Live Geometry · Shadow Paths · Chart Geometry · MCP for Agents

For AI / LLMs / MCPs

Most MCP tools are CRUD. KBatch exposes geometric + ergonomic + multilingual linguistic primitives agents can rank, compress, and cite.

Chart geometry · kbatch_chart_lookup

// Async — catalog + analysis pack (title-path, rights-safe)
await kbatchDict.mcp("kbatch_chart_lookup", {
  query: "too sweet hozier",
  level: "caption",
  include: ["path", "musica", "metrics", "steno"]
})

// Metadata capsules (25) · flowClass contrast
await kbatchDict.chartLookup({ listCapsules: true })
await kbatchDict.chartLookup({ capsule: "chart-flow-dense", limit: 3 })
await kbatchDict.chartLookup({ flowClass: "glide", limit: 3 })
await kbatchDict.chartLookup({ year: 2024, numberOne: true, limit: 3 })
// Chain: hit.path.text → kbatch_steno_path / kbatch_export_jax / qbpm-live

Return shape: hits[] with slug, flowClass, metrics.bpm, path.text (title-path), plus contrast dense/balanced/glide demos. Capsules: capsules.json.

Quickstart (browser)

// On https://kbatch.ugrad.ai/dojo/ (or Dictionary)
kbatchDict.mcp("kbatch_analyze", {
  text: "type once understand everywhere",
  level: "sentence",
  layout: "qwerty"
})

kbatchDict.mcp("kbatch_path_rank", {
  text: "ergonomic path",
  baseLayout: "qwerty",
  limit: 6
})

// Convenience
kbatchDict.analyze("hello", { level: "word" })
kbatchDict.colossus(["the", "quantum", "flow"])
kbatchDict.matrix()

Claude Desktop / Cursor (sketch)

Today: load DOJO in a browser/computer-use step and call window.kbatchDict.mcp. Next: remote MCP host at kbatch.ugrad.ai/mcp for native config.

{
  "mcpServers": {
    "kbatch": {
      "url": "https://kbatch.ugrad.ai/mcp",
      "transport": "sse"
    }
  }
}

Remote host is planned — browser tools ship now. See docs/MCP.md.

Steno path · what it means here

Steno path / stenoSTRIP is a modern, layout-agnostic geometric path on physical key positions — not traditional court-reporter steno. It carries efficiency, strain, rhythm, blank-coin allotment, and can bridge braille / morse / music encodings. Same path → different shadows on QWERTY, Dvorak, Colemak, AZERTY, …

• Quantum / multi-state paths (ranked alternatives for agents)
• Level-aware paths (word vs sentence vs caption compression)
• Flow / rhythm paths (1141 chart packs + DDR; flowClass dense/balanced/glide)
• Code / domain paths (planned capsules)
• Multimodal / Rubik origin paths (atlas + modalities)

Full steno + capsule roadmap →

Capsules

Modular, versioned layers on the spelling index — age, region, slang, theme — built with npm run grow-registers:fetch. LLMs reference them when exports are clean JSON, versioned, and MCP-queryable.

Data & exports agents love

• language-alphabet-matrix.json — atlas rows
• mcp/manifest.json — tool surface
• charts/index.json — 1141 world chart geometry packs (title-path)
• charts/corpus.json — batch stats (avgBpm · strain · efficiency)
• charts/capsules.json — 25 metadata chart-geometry capsules
• analyses/too-sweet-hozier.json — canonical #1 demo pack
• DOJO: Export matrix · atom · snapshot · Copy MCP tools
• Console: kbatchDict.export / page export bar (JSON · JAX · CSV · MD)

Roadmap · what’s next

1. LIVE: Chart Geometry + kbatch_chart_lookup · 1141 packs · 25 metadata capsules · flowClass seeds
2. Optional one licensed or PD full-lyric drop (rhyme proof)
3. qbpm live graph polish + screenshot on hub
4. Remote MCP host (Workers) for Claude Desktop / Cursor
5. Quantum multi-state path tool · code/prompt capsules · JAX Colossus dumps

docs/ROADMAP-STENO-CAPSULES.md

Calls to action

• Integrate via MCP — call tools in the DOJO console
• Contribute a capsule — grow-registers + PR
• Sponsor the next steno path
• Join the mesh · mesh docs