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Agent Skills Latent Space

An interactive 3D map of 907 agent skills curated in VoltAgent/awesome-agent-skills. Skills that describe similar capabilities end up near each other in space.

Pipeline

1. Parse ~900 one-liners from the source README into (name, team, description).
2. Embed each name: description with all-MiniLM-L6-v2 (384-d).
3. Project to 3D with UMAP (cosine metric).
4. Cluster in the 384-d space with KMeans (k=10) — projection is lossy, so we cluster on the embedding, not on the 3D coords.
5. Label each cluster by asking gemma4:e2b (via Ollama) for a 3–6 word human title over its 30 centroid-nearest members.
6. Render with Three.js — glow sprites, neighbor-web, fog, orbit controls.

Colors

• Color by Topic — each point is tinted by its KMeans cluster, labeled via Gemma (e.g. "Authentication and Identity Management").
• Color by Team — each point is tinted by the GitHub-org prefix of its skill (anthropics/, microsoft/, getsentry/, …). 161 distinct teams.

Controls

• Drag to rotate · scroll to zoom · right-drag to pan.
• Hover a point → tooltip · click a point → detail panel (with link to the skill).
• Sidebar row: click to isolate, shift-click to toggle.
• Search: full-text over name, description, and team.

Source + pipeline: shmulc8/agent-skills-network · Sibling project: Mike's latent space