AGENT SKILL

profile-metrics

Compute corpus-local influence/centrality metrics — per-paper CD-index + PageRank, and per-PROF-P h-index / mean-CD / mean-PageRank / betweenness / eigenvector + influence grade. Runs via `aiwg corpus profile-metrics`.

License 许可
MIT
所属仓库
jmagly/aiwg
最近更新
2026-11-14
Stars
★ 229
Forks
36

01 前言 Front Matter

name
profile-metrics
namespace
aiwg
platforms
[ "all" ]
commandHint
{ "model": "haiku", "category": "research-analytics", "modelRole": "efficiency", "modelTier": "economy", "allowedTools": "Read, Bash", "argumentHint": "[--papers] [--out PATH]" }
description
Compute corpus-local influence/centrality metrics — per-paper CD-index + PageRank, and per-PROF-P h-index / mean-CD / mean-PageRank / betweenness / eigenvector + influence grade. Runs via `aiwg corpus profile-metrics`.

03 SKILL.md 正文

Profile Metrics

Corpus-local bibliometric + social-network metrics over the co-author and citation graphs (NetworkX-equivalent, no graph library).

How to run

aiwg corpus profile-metrics                 # per-PROF-P table to stdout
aiwg corpus profile-metrics --papers        # per-paper CD-index + PageRank
aiwg corpus profile-metrics --out indices/metrics.md

Per person (PROF-P): h-index (Hirsch), mean CD-index (Wu-Wang-Evans disruption), mean PageRank, betweenness + eigenvector centrality on the co-author graph, and an influence grade (h≥3→A, ≥2→B, ≥1→C, else D). Per paper (--papers): CD-index + PageRank.

CD-index is null for papers with < 3 in-corpus citers (low confidence). The node2vec embedding metrics are an opt-in add-on (needs-infrastructure), not computed here.

Triggers

  • "compute influence metrics"
  • "h-index / PageRank / disruption for the corpus"
  • /profile-metrics

References

  • @$AIWG_ROOT/src/artifacts/corpus-tools/profile-metrics.ts · corpus-graph.ts — implementation
  • profile-temporal / profile-communities skills

04 同仓库更多 Skills