essentia additions: probably not good enough to add 10x app disk size

.env.example

@@ -1,10 +0,0 @@
-# AI mode: "offline" uses local Ollama, "online" uses Claude API
-AI_MODE=offline
-
-# Online mode - Anthropic Claude
-ANTHROPIC_API_KEY=your_key_here
-CLAUDE_MODEL=claude-sonnet-4-6
-
-# Offline mode - Ollama (run: ollama pull llama3.2:3b)
-OLLAMA_HOST=http://localhost:11434
-OLLAMA_MODEL=llama3.2:3b

.github/workflows/release.yml

@@ -0,0 +1,41 @@
+name: Release
+
+on:
+  push:
+    tags:
+      - 'v*'
+
+permissions:
+  contents: write
+
+jobs:
+  build-windows:
+    runs-on: windows-latest
+    steps:
+      - uses: actions/checkout@v4
+      - uses: actions/setup-node@v4
+        with:
+          node-version: 20
+      - run: npm install
+      - run: npm run electron:build:win
+        env:
+          CSC_IDENTITY_AUTO_DISCOVERY: false
+          WIN_CSC_LINK: ''
+      - uses: softprops/action-gh-release@v2
+        with:
+          files: releases/*.exe
+
+  build-mac:
+    runs-on: macos-latest
+    steps:
+      - uses: actions/checkout@v4
+      - uses: actions/setup-node@v4
+        with:
+          node-version: 20
+      - run: npm install
+      - run: npm run electron:build:mac
+        env:
+          CSC_IDENTITY_AUTO_DISCOVERY: false
+      - uses: softprops/action-gh-release@v2
+        with:
+          files: releases/*.dmg

.gitignore

@@ -1,17 +1,15 @@
-# Python
-__pycache__/
-*.py[oc]
-build/
+# Dependencies
+node_modules/
+frontend/node_modules/
+
+# Build output
 dist/
-wheels/
-*.egg-info
-.venv/
-.python-version
+build/
 
 # Env
 .env
 debug.log
 
-# Frontend
-frontend/node_modules/
-frontend/dist/
+releases/
+release/
+.DS_Store

CLAUDE.md

@@ -0,0 +1,74 @@
+# CLAUDE.md
+
+This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
+
+## Commands
+
+```bash
+# Development (Vite dev server + Electron window with hot reload)
+npm run electron:dev
+
+# Browser-only dev (no Electron)
+npm run dev
+
+# Build installers
+npm run electron:build:win    # Windows NSIS installer → releases/
+npm run electron:build:mac    # macOS DMG → releases/
+npm run electron:build:linux  # Linux AppImage → releases/
+```
+
+No test suite exists. There is no lint script — no ESLint config is present.
+
+## Architecture
+
+**Electron shell** (`electron/main.cjs`) loads `dist/index.html` in production or `localhost:5173` in dev. The renderer process has full Web Audio API access (`sandbox: false`). `preload.cjs` uses `contextIsolation: true` with no exposed IPC — Electron is purely a window host; all logic lives in the renderer.
+
+**Two audio pipelines run in parallel** inside `AudioCapture.jsx`:
+
+| Path | FFT | Purpose |
+|---|---|---|
+| Pitch | 4096 samples (~90ms, `smoothingTimeConstant=0.0`) | McLeod pitch detection via `pitchy` → feeds key detection |
+| Chord | 16384 samples (~370ms, `smoothingTimeConstant=0.5`) | Harmonic summation chroma → feeds chord detection |
+
+The 16384 FFT gives 2.7 Hz/bin resolution, which is necessary to separate adjacent semitones on low guitar strings (~5-6 Hz apart). The chord analyser uses `computeChroma()` — a harmonic summation that folds each FFT bin back through 5 harmonics to cancel overtone contamination (prevents minor chords from reading as major).
+
+**State and detection logic lives entirely in `App.jsx`:**
+
+- `handleNote` (pitch callback) → accumulates `noteHistoryRef`, runs Krumhansl-Schmuckler key detection every 5 notes, votes in `keyVotesRef` (rolling window, requires strong consensus before committing)
+- `handleChroma` (chord callback) → averages a ring buffer of `chromaSmooth` frames, runs a **chroma stability gate** (per-bin variance check — bails if still in transition), then matches against chord templates via `matchChordFromChroma`, votes in `chordVotesRef`
+- `handleOnset` (onset callback from RMS spike detection) → builds a **tempo histogram** from pairwise inter-onset intervals, folding all intervals into 55–220 BPM range; the histogram peak drives BPM display
+
+Both `handleNote` and `handleChroma` use `useCallback(fn, [])` (empty deps). All values they need from render scope are kept in refs synced via `useEffect` — this prevents `AudioCapture`'s `start` from recreating on every render.
+
+**All music theory is in `src/lib/theory.js`:**
+
+- `detectKey` / `detectTopKeys` — Krumhansl-Schmuckler correlation against major/minor profiles only (K-S cannot distinguish modes — Dorian vs natural minor look the same; user manually picks mode)
+- `matchChordFromChroma` — weighted coverage score (inEnergy / (inEnergy + outEnergy×0.7)), requires root presence (`chroma[r] >= 0.08`), margin over second-best, diatonic/bass bonuses
+- `MATCH_CHORD_TYPES` — the subset of chord types used in real-time detection (not all of `CHORD_TYPES`)
+- `detectRepeatingProgression` — non-overlapping pattern match over last 20 chords, length 2–6
+
+**`src/services/audioService.js`** is a self-contained tuner hook (`useAudioTuner`) used only by `Tuner.jsx`. It uses its own separate `AudioContext` with simple autocorrelation — independent from the main pitch/chord pipeline.
+
+## Design tokens (Tailwind)
+
+Defined in `tailwind.config.js`: `bg-surface` (#0f0f0f), `bg-panel` (#1a1a1a), `border-border` (#2a2a2a), `text-accent` / `bg-accent` (#a855f7 purple). Use these rather than raw hex in components.
+
+## Key configuration (`DEFAULTS` in `App.jsx`)
+
+| Key | Purpose |
+|---|---|
+| `chromaSmooth` | Ring buffer size (frames averaged before chord check) |
+| `chordVoteThreshold` | Consecutive matching chord frames required to commit |
+| `chordMinScore` | Minimum coverage score from `matchChordFromChroma` |
+| `keyVoteWindow` / `keyVoteThreshold` | Rolling window size and consensus count for key lock |
+| `noteHistorySize` | Max pitch-class history kept for K-S key detection |
+
+These are exposed in `Settings.jsx` as sliders. `configRef` keeps a ref in sync so stable callbacks can read current values.
+
+## Instrument views
+
+`Fretboard.jsx` and `Piano.jsx` are SVG-rendered visualisers. Both accept `keyInfo`, `currentChord`, and `monoColor`. They call `getPentatonicScale`, `getFullScale`, `getChordTones` from `theory.js` and colour notes by tier: chord tone (purple `#a855f7`) > pentatonic (amber or light purple in mono) > scale (dark gray or lightest purple in mono).
+
+## GitHub Actions
+
+`.github/workflows/release.yml` builds Windows and macOS installers on tagged pushes (`v*`) using `softprops/action-gh-release@v2`. Build scripts use `--publish never` to prevent electron-builder's own publish step.

README.md

@@ -1,48 +1,98 @@
 # WhatTheFlat
 
-Real-time key and chord detection for musicians. Play guitar, bass, piano, or any instrument into your microphone and WhatTheFlat will identify the key you're in, the chords you're playing, and suggest progressions.
+Real-time key and chord detection for musicians. Play guitar, bass, piano, or any instrument into your microphone and WhatTheFlat will identify the key you're in, the chords you're playing, and suggest progressions. Runs fully offline as a native desktop app.
 
