Skip to content
Back to skills

Quality Assess

ASecurity

Perform GRADE quality assessment on a research source

  • 211 stars
  • 0 votes
  • 0 copies
  • 1 view
  • Added September 21, 2026
ai-agentsgo

Security analysis

A100/100

Scanned September 21, 2026

npx -y skills add jmagly/ai-writing-guide --skill quality-assess --agent claude-code

Installs into .claude/skills of the current project.

Are you the author of Quality Assess?

Add the live security badge to your README. It updates with every re-scan.

Security grade badge for Quality Assess
[![Security: A — Skills Directory](https://www.skillsdirectory.com/api/skills/jmagly-quality-assess-40fae240/badge)](https://www.skillsdirectory.com/skills/jmagly-quality-assess-40fae240)

More formats (shields.io, HTML) on the badges page. Keep it an A: scan every change in CI with Pro.

Download with Pro
SKILL.md
---
namespace: aiwg
name: quality-assess
platforms: [all]
description: Perform GRADE quality assessment on a research source
commandHint:
  category: research-quality
---

# Quality Assess Command

Perform a GRADE evidence quality assessment on a research source or finding.

## Instructions

When invoked, perform systematic GRADE assessment:

1. **Load Source**
   - Accept REF-XXX identifier or file path
   - Load frontmatter metadata
   - Determine source type and baseline quality

2. **Apply GRADE Framework**
   - Evaluate 5 downgrade factors (bias, inconsistency, indirectness, imprecision, publication bias)
   - Evaluate 3 upgrade factors (large effect, dose-response, confounding)
   - Calculate final GRADE level

3. **Generate Assessment**
   - Fill assessment template per @.aiwg/research/docs/grade-assessment-guide.md
   - Include hedging language recommendations
   - Include applicability notes for AIWG context

4. **Save Assessment**
   - Save to `.aiwg/research/quality-assessments/{ref-id}-assessment.yaml`
   - Update frontmatter in source document if --update-frontmatter

5. **Report**
   - Display GRADE level with confidence statement
   - Show allowed vs forbidden hedging language
   - Flag any existing citations that violate the assessed quality level

## Arguments

- `[ref-id or file-path]` - Source to assess (required)
- `--output [yaml|markdown]` - Output format (default: yaml)
- `--update-frontmatter` - Update source document frontmatter with assessment
- `--check-citations` - Also check existing citations of this source for GRADE compliance

## References

- @.aiwg/research/docs/grade-assessment-guide.md - GRADE methodology
- @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/agents/quality-assessor.md - Quality Assessor agent
- @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/schemas/research/quality-dimensions.yaml - Quality schema
- @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/rules/citation-policy.md - Hedging language rules

Attribution

Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.

Comments

Loading comments…