jmagly/profile-metrics
agentic/code/frameworks/research-complete/skills/profile-metrics/SKILL.md
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`.
$ install --global
skillsauthnpx skillsauth add jmagly/aiwg profile-metricsInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: May 28, 2026, 7:01 AM153.2s1 file scanned
SKILL.md
- namespace:
- aiwg
- platforms:
- [all]
- name:
- profile-metrics
- 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`.
- argumentHint:
- [--papers] [--out PATH]
- allowedTools:
- Read, Bash
- model:
- sonnet
- category:
- research-analytics
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
Related Skills
jmagly/radar-status
data-ai
VerifiedTrustedCommunity
Report which research-corpus radar sidecars are overdue for refresh. Computes staleness (days since last refresh vs the cadence window) for every radar, sorted most-overdue-first. Runs via `aiwg corpus radar-status`.
140SKILL.mdUpdated May 28, 2026
jmagly/radar-report
data-ai
VerifiedTrustedCommunity
Aggregate research-corpus radar sidecars into a corpus or per-cluster freshness report — totals, overdue count, per-cluster / per-GRADE / per-trajectory breakdowns, an overdue table, and per-radar rationale snippets. Runs via `aiwg corpus radar-report`.
140SKILL.mdUpdated May 28, 2026
jmagly/radar-init
testing
VerifiedTrustedCommunity
Scaffold radar/freshness sidecars for research-corpus REFs. Pulls title/authors from the citation sidecar and GRADE from the analysis doc, defaults the refresh cadence from GRADE and the cluster from a corpus-local map, and stamps documentation/radar/REF-XXX-radar.md. Runs via `aiwg corpus radar-init`.
140SKILL.mdUpdated May 28, 2026
jmagly/profile-temporal
data-ai
VerifiedTrustedCommunity
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`.
140SKILL.mdUpdated May 28, 2026