 ## Features
 
-- Real-time chord detection from live audio
-- Automatic key detection (Krumhansl-Schmuckler profiles)
+- Real-time chord detection from live audio (guitar, bass, piano, full band)
+- Automatic key detection with top-3 candidate display — click to lock
 - Chord history and repeating progression detection
 - Roman numeral analysis relative to detected key
 - Fretboard visualiser showing safe notes and chord tones
 - Beginner / Advanced modes
 - Manual key lock for jam sessions
-- AI chat assistant for music theory questions
+- Supports borrowed/chromatic chords (e.g. D7 in A minor) in Advanced mode
+- Fully offline — no internet connection required
 
 ## Tech Stack
 
-- **Frontend**: React 18, Vite, Tailwind CSS
-- **Audio**: Web Audio API, [Pitchy](https://github.com/ianprime0509/pitchy) (McLeod pitch detection)
-- **Backend**: Python (Claude API for chat assistant)
+| | |
+|---|---|
+| **App shell** | Electron |
+| **UI** | React 18, Tailwind CSS, Vite |
+| **Audio** | Web Audio API, [Pitchy](https://github.com/ianprime0509/pitchy) (McLeod pitch detection) |
+| **Music theory** | Custom JS — Krumhansl-Schmuckler key detection, chroma-based chord matching |
 
-## Getting Started
+### Dependencies (`frontend/package.json`)
 
-### Frontend
+**Runtime**
+- `react` / `react-dom` — UI
+- `pitchy` — pitch detection
+
+**Dev / build**
+- `electron` — desktop runtime
+- `electron-builder` — installer packaging
+- `vite` + `@vitejs/plugin-react` — bundler
+- `tailwindcss` + `autoprefixer` + `postcss` — styling
+- `concurrently` — run Vite + Electron together in dev
+
+## Development
 
 ```bash
 cd frontend
 npm install
-npm run dev
+npm run electron:dev
 ```
 
-Open `http://localhost:5173` in your browser and click **Start Listening**. Allow microphone access when prompted.
+Starts the Vite dev server and opens the Electron window simultaneously. The window connects to `localhost:5173` and supports hot reload.
 
-### Backend (chat assistant)
+## Building an Installer
+
+Add app icons to `frontend/assets/` first:
+- `icon.ico` — Windows
+- `icon.icns` — macOS
+- `icon.png` — Linux (256×256 minimum)
+
+Then build:
 
 ```bash
-pip install -r requirements.txt
-python main.py
+cd frontend
+
+# Windows installer (NSIS)
+npm run electron:build:win
+
+# macOS DMG
+npm run electron:build:mac
+
+# Linux AppImage
+npm run electron:build:linux
 ```
 
+Output is placed in `frontend/release/`.
+
+## Design Tokens
+
+All colors are defined in `frontend/tailwind.config.js` and can be referenced by name in any component.
+
+| Token | Hex | Usage |
+|---|---|---|
+| `surface` | `#0f0f0f` | Page / app background |
+| `panel` | `#1a1a1a` | Cards, panels, dialogs |
+| `border` | `#2a2a2a` | Borders, dividers, muted backgrounds |
+| `accent` | `#a855f7` | Primary interactive color (purple) |
+| `amber` | `#f59e0b` | Roman numerals, secondary highlights |
+| *(base text)* | `#f5f5f5` | Default body text |
+
+Tailwind usage examples: `bg-surface`, `bg-panel`, `border-border`, `text-accent`, `bg-accent/20` (20% opacity).
+
 ## How It Works
 
-Audio is processed in two parallel paths:
+All processing happens locally in the Electron window — no server, no network calls.
 
-1. **Pitch path** — small 4096-sample FFT with McLeod autocorrelation for fast, accurate single-note pitch detection. Feeds the key detection algorithm.
-2. **Chord path** — large 16384-sample FFT (2.7 Hz/bin resolution) with harmonic summation chroma extraction. The chroma vector is matched against chord templates (major, minor, dominant 7th, sus4, diminished) to identify the current chord.
+Audio is captured via the browser's Web Audio API and processed in two parallel paths:
 
-Key detection uses a rolling vote over the last 12 detections and requires 9/12 agreement before committing, keeping the display stable during transitions.
+1. **Pitch path** — 4096-sample FFT with McLeod autocorrelation for fast single-note pitch detection. Feeds the Krumhansl-Schmuckler key detection algorithm, which votes over a rolling window of 12 detections and requires 9/12 agreement before committing to a key.
+
+2. **Chord path** — 16384-sample FFT (2.7 Hz/bin) with harmonic summation chroma extraction across 80–4000 Hz. The averaged chroma vector is matched against chord templates (major, minor, dom7, min7, dim, half-dim, aug, sus4, add9) using a weighted coverage score. Consecutive identical detections are required before a chord is committed, preventing transient false positives.
+
+The top-3 key candidates are shown in real time as clickable chips. Locking a key in Beginner mode restricts chord matching to the 7 diatonic chords; Advanced mode allows chromatic/borrowed chords.

api/config.py

@@ -1,21 +0,0 @@
-from typing import Literal
-from pydantic_settings import BaseSettings, SettingsConfigDict
-
-
-class Settings(BaseSettings):
-    model_config = SettingsConfigDict(env_file=".env", env_file_encoding="utf-8")
-
-    ai_mode: Literal["online", "offline"] = "offline"
-
-    # Online (Claude) settings
-    anthropic_api_key: str = ""
-    claude_model: str = "claude-sonnet-4-6"
-
-    # Offline (Ollama) settings
-    ollama_host: str = "http://localhost:11434"
-    ollama_model: str = "llama3.2:3b"
-
-    cors_origins: list[str] = ["http://localhost:5173", "http://localhost:3000"]
-
-
-settings = Settings()

api/routers/chat.py

@@ -1,32 +0,0 @@
-from fastapi import APIRouter, HTTPException
-from pydantic import BaseModel
-
-from api.services.ai import chat
-
-router = APIRouter()
-
-
-class Message(BaseModel):
-    role: str
-    content: str
-
-
-class ChatRequest(BaseModel):
-    messages: list[Message]
-    context: dict | None = None
-
-
-class ChatResponse(BaseModel):
-    reply: str
-
-
-@router.post("/chat", response_model=ChatResponse)
-async def chat_endpoint(request: ChatRequest):
-    try:
-        reply = await chat(
-            messages=[m.model_dump() for m in request.messages],
-            context=request.context,
-        )
-        return ChatResponse(reply=reply)
-    except Exception as e:
-        raise HTTPException(status_code=500, detail=str(e))

api/services/ai.py

@@ -1,50 +0,0 @@
-from api.config import settings
-
-
-SYSTEM_PROMPT = """You are a friendly, beginner-aware music theory assistant for WhatTheFlat — a live jam helper app.
-You help musicians understand what's happening harmonically during a jam session.
-Keep answers short, warm, and jargon-free. If you use a music term, briefly explain it.
-Never say someone played a "wrong" note — always frame it as "try these instead".
-When given context about the current key and chord, use it in your response."""
-
-
-async def chat(messages: list[dict], context: dict | None = None) -> str:
-    system = SYSTEM_PROMPT
-    if context:
-        parts = []
-        if context.get("key"):
-            parts.append(f"Current key: {context['key']}")
-        if context.get("chord"):
-            parts.append(f"Current chord: {context['chord']}")
-        if parts:
-            system += "\n\nLive session context:\n" + "\n".join(parts)
-
-    if settings.ai_mode == "online":
-        return await _chat_claude(messages, system)
-    else:
-        return await _chat_ollama(messages, system)
-
-
-async def _chat_claude(messages: list[dict], system: str) -> str:
-    import anthropic
-
-    client = anthropic.AsyncAnthropic(api_key=settings.anthropic_api_key)
-    response = await client.messages.create(
-        model=settings.claude_model,
-        max_tokens=512,
-        system=system,
-        messages=messages,
-    )
-    return response.content[0].text
-
-
-async def _chat_ollama(messages: list[dict], system: str) -> str:
-    import ollama
-
-    client = ollama.AsyncClient(host=settings.ollama_host)
-    full_messages = [{"role": "system", "content": system}] + messages
-    response = await client.chat(
-        model=settings.ollama_model,
-        messages=full_messages,
-    )
-    return response.message.content

