jmagly/funder-network
agentic/code/frameworks/research-complete/skills/funder-network/SKILL.md
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`.
$ install --global
skillsauthnpx skillsauth add jmagly/aiwg funder-networkInstall 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, 6:59 AM52.6s1 file scanned
SKILL.md
- namespace:
- aiwg
- platforms:
- [all]
- name:
- funder-network
- description:
- 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`.
- argumentHint:
- [--scan-acks] [--out PATH]
- allowedTools:
- Read, Bash
- model:
- sonnet
- category:
- research-analytics
Funder Network
Per-funder analytics over the funder↔paper bipartite graph (funder linkage comes
from each REF's funders[]). Complements the by-funder view (#1492).
How to run
aiwg corpus funder-network # funder table + co-funded papers to stdout
aiwg corpus funder-network --out indices/funder-network.md
aiwg corpus funder-network --scan-acks # also scan REF acknowledgement text (uses funder-aliases.yaml)
Per funder (PROF-F / PROF-O): paper count, A-grade count, mean grade, mean CD-index + novelty bias (vs the corpus novelty baseline — below/at/above), reusing the #1501 CD-index. Plus co-funding clusters (papers with ≥2 funders).
- Funder linkage is read from citation-sidecar
funders[](both{id, grant-id}and bare-string forms). No funder list is hardcoded. --scan-acksreads a corpus-localdocumentation/profiles/funder-aliases.yaml(raw-name → PROF-F/PROF-O id; absent → no aliasing) and scans REF acknowledgement sections — the externalized alias path.- Funder profiles use the shared entity-profile template (
type: funder).
Triggers
- "funder analytics / funder network"
- "which funders back disruptive work?"
- "co-funded papers"
/funder-network
References
- @$AIWG_ROOT/src/artifacts/corpus-tools/funder-network.ts — implementation
- @$AIWG_ROOT/src/artifacts/corpus-tools/corpus-graph.ts — CD-index reused here
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