Perform GRADE quality assessment on a research source
Scanned 9/3/2026
Install to Claude Code
npx -y skills add jmagly/aiwg --skill quality-assess --agent claude-codeInstalls into .claude/skills of the current project.
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---
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
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