electron/entitlements.mac.plist

@@ -0,0 +1,14 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN" "http://www.apple.com/DTDs/PropertyList-1.0.dtd">
+<plist version="1.0">
+  <dict>
+    <key>com.apple.security.device.audio-input</key>
+    <true/>
+    <key>com.apple.security.cs.allow-jit</key>
+    <true/>
+    <key>com.apple.security.cs.allow-unsigned-executable-memory</key>
+    <true/>
+    <key>com.apple.security.cs.disable-library-validation</key>
+    <true/>
+  </dict>
+</plist>

electron/main.cjs

@@ -0,0 +1,55 @@
+const { app, BrowserWindow, systemPreferences } = require('electron')
+const path = require('path')
+
+const isDev = !app.isPackaged
+
+async function handlePermissions() {
+  // macOS requires an explicit native request for microphone access in packaged apps
+  if (process.platform === 'darwin') {
+    try {
+      const status = systemPreferences.getMediaAccessStatus('microphone')
+      if (status !== 'granted') {
+        await systemPreferences.askForMediaAccess('microphone')
+      }
+    } catch (err) {
+      console.error('[Main] Microphone permission error:', err)
+    }
+  }
+}
+
+function createWindow() {
+  const win = new BrowserWindow({
+    width: 1280,
+    height: 900,
+    minWidth: 620,
+    minHeight: 600,
+    title: 'WhatTheFlat',
+    icon: path.join(__dirname, '../assets/whattheflat-logo.png'),
+    webPreferences: {
+      preload: path.join(__dirname, 'preload.cjs'),
+      contextIsolation: true,
+      nodeIntegration: false,
+      sandbox: false,  // allows renderer getUserMedia to work on all platforms
+    },
+  })
+
+  if (isDev) {
+    win.loadURL('http://localhost:5173')
+    win.webContents.openDevTools()
+  } else {
+    win.loadFile(path.join(__dirname, '../dist/index.html'))
+  }
+}
+
+app.whenReady().then(async () => {
+  await handlePermissions()
+  createWindow()
+
+  app.on('activate', () => {
+    if (BrowserWindow.getAllWindows().length === 0) createWindow()
+  })
+})
+
+app.on('window-all-closed', () => {
+  if (process.platform !== 'darwin') app.quit()
+})

electron/preload.cjs

@@ -0,0 +1,8 @@
+// Preload runs in a privileged context before the renderer.
+// Expose only what the app actually needs from Node/Electron here.
+// Currently the app is pure browser JS so nothing needs exposing.
+const { contextBridge } = require('electron')
+
+contextBridge.exposeInMainWorld('electronAPI', {
+  platform: process.platform,
+})

frontend/package.json

@@ -1,25 +0,0 @@
-{
-  "name": "whattheflat-frontend",
-  "version": "0.1.0",
-  "private": true,
-  "type": "module",
-  "scripts": {
-    "dev": "vite",
-    "build": "vite build",
-    "preview": "vite preview"
-  },
-  "dependencies": {
-    "pitchy": "^4.1.0",
-    "react": "^18.3.1",
-    "react-dom": "^18.3.1"
-  },
-  "devDependencies": {
-    "@types/react": "^18.3.1",
-    "@types/react-dom": "^18.3.1",
-    "@vitejs/plugin-react": "^4.3.1",
-    "autoprefixer": "^10.4.20",
-    "postcss": "^8.4.47",
-    "tailwindcss": "^3.4.14",
-    "vite": "^5.4.10"
-  }
-}

frontend/postcss.config.js

@@ -1,6 +0,0 @@
-export default {
-  plugins: {
-    tailwindcss: {},
-    autoprefixer: {},
-  },
-}

