// Detect co-author communities (label propagation), report modularity Q, and identify bridge authors (high betweenness). Runs via `aiwg corpus profile-communities`.
Build the bipartite funder↔paper analytics — per-funder paper/A-grade/mean-grade rollup, mean CD-index + novelty bias, and co-funding clusters. Runs via `aiwg corpus funder-network`.
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`.
Compute an entity's publication trajectory — per-year paper counts, topic drift, hot-streak detection (≥3 consecutive A-grade years), and career phase. Runs via `aiwg corpus profile-temporal`.
Scaffold a PROF-S source/curator profile for a research-corpus discovery curator (account/feed) from its handle. Runs via `aiwg corpus curator-init`.
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`.
Record the source-tracking `discovery` block on a research-corpus citation sidecar — where/how a paper was found (surface, via, curator). Runs via `aiwg corpus discovery-log`.
| namespace | aiwg |
| platforms | ["all"] |
| name | profile-communities |
| description | Detect co-author communities (label propagation), report modularity Q, and identify bridge authors (high betweenness). Runs via `aiwg corpus profile-communities`. |
| commandHint | {"argumentHint":"[--out PATH]","allowedTools":"Read, Bash","model":"sonnet","category":"research-analytics"} |
Community structure of the corpus co-author graph.
aiwg corpus profile-communities
aiwg corpus profile-communities --out indices/communities.md
Uses label propagation (deterministic variant — no python-louvain
dependency; the graceful fallback the corpus tooling specifies), reports
modularity Q (warns when Q < 0.3 = weak structure on a sparse graph), and
lists bridge authors (highest betweenness, spanning communities).
/profile-communities