{
  "schema": "kbatch-mcp-manifest-v1",
  "name": "kbatch",
  "product": "ugrad.kbatch.shadow",
  "version": "1.2.0",
  "title": "KBatch — geometric input layer for the MCP / LLM era",
  "description": "Path-first keyboard geometry across 15 layouts: shadows, strain/efficiency, steno paths, letter atoms, pattern matrix, capsules, Colossus, 1141 chart geometry packs. Browser MCP surface + DOJO for agents.",
  "homepage": "https://kbatch.ugrad.ai/",
  "dojo": "https://kbatch.ugrad.ai/dojo/",
  "forAi": "https://kbatch.ugrad.ai/for-ai.html",
  "lyrics": "https://kbatch.ugrad.ai/lyrics.html",
  "docs": "https://kbatch.ugrad.ai/docs/MCP.md",
  "repository": "https://github.com/qbitOS/ugrad-kbatch",
  "qbpm": "https://github.com/fornevercollective/qbpm",
  "transport": {
    "browser": {
      "type": "in-page",
      "global": "window.kbatchDict.mcp",
      "install": "Open DOJO or Dictionary SPA — installGlobalAPI() registers tools",
      "example": "await kbatchDict.mcp('kbatch_chart_lookup', { query: 'too sweet hozier', include: ['path','musica','metrics'] })"
    },
    "http": {
      "status": "planned",
      "note": "Remote MCP host (Workers) for Claude Desktop / Cursor — see docs/MCP.md"
    }
  },
  "tools": [
    "kbatch_analyze",
    "kbatch_lookup",
    "kbatch_pipe",
    "kbatch_export_jax",
    "kbatch_letter_atom",
    "kbatch_steno_path",
    "kbatch_matrix",
    "kbatch_colossus",
    "kbatch_shadows",
    "kbatch_path_rank",
    "kbatch_chart_lookup",
    "kbatch_world_predict",
    "kbatch_glyph_steno",
    "kbatch_quantum_binary"
  ],
  "resources": [
    "kbatch://dict/{level}/{text}",
    "kbatch://steno/{path}",
    "kbatch://matrix",
    "kbatch://colossus",
    "kbatch://capsules/{register}",
    "kbatch://charts/{slug}",
    "kbatch://world/{lang}/{prefix}",
    "kbatch://analyzed/{prefix}",
    "kbatch://glyph/{n}",
    "kbatch://quantum/binary/{text}"
  ],
  "dataPlane": {
    "base": "https://data.ugrad.ai/kbatch/",
    "funnel": "https://data.ugrad.ai/kbatch/funnel.json",
    "prefer": "words/slivers + analyzed/slivers — never monoletter analyzed in interactive clients"
  },
  "align": {
    "quantumGutter": "https://mueee.qbitos.ai/quantum-gutter.html",
    "schoolCorpus": "https://mueee.qbitos.ai/school/corpus/school-corpus.html",
    "digitalAlphabet": "https://mueee.qbitos.ai/digital_alphabet.html",
    "gameHub": "https://mueee.qbitos.ai/games-ugrad-hub.html",
    "sponsor": "https://mueee.qbitos.ai/sponsor.html",
    "launcher": "https://mueee.qbitos.ai/launcher.html"
  },
  "chartGeometry": {
    "tracks": 1141,
    "years": "2015–2026",
    "mode": "title-path",
    "catalog": "data/lyrics/charts/index.json",
    "capsules": "data/lyrics/charts/capsules.json",
    "capsuleCount": 25,
    "packs": "data/lyrics/analyses/{slug}.json",
    "claim": "Chart hits → shadows + BPM + strain + steno + qbpm orchestration (not bulk commercial lyrics)",
    "mcp": {
      "lookup": "kbatch_chart_lookup",
      "listCapsules": "kbatch_chart_lookup({ listCapsules: true })"
    }
  },
  "concepts": {
    "stenoPath": "Layout-agnostic geometric key path (stenoSTRIP) carrying efficiency, strain, rhythm, blank-coin allotment — not court-reporter steno",
    "shadows": "Same physical path → glyph strings on 15 boards",
    "capsules": "Versioned age/region/theme/slang layers over the spelling index (npm run grow-registers)",
    "letterAtoms": "Per-grapheme positions + encodings on every layout",
    "colossus": "Data plane: alphabet + pattern matrix + sample word analyses"
  },
  "exports": {
    "json": true,
    "jax": true,
    "csv": true,
    "markdown": true,
    "midi": "lyrics page",
    "overviewWorkspace": "v2 snapshot pipe"
  },
  "sponsors": {
    "pitch": "Geometric input layer for humans + agents — MCP tools, ergonomics metrics, multilingual atlas",
    "page": "https://kbatch.ugrad.ai/for-ai.html#sponsor"
  }
}