frontend/src/App.jsx

@@ -1,263 +0,0 @@
-import { useState, useCallback, useRef, useEffect } from 'react'
-import AudioCapture from './components/AudioCapture'
-import ProgressionBanner from './components/ProgressionBanner'
-import KeyDisplay from './components/KeyDisplay'
-import ChordDisplay from './components/ChordDisplay'
-import SafeNotes from './components/SafeNotes'
-import Fretboard from './components/Fretboard'
-import ProgressionSuggestions from './components/ProgressionSuggestions'
-import ChatAssistant from './components/ChatAssistant'
-import { NOTES, detectKey, matchChordFromChroma, detectRepeatingProgression } from './lib/theory'
-
-// Key detection tuning
-const NOTE_HISTORY_SIZE  = 80
-const KEY_VOTE_WINDOW    = 12
-const KEY_VOTE_THRESHOLD = 9   // out of 12 — very stable
-
-// Chord detection tuning
-const CHROMA_SMOOTH        = 12   // frames to average (~200ms at 60fps)
-const CHORD_VOTE_THRESHOLD = 3    // consecutive identical detections required
-
-export default function App() {
-  // ── Listening state ──────────────────────────────────────────────────────
-  const [isListening, setIsListening] = useState(false)
-
-  // ── App mode ─────────────────────────────────────────────────────────────
-  const [appMode, setAppMode] = useState('beginner')   // 'beginner' | 'advanced'
-
-  // ── Key: auto-detected + optional lock ───────────────────────────────────
-  const [keyInfo, setKeyInfo]     = useState(null)     // auto-detected
-  const [lockedKey, setLockedKey] = useState(null)     // { root, mode } or null
-  const [lockRoot, setLockRoot]   = useState('A')
-  const [lockMode, setLockMode]   = useState('minor')
-
-  // Effective key used by all components
-  const effectiveKey = lockedKey ?? keyInfo
-  // Locked key = only match diatonic chords regardless of mode — far fewer candidates
-  const isStrictMode = lockedKey !== null
-
-  // ── Chord state ───────────────────────────────────────────────────────────
-  const [chordHistory, setChordHistory]             = useState([])
-  const [detectedProgression, setDetectedProgression] = useState(null)
-
-  // ── Internal refs ─────────────────────────────────────────────────────────
-  const noteHistoryRef  = useRef([])
-  const keyVotesRef     = useRef([])
-  const effectiveKeyRef = useRef(null)    // mirror for use inside callbacks
-  const chromaRingRef   = useRef(
-    Array.from({ length: CHROMA_SMOOTH }, () => new Float32Array(12))
-  )
-  const chromaIdxRef    = useRef(0)
-  const chordVotesRef   = useRef([])
-
-  // Keep ref in sync
-  useEffect(() => { effectiveKeyRef.current = effectiveKey }, [effectiveKey])
-
-  // ── Detect progression whenever chord history changes ─────────────────────
-  useEffect(() => {
-    setDetectedProgression(detectRepeatingProgression(chordHistory))
-  }, [chordHistory])
-
-  // ── Key lock handlers ─────────────────────────────────────────────────────
-  function applyLock() {
-    const info = { root: lockRoot, mode: lockMode, confidence: 1 }
-    setLockedKey(info)
-    effectiveKeyRef.current = info
-    chordVotesRef.current = []
-    setChordHistory([])
-    setDetectedProgression(null)
-  }
-
-  function removeLock() {
-    setLockedKey(null)
-    effectiveKeyRef.current = keyInfo
-  }
-
-  // ── Note handler: drives key detection (pitch-based) ──────────────────────
-  const handleNote = useCallback(({ pitchClass }) => {
-    const history = noteHistoryRef.current
-    history.push(pitchClass)
-    if (history.length > NOTE_HISTORY_SIZE) history.shift()
-    if (history.length < 10) return
-    if (history.length % 5 !== 0) return
-
-    const result = detectKey(history)
-    if (result.confidence < 0.5) return
-
-    const votes = keyVotesRef.current
-    votes.push(`${result.root}_${result.mode}`)
-    if (votes.length > KEY_VOTE_WINDOW) votes.shift()
-
-    const counts = {}
-    for (const v of votes) counts[v] = (counts[v] || 0) + 1
-    const [winner, count] = Object.entries(counts).sort((a, b) => b[1] - a[1])[0]
-
-    if (count >= KEY_VOTE_THRESHOLD) {
-      const [root, mode] = winner.split('_')
-      setKeyInfo(prev => {
-        if (prev?.root === root && prev?.mode === mode) {
-          return { root, mode, confidence: result.confidence }
-        }
-        // Key changed — reset chord votes but keep history visible
-        if (!lockedKey) {
-          chordVotesRef.current = []
-        }
-        return { root, mode, confidence: result.confidence }
-      })
-    }
-  }, [lockedKey])
-
-  // ── Chroma handler: drives chord detection ────────────────────────────────
-  const handleChroma = useCallback((chroma, bassPC) => {
-    const ring = chromaRingRef.current
-    ring[chromaIdxRef.current % CHROMA_SMOOTH] = chroma
-    chromaIdxRef.current++
-    if (chromaIdxRef.current % CHROMA_SMOOTH !== 0) return
-
-    const key = effectiveKeyRef.current
-    if (!key) return
-
-    // Average ring buffer
-    const avg = new Float32Array(12)
-    for (const frame of ring) for (let i = 0; i < 12; i++) avg[i] += frame[i]
-    for (let i = 0; i < 12; i++) avg[i] /= CHROMA_SMOOTH
-
-    const chord = matchChordFromChroma(avg, key, bassPC, isStrictMode)
-    if (!chord) {
-      // Ambiguous moment (transition, silence) — reset streak, history is untouched
-      chordVotesRef.current = []
-      return
-    }
-
-    const votes = chordVotesRef.current
-    votes.push(chord)
-    if (votes.length > CHORD_VOTE_THRESHOLD) votes.shift()
-
-    // All last N detections must agree — one wrong reading resets the streak
-    if (votes.length >= CHORD_VOTE_THRESHOLD && votes.every(v => v === votes[0])) {
-      const winner = votes[0]
-      setChordHistory(prev => {
-        if (prev[prev.length - 1] === winner) return prev
-        return [...prev.slice(-30), winner]
-      })
-    }
-  }, [isStrictMode])
-
-  const currentChord = chordHistory[chordHistory.length - 1]
-
-  return (
-    <div className="min-h-screen bg-surface text-white p-4 md:p-6">
-
-      {/* ── Header ── */}
-      <header className="mb-4 flex items-center justify-between">
-        <div>
-          <h1 className="text-2xl font-bold text-accent">
-            WhatTheFlat <span className="text-gray-600">&#9837;?</span>
-          </h1>
-          <p className="text-xs text-gray-600 mt-0.5">Real-time key detection for real humans</p>
-        </div>
-        <button
-          onClick={() => setIsListening(l => !l)}
-          className={`px-5 py-2.5 rounded-full font-semibold text-sm transition-all ${
-            isListening
-              ? 'bg-red-600 hover:bg-red-700 text-white'
-              : 'bg-accent hover:bg-purple-600 text-white'
-          }`}
-        >
-          {isListening ? 'Stop' : 'Start Listening'}
-        </button>
-      </header>
-
-      {/* ── Controls bar ── */}
-      <div className="mb-4 flex flex-wrap gap-3 items-center p-3 bg-panel border border-border rounded-xl">
-        {/* Mode toggle */}
-        <div className="flex bg-surface border border-border rounded-full p-0.5 text-sm">
-          {['beginner', 'advanced'].map(m => (
-            <button
-              key={m}
-              onClick={() => setAppMode(m)}
-              className={`px-4 py-1 rounded-full capitalize transition-all ${
-                appMode === m ? 'bg-accent text-white' : 'text-gray-400 hover:text-gray-200'
-              }`}
-            >
-              {m}
-            </button>
-          ))}
-        </div>
-
-        {/* Key lock */}
-        {lockedKey ? (
-          <div className="flex items-center gap-2">
-            <span className="px-3 py-1 bg-accent/20 border border-accent text-accent rounded-full text-sm font-semibold">
-              🔒 {lockedKey.root} {lockedKey.mode}
-            </span>
-            <button
-              onClick={removeLock}
-              className="text-xs text-gray-500 hover:text-gray-300 underline"
-            >
-              unlock
-            </button>
-          </div>
-        ) : (
-          <div className="flex gap-2 items-center">
-            <select
-              value={lockRoot}
-              onChange={e => setLockRoot(e.target.value)}
-              className="bg-surface border border-border rounded-lg px-2 py-1 text-sm text-gray-300"
-            >
-              {NOTES.map(n => <option key={n}>{n}</option>)}
-            </select>
-            <select
-              value={lockMode}
-              onChange={e => setLockMode(e.target.value)}
-              className="bg-surface border border-border rounded-lg px-2 py-1 text-sm text-gray-300"
-            >
-              <option value="major">Major</option>
-              <option value="minor">Minor</option>
-            </select>
-            <button
-              onClick={applyLock}
-              className="px-3 py-1 bg-border hover:bg-accent/20 border border-border hover:border-accent text-sm rounded-lg transition-all"
-            >
-              Lock Key
-            </button>
-          </div>
-        )}
-
-        {/* Auto-detected key badge (advanced mode) */}
-        {appMode === 'advanced' && keyInfo && !lockedKey && (
-          <span className="text-xs text-gray-500">
-            auto: {keyInfo.root} {keyInfo.mode} ({Math.round(keyInfo.confidence * 100)}%)
-          </span>
-        )}
-      </div>
-
-      <AudioCapture onNote={handleNote} onChroma={handleChroma} isListening={isListening} />
-
-      {/* ── Progression banner — full width ── */}
-      <ProgressionBanner
-        chordHistory={chordHistory}
-        keyInfo={effectiveKey}
-        detectedProgression={detectedProgression}
-      />
-
-      {/* ── Main grid ── */}
-      <div className="grid grid-cols-1 md:grid-cols-2 gap-4">
-        <KeyDisplay keyInfo={effectiveKey} locked={!!lockedKey} />
-        <ChordDisplay history={chordHistory} />
-        <SafeNotes keyInfo={effectiveKey} currentChord={currentChord} />
-        <ProgressionSuggestions keyInfo={effectiveKey} />
-        <div className="md:col-span-2">
-          <Fretboard
-            keyInfo={effectiveKey}
-            currentChord={currentChord}
-            pentatonicOnly={appMode === 'beginner'}
-          />
-        </div>
-        <div className="md:col-span-2">
-          <ChatAssistant keyInfo={effectiveKey} currentChord={currentChord} />
-        </div>
-      </div>
-    </div>
-  )
-}

