Skill Taxonomy
A live audit of the 556-skill catalog. Generated 6/15/2026, 8:14:16 AM.
Open Explorer
Interactive D3 force graph. Filter, search, drag, find orphans and near-duplicates.
Raw data
taxonomy.json · stats.json · similarity-graph.json — fetched and re-rendered on every site build.
Headline numbers
Skills
556
Categories
24 (2 sparse, 6 giant)
Unique tags
1844
Cached embeddings
554 / 556
pairs-with declared
990
Reciprocal
170 (34.3%)
Orphans
149 (26.8%)
Near-duplicates ≥ 0.92
1
Top 12 categories
Research & Academic
88
Frontend & Design
74
Agent & Orchestration
71
AI & Machine Learning
42
Cognitive Science & Decision Making
36
DevOps & Site Reliability
36
Backend & Infrastructure
30
Code Quality & Testing
28
Productivity & Meta
25
Mobile Development
16
Data & Analytics
15
Content & Writing
14
Reports
Overview
Headline numbers and category share.
Categories
Sparse, giant, overlap, coherence.
pairs-with
Reciprocity, hubs, orphans, broken refs.
Semantic clusters
Near-duplicates and cross-category merge candidates.
Tags & Tools
Tag long-tail and allowed-tools histogram.
Insights
Editorial commentary and fleet-agent recommendations.
This dashboard regenerates from skills/ and ~/.windags/tool2vec-embeddings.json on every site build. The full methodology lives at scripts/skill-taxonomy/ in the repo.