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AI/MLjmagly

curator-status

Report research-corpus discovery curators (PROF-S) ranked by yield (return-to score = inducted-ref-count × avg GRADE), with revisit-cadence staleness and a discovery-orphan check. Runs via `aiwg corpus curator-status`.

Stars
141
Source
jmagly/aiwg
Updated
2026-05-31
Slug
jmagly--aiwg--curator-status
View on GitHubRaw SKILL.md

// install — copy + paste into any project

mkdir -p .claude/skills && curl -fsSL https://raw.githubusercontent.com/jmagly/aiwg/HEAD/agentic/code/frameworks/research-complete/skills/curator-status/SKILL.md -o .claude/skills/curator-status.md

Drops the SKILL.md into .claude/skills/curator-status.md. Works with Claude Code, Cursor, and any agent that loads SKILL.md files from .claude/skills/.

Curator Status

The "which accounts should I return to?" report — ranks PROF-S curators by their return-to score (inducted-ref count × average GRADE of surfaced papers) and surfaces curators overdue for a revisit, plus discovery orphans.

How to run

aiwg corpus curator-status                          # ranked table + orphan section to stdout
aiwg corpus curator-status --out indices/curators.md

Reports, per PROF-S: inducted-ref count, avg GRADE, return-to score, signal quality, revisit cadence, and overdue days (revisit-cadence vs last-harvested, via the shared staleness helper). The Discovery orphans section lists sidecars whose discovery.curator-id is set but the named curator is absent or is missing that REF in its corpus-refs (SOURCE-TRACKING §3 — the check fires only when curator-id is set).

Triggers

  • "which curators have the best yield?"
  • "curator status / return-to ranking"
  • "find discovery orphans"
  • /curator-status

References

  • @$AIWG_ROOT/src/artifacts/corpus-tools/curator.ts — implementation
  • discovery-log / curator-init skills; the by-curator view (#1492)