frontend/src/components/ChatAssistant.jsx

@@ -1,89 +0,0 @@
-import { useState, useRef, useEffect } from 'react'
-
-export default function ChatAssistant({ keyInfo, currentChord }) {
-  const [messages, setMessages] = useState([])
-  const [input, setInput] = useState('')
-  const [loading, setLoading] = useState(false)
-  const bottomRef = useRef(null)
-
-  useEffect(() => {
-    bottomRef.current?.scrollIntoView({ behavior: 'smooth' })
-  }, [messages])
-
-  async function send(e) {
-    e.preventDefault()
-    if (!input.trim() || loading) return
-
-    const userMsg = { role: 'user', content: input.trim() }
-    const next = [...messages, userMsg]
-    setMessages(next)
-    setInput('')
-    setLoading(true)
-
-    try {
-      const context = {}
-      if (keyInfo?.root) context.key = `${keyInfo.root} ${keyInfo.mode}`
-      if (currentChord) context.chord = currentChord
-
-      const res = await fetch('/api/chat', {
-        method: 'POST',
-        headers: { 'Content-Type': 'application/json' },
-        body: JSON.stringify({ messages: next, context }),
-      })
-      const data = await res.json()
-      setMessages(prev => [...prev, { role: 'assistant', content: data.reply }])
-    } catch (err) {
-      setMessages(prev => [...prev, {
-        role: 'assistant',
-        content: 'Could not reach the AI assistant. Is the backend running?',
-      }])
-    } finally {
-      setLoading(false)
-    }
-  }
-
-  return (
-    <div className="bg-panel border border-border rounded-2xl p-6 flex flex-col h-80">
-      <p className="text-sm text-gray-500 uppercase tracking-widest mb-3">Theory Assistant</p>
-      <div className="flex-1 overflow-y-auto space-y-3 pr-1">
-        {messages.length === 0 && (
-          <p className="text-gray-600 text-sm">Ask anything: "What lick works over this chord?" or "Why does the IV sound so resolved?"</p>
-        )}
-        {messages.map((m, i) => (
-          <div key={i} className={`text-sm ${m.role === 'user' ? 'text-right' : 'text-left'}`}>
-            <span className={`inline-block px-3 py-2 rounded-xl max-w-[85%] ${
-              m.role === 'user'
-                ? 'bg-accent text-white'
-                : 'bg-border text-gray-200'
-            }`}>
-              {m.content}
-            </span>
-          </div>
-        ))}
-        {loading && (
-          <div className="text-left">
-            <span className="inline-block px-3 py-2 rounded-xl bg-border text-gray-400 text-sm animate-pulse">
-              Thinking…
-            </span>
-          </div>
-        )}
-        <div ref={bottomRef} />
-      </div>
-      <form onSubmit={send} className="mt-3 flex gap-2">
-        <input
-          className="flex-1 bg-surface border border-border rounded-lg px-3 py-2 text-sm outline-none focus:border-accent"
-          placeholder="Ask about music theory…"
-          value={input}
-          onChange={e => setInput(e.target.value)}
-        />
-        <button
-          type="submit"
-          disabled={loading || !input.trim()}
-          className="px-4 py-2 bg-accent text-white rounded-lg text-sm font-medium disabled:opacity-40"
-        >
-          Send
-        </button>
-      </form>
-    </div>
-  )
-}

frontend/src/components/ChordDisplay.jsx

@@ -1,25 +0,0 @@
-export default function ChordDisplay({ history }) {
-  const current = history[history.length - 1]
-  const past = history.slice(-8, -1)
-
-  return (
-    <div className="bg-panel border border-border rounded-2xl p-6">
-      <p className="text-sm text-gray-500 uppercase tracking-widest mb-3">Chord</p>
-      <p className="text-5xl font-bold text-amber-400">
-        {current ?? '—'}
-      </p>
-      {past.length > 0 && (
-        <div className="mt-4 flex gap-2 flex-wrap">
-          {past.map((chord, i) => (
-            <span
-              key={i}
-              className="text-sm px-2 py-1 bg-border rounded text-gray-400"
-            >
-              {chord}
-            </span>
-          ))}
-        </div>
-      )}
-    </div>
-  )
-}

frontend/src/components/KeyDisplay.jsx

@@ -1,33 +0,0 @@
-export default function KeyDisplay({ keyInfo, locked = false }) {
-  const { root, mode, confidence } = keyInfo ?? {}
-  const pct = confidence ? Math.round(confidence * 100) : 0
-
-  return (
-    <div className="bg-panel border border-border rounded-2xl p-6 text-center">
-      <p className="text-sm text-gray-500 uppercase tracking-widest mb-1">
-        {locked ? '🔒 Key (locked)' : 'Detected Key'}
-      </p>
-      {root ? (
-        <>
-          <p className="text-6xl font-bold text-accent leading-none">
-            {root}
-            <span className="text-3xl text-gray-400 ml-2">{mode}</span>
-          </p>
-          {!locked && (
-            <div className="mt-3 flex items-center justify-center gap-2">
-              <div className="h-1.5 w-32 bg-border rounded-full overflow-hidden">
-                <div
-                  className="h-full bg-accent rounded-full transition-all duration-500"
-                  style={{ width: `${pct}%` }}
-                />
-              </div>
-              <span className="text-xs text-gray-500">{pct}% confident</span>
-            </div>
-          )}
-        </>
-      ) : (
-        <p className="text-2xl text-gray-600 mt-2">Listening…</p>
-      )}
-    </div>
-  )
-}

