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From sdlc
Automatically triggers GRADE quality assessments for new research sources (REF-*.md, PDFs) and findings added to .aiwg/research corpus directories.
npx claudepluginhub jmagly/aiwg --plugin sdlcHow this skill is triggered — by the user, by Claude, or both
Slash command
/sdlc:grade-on-ingestThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
Automatically triggers GRADE quality assessment when new research sources or findings are added to the corpus.
Verifies citations in agent-generated content against research corpus, blocks hallucinations, enforces GRADE-compliant hedging, and logs gaps.
Processes external resources like articles, blogs, and papers into stored knowledge via quality evaluation, curation, tidying, and routing to storage or codebase application. Use for capturing session knowledge into memory structures.
Provides markdown templates for research docs and distillation workflow to transform research into skills, enforcing quality standards and evidence verification.
Share bugs, ideas, or general feedback.
Automatically triggers GRADE quality assessment when new research sources or findings are added to the corpus.
Ensures every research source entering the corpus receives a GRADE quality assessment at ingestion time, preventing unassessed sources from being cited without quality context. Implements the "assess at entry" pattern to maintain corpus-wide quality visibility.
This skill activates when:
.aiwg/research/sources/ or .aiwg/research/findings/REF-*.md, *.pdf added to research directories.aiwg/research/quality-assessments/ (already an assessment)INDEX.md or README.md*.yaml in schemas/)When a new research source is detected:
Extract metadata
ref_id, title, authors, year, source_typeDetermine baseline quality
peer_reviewed_journal -> HIGHpeer_reviewed_conference -> HIGHpreprint -> MODERATEtechnical_report -> MODERATEindustry_whitepaper -> LOWblog_post -> VERY LOWforum_discussion -> VERY LOWInvoke Quality Assessor
Store assessment
.aiwg/research/quality-assessments/{ref-id}-assessment.yamlgrade_level field (if --update-frontmatter)Update corpus index
Report
After assessment completes, Citation Guard uses the GRADE level to enforce hedging:
integration:
citation_guard:
action: update_grade_cache
data: new_assessment
Assessment populates fields required by research metadata rules:
integration:
research_metadata:
fields_populated:
- quality_assessment.grade_level
- quality_assessment.baseline
- quality_assessment.downgrade_factors
- quality_assessment.upgrade_factors
Assessment activity recorded in provenance chain:
integration:
provenance:
activity_type: quality_assessment
agent: quality-assessor
skill:
name: grade-on-ingest
type: passive
always_active_for:
- quality-assessor
- technical-researcher
- citation-verifier
file_triggers:
- pattern: ".aiwg/research/sources/REF-*.md"
- pattern: ".aiwg/research/findings/REF-*.md"
auto_assess: true
update_frontmatter: false # Requires --update-frontmatter flag
notify_on_low_quality: true
block_on_missing_frontmatter: false
.aiwg/research/quality-assessments/{ref-id}-assessment.yaml--update-frontmatter).aiwg/research/quality-assessments/INDEX.md