Training data or rough estimate

Cross-Validation

When the CEO or another agent validates an artifact, update the metadata:

wanman artifact put --kind market_data --path "competitors/pricing" \
  --meta '{"source":"cross_validated","confidence":0.85,"verified":true,"verified_by":"ceo","verified_at":"2024-01-15","original_source":"web_search:dianping.com","validation_notes":"consistent with Meituan data"}'

Common Quality Issues

1. **Missing source**: `source` is empty or just says "internet" 2. **Inflated confidence**: Estimated data labeled 0.9+ 3. **Missing units**: Amounts without currency, areas without units 4. **Vague timing**: No data collection date specified 5. **Inconsistent paths**: `path` does not follow a consistent naming convention

Path Naming Convention

costs/{category}/{item}          → Cost data
revenue/{scenario}/{period}      → Revenue forecasts
competitors/{name}/{metric}      → Competitor data
market/{segment}/{metric}        → Market data
location/{area}/{metric}         → Location data
Read more
Ships withwanman

Agent Matrix framework — run a supervised network of Claude Code or Codex agents that collaborate on your machine. wanman is an open-source local-mode agent matrix framework.

Get the whole plugin
Stats
672
Stars
107
Forks
Maintained
Maintenance
TypeScript
Language
Apache-2.0
License
1mo ago
Last commit
3mo ago
Created

Repo: chekusu/wanman