frontend/src/components/ProgressionBanner.jsx

@@ -1,122 +0,0 @@
-import { useRef, useEffect } from 'react'
-import { toRomanNumeral } from '../lib/theory'
-
-const HISTORY_SHOWN = 8   // ~2 bars at 4 chords/bar
-
-function findLoopPosition(chordHistory, progression) {
-  if (!progression?.length || !chordHistory.length) return -1
-  const last = chordHistory[chordHistory.length - 1]
-  for (let p = progression.length - 1; p >= 0; p--) {
-    if (progression[p] !== last) continue
-    let match = true
-    for (let i = 1; i < Math.min(p + 1, chordHistory.length); i++) {
-      if (progression[p - i] !== chordHistory[chordHistory.length - 1 - i]) { match = false; break }
-    }
-    if (match) return p
-  }
-  return progression.indexOf(last)
-}
-
-export default function ProgressionBanner({ chordHistory, keyInfo, detectedProgression }) {
-  const { root, mode } = keyInfo ?? {}
-
-  // Newest chord is the last entry; we show the most recent HISTORY_SHOWN
-  const visible = chordHistory.slice(-HISTORY_SHOWN)
-  const current = visible[visible.length - 1]
-
-  // Animate the current chord slot when it changes
-  const currentRef = useRef(null)
-  const prevChord  = useRef(null)
-  useEffect(() => {
-    if (current && current !== prevChord.current && currentRef.current) {
-      currentRef.current.animate(
-        [{ opacity: 0, transform: 'scale(0.85)' },
-         { opacity: 1, transform: 'scale(1)' }],
-        { duration: 200, easing: 'ease-out', fill: 'forwards' }
-      )
-      prevChord.current = current
-    }
-  }, [current])
-
-  const loopPos = findLoopPosition(chordHistory, detectedProgression)
-
-  if (!chordHistory.length) {
-    return (
-      <div className="bg-panel border border-border rounded-2xl p-5 mb-4 flex items-center justify-center h-28">
-        <p className="text-gray-600">Start listening to detect chords…</p>
-      </div>
-    )
-  }
-
-  return (
-    <div className="bg-panel border border-border rounded-2xl p-5 mb-4">
-
-      {/* ── Chord history strip: all HISTORY_SHOWN chords at consistent size ── */}
-      <div className="flex items-stretch gap-1 overflow-x-auto pb-1">
-        {visible.map((chord, i) => {
-          const isCurrent   = i === visible.length - 1
-          const age         = visible.length - 1 - i          // 0 = current, higher = older
-          const opacity     = Math.max(0.2, 1 - age * 0.1)    // fade but stay readable
-          const rn          = root ? toRomanNumeral(chord, root, mode) : ''
-
-          return (
-            <div
-              key={i}
-              ref={isCurrent ? currentRef : null}
-              style={{ opacity }}
-              className={`
-                flex flex-col items-center justify-end shrink-0 px-3 py-2 rounded-xl
-                transition-colors duration-200
-                ${isCurrent
-                  ? 'bg-accent/10 border border-accent/40 ring-1 ring-accent/20'
-                  : 'border border-transparent'}
-              `}
-            >
-              <span className={`font-black leading-none tracking-tight ${
-                isCurrent ? 'text-5xl text-accent' : 'text-3xl text-gray-200'
-              }`}>
-                {chord}
-              </span>
-              <span className={`text-xs font-semibold mt-1 ${
-                isCurrent ? 'text-amber-400' : 'text-gray-500'
-              }`}>
-                {rn || '\u00A0'}
-              </span>
-            </div>
-          )
-        })}
-      </div>
-
-      {/* ── Detected loop ── */}
-      {detectedProgression && (
-        <div className="mt-4 pt-3 border-t border-border">
-          <p className="text-xs text-gray-500 uppercase tracking-widest mb-2">♻ Detected loop</p>
-          <div className="flex gap-2 flex-wrap">
-            {detectedProgression.map((chord, i) => {
-              const isActive = i === loopPos
-              const rn = root ? toRomanNumeral(chord, root, mode) : chord
-              return (
-                <div
-                  key={i}
-                  className={`flex flex-col items-center px-4 py-2 rounded-xl border transition-all duration-200 ${
-                    isActive
-                      ? 'bg-accent/20 border-accent shadow-[0_0_14px_rgba(168,85,247,0.35)]'
-                      : 'bg-border border-border'
-                  }`}
-                >
-                  <span className={`text-2xl font-bold leading-none ${isActive ? 'text-accent' : 'text-gray-200'}`}>
-                    {chord}
-                  </span>
-                  <span className={`text-xs mt-1 font-semibold ${isActive ? 'text-amber-400' : 'text-gray-500'}`}>
-                    {rn}
-                  </span>
-                </div>
-              )
-            })}
-            <span className="self-center text-gray-600 text-sm pl-1">→ loop</span>
-          </div>
-        </div>
-      )}
-    </div>
-  )
-}

frontend/src/components/ProgressionSuggestions.jsx

@@ -1,32 +0,0 @@
-import { getSuggestedProgressions } from '../lib/theory'
-
-export default function ProgressionSuggestions({ keyInfo }) {
-  const { root, mode } = keyInfo ?? {}
-
-  if (!root) return null
-
-  const progressions = getSuggestedProgressions(root, mode)
-
-  return (
-    <div className="bg-panel border border-border rounded-2xl p-6">
-      <p className="text-sm text-gray-500 uppercase tracking-widest mb-4">
-        Progressions in {root} {mode}
-      </p>
-      <div className="space-y-3">
-        {progressions.map(prog => (
-          <div key={prog.genre} className="flex items-center gap-3">
-            <span className="text-xs text-gray-500 w-10 shrink-0">{prog.genre}</span>
-            <div className="flex gap-2 flex-wrap">
-              {prog.chords.map((chord, i) => (
-                <span key={i} className="px-3 py-1 bg-border rounded text-sm font-medium">
-                  {chord}
-                  <span className="ml-1 text-gray-600 text-xs">({prog.rn[i]})</span>
-                </span>
-              ))}
-            </div>
-          </div>
-        ))}
-      </div>
-    </div>
-  )
-}

frontend/src/components/SafeNotes.jsx

@@ -1,46 +0,0 @@
-import { getPentatonicScale, getFullScale, getChordTones } from '../lib/theory'
-
-const ALL_NOTES = ['C', 'C#', 'D', 'D#', 'E', 'F', 'F#', 'G', 'G#', 'A', 'A#', 'B']
-
-export default function SafeNotes({ keyInfo, currentChord }) {
-  const { root, mode } = keyInfo ?? {}
-
-  if (!root) return null
-
-  const penta = getPentatonicScale(root, mode)
-  const full = getFullScale(root, mode)
-  const chordTones = currentChord ? getChordTones(currentChord) : []
-
-  return (
-    <div className="bg-panel border border-border rounded-2xl p-6">
-      <p className="text-sm text-gray-500 uppercase tracking-widest mb-4">Safe Notes</p>
-      <div className="flex gap-2 flex-wrap">
-        {ALL_NOTES.map(note => {
-          const isChordTone = chordTones.includes(note)
-          const isPenta = penta.includes(note)
-          const isScale = full.includes(note)
-
-          let cls = 'px-3 py-2 rounded-lg text-sm font-semibold border transition-all '
-          if (isChordTone) {
-            cls += 'bg-accent text-white border-accent scale-105'
-          } else if (isPenta) {
-            cls += 'bg-accent/20 text-accent border-accent/40'
-          } else if (isScale) {
-            cls += 'bg-border text-gray-300 border-border'
-          } else {
-            cls += 'bg-transparent text-gray-700 border-transparent'
-          }
-
-          return (
-            <span key={note} className={cls}>{note}</span>
-          )
-        })}
-      </div>
-      <div className="mt-3 flex gap-4 text-xs text-gray-500">
-        <span><span className="text-accent">■</span> Chord tone</span>
-        <span><span className="text-accent/60">■</span> Pentatonic</span>
-        <span><span className="text-gray-500">■</span> Scale</span>
-      </div>
-    </div>
-  )
-}

