Skill Taxonomy
A live audit of the 560-skill catalog. Generated 5/14/2026, 7:26:54 PM.
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
560
Categories
24 (2 sparse, 6 giant)
Unique tags
1835
Cached embeddings
554 / 560
pairs-with declared
989
Reciprocal
170 (34.4%)
Orphans
153 (27.3%)
Near-duplicates ≥ 0.92
1
Top 12 categories
Research & Academic
88
Frontend & Design
74
Agent & Orchestration
71
AI & Machine Learning
44
Cognitive Science & Decision Making
36
DevOps & Site Reliability
36
Backend & Infrastructure
30
Productivity & Meta
28
Code Quality & Testing
27
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.