frontend/src/lib/theory2.js

@@ -1,476 +0,0 @@
-// ─── Constants ───────────────────────────────────────────────────────────────
-
-export const NOTES      = ['C','C#','D','D#','E','F','F#','G','G#','A','A#','B']
-export const NOTES_FLAT = ['C','Db','D','Eb','E','F','Gb','G','Ab','A','Bb','B']
-
-// Semitone intervals for each scale mode
-export const SCALES = {
-  major:            [0, 2, 4, 5, 7, 9, 11],
-  minor:            [0, 2, 3, 5, 7, 8, 10],
-  dorian:           [0, 2, 3, 5, 7, 9, 10],
-  phrygian:         [0, 1, 3, 5, 7, 8, 10],
-  lydian:           [0, 2, 4, 6, 7, 9, 11],
-  mixolydian:       [0, 2, 4, 5, 7, 9, 10],
-  pentatonic_major: [0, 2, 4, 7, 9],
-  pentatonic_minor: [0, 3, 5, 7, 10],
-  blues:            [0, 3, 5, 6, 7, 10],
-  diminished:       [0, 2, 3, 5, 6, 8, 9, 11],
-  whole_tone:       [0, 2, 4, 6, 8, 10],
-}
-
-// Human-readable scale labels
-export const SCALE_LABELS = {
-  major:            'Major',
-  minor:            'Natural Minor',
-  dorian:           'Dorian',
-  phrygian:         'Phrygian',
-  lydian:           'Lydian',
-  mixolydian:       'Mixolydian',
-  pentatonic_major: 'Major Pentatonic',
-  pentatonic_minor: 'Minor Pentatonic',
-  blues:            'Blues',
-  diminished:       'Diminished',
-  whole_tone:       'Whole Tone',
-}
-
-// Krumhansl-Schmuckler key profiles (only major/minor used for key detection)
-const KS_MAJOR = [6.35, 2.23, 3.48, 2.33, 4.38, 4.09, 2.52, 5.19, 2.39, 3.66, 2.29, 2.88]
-const KS_MINOR = [6.33, 2.68, 3.52, 5.38, 2.60, 3.53, 2.54, 4.75, 3.98, 2.69, 3.34, 3.17]
-
-// Chord type definitions: intervals (semitones from root) and display suffix
-export const CHORD_TYPES = {
-  maj:     { intervals: [0, 4, 7],        suffix: ''      },
-  min:     { intervals: [0, 3, 7],        suffix: 'm'     },
-  dom7:    { intervals: [0, 4, 7, 10],    suffix: '7'     },
-  maj7:    { intervals: [0, 4, 7, 11],    suffix: 'maj7'  },
-  min7:    { intervals: [0, 3, 7, 10],    suffix: 'm7'    },
-  dim:     { intervals: [0, 3, 6],        suffix: 'dim'   },
-  dim7:    { intervals: [0, 3, 6, 9],     suffix: 'dim7'  },
-  half_dim:{ intervals: [0, 3, 6, 10],    suffix: 'm7b5'  },
-  aug:     { intervals: [0, 4, 8],        suffix: 'aug'   },
-  sus4:    { intervals: [0, 5, 7],        suffix: 'sus4'  },
-  sus2:    { intervals: [0, 2, 7],        suffix: 'sus2'  },
-  maj6:    { intervals: [0, 4, 7, 9],     suffix: '6'     },
-  min6:    { intervals: [0, 3, 7, 9],     suffix: 'm6'    },
-  add9:    { intervals: [0, 2, 4, 7],     suffix: 'add9'  },
-}
-
-// Chord types considered during real-time chroma matching
-const MATCH_CHORD_TYPES = [
-  'maj', 'min', 'dom7', 'min7', 'dim', 'half_dim', 'aug', 'sus4', 'add9',
-]
-
-// Minimum score for a chord match to be reported
-const CHORD_MATCH_MIN_SCORE = 0.42
-
-// Minimum margin over second-best for a match to be considered unambiguous
-const CHORD_MATCH_MIN_MARGIN = 0.08
-
-// Chord quality arrays for each scale degree in major and minor
-const DEGREE_QUALITIES = {
-  major: ['',  'm', 'm', '',  '',  'm', 'dim'],
-  minor: ['m', 'dim','', 'm', 'm', '',  ''   ],
-}
-
-const ROMAN_NUMERALS = ['I', 'II', 'III', 'IV', 'V', 'VI', 'VII']
-
-// Common chord progressions by genre, expressed as semitone offsets from the root
-const PROGRESSIONS = {
-  pop:    { name: 'Pop',    rn: ['I', 'V', 'vi', 'IV'],   degrees: [0, 7, 9, 5]  },
-  blues:  { name: 'Blues',  rn: ['I', 'IV', 'V'],          degrees: [0, 5, 7]     },
-  folk:   { name: 'Folk',   rn: ['I', 'IV', 'I', 'V'],    degrees: [0, 5, 0, 7]  },
-  jazz:   { name: 'Jazz',   rn: ['ii', 'V', 'I'],          degrees: [2, 7, 0]     },
-  rock:   { name: 'Rock',   rn: ['I', 'bVII', 'IV', 'I'], degrees: [0, 10, 5, 0] },
-  '50s':  { name: "'50s",   rn: ['I', 'vi', 'IV', 'V'],   degrees: [0, 9, 5, 7]  },
-  flamen: { name: 'Flamenco',rn: ['i', 'bVII', 'bVI', 'V'],degrees:[0, 10, 8, 7] },
-}
-
-// ─── Internal helpers ────────────────────────────────────────────────────────
-
-/**
- * Returns the note name for a given semitone value (0–11, wraps automatically).
- * @param {number} semitone
- * @param {boolean} [preferFlat=false]
- * @returns {string}
- */
-function noteName(semitone, preferFlat = false) {
-  const pc = ((semitone % 12) + 12) % 12
-  return preferFlat ? NOTES_FLAT[pc] : NOTES[pc]
-}
-
-/**
- * Pearson correlation between two equal-length numeric arrays.
- * Returns a value in [-1, 1]. A small epsilon avoids division by zero.
- * @param {number[]} a
- * @param {number[]} b
- * @returns {number}
- */
-function pearsonCorrelation(a, b) {
-  const n = a.length
-  const meanA = a.reduce((s, v) => s + v, 0) / n
-  const meanB = b.reduce((s, v) => s + v, 0) / n
-  let num = 0, denA = 0, denB = 0
-  for (let i = 0; i < n; i++) {
-    const da = a[i] - meanA
-    const db = b[i] - meanB
-    num  += da * db
-    denA += da * da
-    denB += db * db
-  }
-  return num / Math.sqrt(denA * denB + 1e-10)
-}
-
-/**
- * Returns the semitone offset (0–11) of a note name, or -1 if not found.
- * Accepts both sharp and flat spellings.
- * @param {string} note
- * @returns {number}
- */
-function noteIndex(note) {
-  const idx = NOTES.indexOf(note)
-  if (idx !== -1) return idx
-  return NOTES_FLAT.indexOf(note) // handles Db, Eb, etc.
-}
-
-// ─── Key Detection ───────────────────────────────────────────────────────────
-
-/**
- * Detects the most likely musical key from a recent history of played notes.
- *
- * Uses the Krumhansl-Schmuckler algorithm: builds a pitch-class frequency
- * vector and correlates it against major and minor profiles for all 12 roots.
- *
- * @param {number[]} noteHistory  MIDI note numbers or pitch-class integers (0–11)
- * @returns {{ root: string, mode: 'major'|'minor', confidence: number }}
- *   confidence is normalised to [0, 1]; values below ~0.5 are unreliable.
- */
-export function detectKey(noteHistory) {
-  if (!noteHistory || noteHistory.length < 4) {
-    return { root: 'C', mode: 'major', confidence: 0 }
-  }
-
-  // Build pitch-class frequency vector
-  const freq = new Array(12).fill(0)
-  for (const note of noteHistory) {
-    freq[((note % 12) + 12) % 12]++
-  }
-
-  let best = { root: 0, mode: 'major', score: -Infinity }
-
-  for (let root = 0; root < 12; root++) {
-    // Rotate the observed frequencies to align with the profile's C-root
-    const rotated = Array.from({ length: 12 }, (_, i) => freq[(i + root) % 12])
-
-    const scoreMaj = pearsonCorrelation(rotated, KS_MAJOR)
-    const scoreMin = pearsonCorrelation(rotated, KS_MINOR)
-
-    if (scoreMaj > best.score) best = { root, mode: 'major', score: scoreMaj }
-    if (scoreMin > best.score) best = { root, mode: 'minor', score: scoreMin }
-  }
-
-  // Map correlation [-1, 1] to a rough confidence in [0, 1]
-  const confidence = Math.max(0, Math.min(1, (best.score + 1) / 2))
-
-  return { root: noteName(best.root), mode: best.mode, confidence }
-}
-
-// ─── Scale helpers ───────────────────────────────────────────────────────────
-
-/**
- * Returns all note names in a given scale.
- * @param {string} root  e.g. 'G', 'F#'
- * @param {keyof SCALES} mode
- * @returns {string[]}
- */
-export function getScale(root, mode) {
-  const rootIdx = noteIndex(root)
-  if (rootIdx === -1) return []
-  const intervals = SCALES[mode] ?? SCALES.major
-  return intervals.map(i => noteName(rootIdx + i))
-}
-
-// Legacy aliases kept for backwards compatibility
-export const getFullScale = (root, mode) => getScale(root, mode)
-export const getPentatonicScale = (root, mode) =>
-  getScale(root, mode === 'minor' ? 'pentatonic_minor' : 'pentatonic_major')
-
-/**
- * Returns all scale modes that contain every note in `playedNotes`.
- * Useful for suggesting compatible scales from a detected chord or melody.
- * @param {string[]} playedNotes  e.g. ['C', 'E', 'G']
- * @param {string}   root
- * @returns {{ mode: string, label: string, notes: string[] }[]}
- */
-export function getCompatibleScales(playedNotes, root) {
-  const played = new Set(playedNotes)
-  return Object.entries(SCALES)
-    .map(([mode]) => ({ mode, label: SCALE_LABELS[mode] ?? mode, notes: getScale(root, mode) }))
-    .filter(({ notes }) => [...played].every(n => notes.includes(n)))
-}
-
-// ─── Chord helpers ───────────────────────────────────────────────────────────
-
-/**
- * Parses a chord name and returns its component note names.
- * @param {string} chordName  e.g. 'Am', 'Gmaj7', 'Fdim', 'Baug'
- * @returns {string[]}
- */
-export function getChordTones(chordName) {
-  const match = chordName.match(/^([A-G][b#]?)(.*)$/)
-  if (!match) return []
-  const root    = noteIndex(match[1])
-  const suffix  = match[2] ?? ''
-
-  const type = Object.values(CHORD_TYPES).find(t => t.suffix === suffix)
-    ?? CHORD_TYPES.maj  // default to major triad
-
-  return type.intervals.map(i => noteName(root + i))
-}
-
-/**
- * Returns the diatonic chords (triads) for every scale degree.
- * @param {string} root
- * @param {'major'|'minor'} mode
- * @returns {string[]}  e.g. ['C', 'Dm', 'Em', 'F', 'G', 'Am', 'Bdim']
- */
-export function getChordsInKey(root, mode) {
-  const rootIdx  = noteIndex(root)
-  if (rootIdx === -1) return []
-  const scale    = SCALES[mode] ?? SCALES.major
-  const qualities = DEGREE_QUALITIES[mode] ?? DEGREE_QUALITIES.major
-
-  return scale.map((degree, i) => noteName(rootIdx + degree) + qualities[i])
-}
-
-// ─── Progression suggestions ─────────────────────────────────────────────────
-
-/**
- * Returns common chord progressions transposed to the given key.
- *
- * For non-diatonic degrees (e.g. bVII in rock), the quality falls back to a
- * major triad rather than silently producing a wrong chord name.
- *
- * @param {string} root
- * @param {'major'|'minor'} mode
- * @returns {{ genre: string, rn: string[], chords: string[] }[]}
- */
-export function getSuggestedProgressions(root, mode) {
-  const rootIdx   = noteIndex(root)
-  if (rootIdx === -1) return []
-  const scale     = SCALES[mode] ?? SCALES.major
-  const qualities = DEGREE_QUALITIES[mode] ?? DEGREE_QUALITIES.major
-
-  return Object.values(PROGRESSIONS).map(prog => {
-    const chords = prog.degrees.map(semitones => {
-      const noteIdx    = (rootIdx + semitones) % 12
-      const name       = noteName(noteIdx)
-      const degreeIdx  = scale.indexOf(semitones)
-      // Diatonic degree → use proper quality; chromatic (e.g. bVII) → major triad
-      const quality    = degreeIdx >= 0 ? qualities[degreeIdx] : ''
-      return name + quality
-    })
-    return { genre: prog.name, rn: prog.rn, chords }
-  })
-}
-
-// ─── Chroma-based chord matching ─────────────────────────────────────────────
-
-/**
- * Matches the most likely chord from a chroma energy vector.
- *
- * The algorithm scores each candidate chord by comparing in-chord vs
- * out-of-chord energy, with bonuses for bass-note and diatonic alignment.
- * Returns null when no unambiguous winner is found (e.g. during a transition).
- *
- * @param {Float32Array|number[]} chroma        12-element pitch-class energy (0–1)
- * @param {{ root: string, mode: string }}  keyInfo
- * @param {number|null} [bassPC=null]           Pitch class of the detected bass note
- * @param {boolean}     [strictDiatonic=false]  Only consider diatonic chords
- * @param {number}      [minScore]              Override default minimum match score
- * @param {number}      [minMargin]             Override default ambiguity margin
- * @returns {string|null}  Chord name, e.g. 'Am7', or null if ambiguous
- */
-export function matchChordFromChroma(
-  chroma,
-  keyInfo,
-  bassPC        = null,
-  strictDiatonic = false,
-  minScore      = CHORD_MATCH_MIN_SCORE,
-  minMargin     = CHORD_MATCH_MIN_MARGIN,
-) {
-  if (!keyInfo?.root) return null
-
-  const diatonicSet = new Set(getChordsInKey(keyInfo.root, keyInfo.mode))
-
-  let best        = { name: null, score: -Infinity }
-  let secondScore = -Infinity
-
-  for (let r = 0; r < 12; r++) {
-    for (const typeKey of MATCH_CHORD_TYPES) {
-      const type      = CHORD_TYPES[typeKey]
-      const chordName = noteName(r) + type.suffix
-
-      if (strictDiatonic && !diatonicSet.has(chordName)) continue
-
-      const tones = new Set(type.intervals.map(i => (r + i) % 12))
-
-      let inEnergy = 0, outEnergy = 0
-      for (let pc = 0; pc < 12; pc++) {
-        if (pc === r) {
-          // Root carries the strongest identity signal — double weight
-          inEnergy  += chroma[pc] * 2
-        } else if (tones.has(pc)) {
-          inEnergy  += chroma[pc]
-        } else {
-          outEnergy += chroma[pc]
-        }
-      }
-
-      // Skip near-silence
-      if (inEnergy + outEnergy < 0.05) continue
-
-      const coverageScore  = inEnergy / (inEnergy + outEnergy * 0.5)
-      const bassBonus      = bassPC !== null && r === bassPC   ? 0.15 : 0
-      const diatonicBonus  = diatonicSet.has(chordName)       ? 0.10 : 0
-
-      const finalScore = coverageScore + bassBonus + diatonicBonus
-
-      if (finalScore > best.score) {
-        secondScore = best.score
-        best        = { name: chordName, score: finalScore }
-      } else if (finalScore > secondScore) {
-        secondScore = finalScore
-      }
-    }
-  }
-
-  const clearWinner = best.score >= minScore && (best.score - secondScore) >= minMargin
-  return clearWinner ? best.name : null
-}
-
-// ─── Roman numeral notation ───────────────────────────────────────────────────
-
-/**
- * Converts a chord name to its Roman numeral relative to a key.
- *
- * Non-diatonic (borrowed/chromatic) chords are returned with a flat prefix,
- * e.g. 'Bb' in C major → '♭VII'. Previously this always returned '♭I'.
- *
- * @param {string} chordName  e.g. 'Am', 'G7'
- * @param {string} keyRoot    e.g. 'C'
- * @param {string} keyMode    e.g. 'major'
- * @returns {string}
- */
-export function toRomanNumeral(chordName, keyRoot, keyMode) {
-  if (!chordName || !keyRoot) return '?'
-
-  const match = chordName.match(/^([A-G][b#]?)(.*)$/)
-  if (!match) return '?'
-  const [, root, quality] = match
-
-  const chordRootIdx = noteIndex(root)
-  const keyRootIdx   = noteIndex(keyRoot)
-  if (chordRootIdx < 0 || keyRootIdx < 0) return '?'
-
-  const semitones = ((chordRootIdx - keyRootIdx) + 12) % 12
-  const scale     = SCALES[keyMode] ?? SCALES.major
-  const degreeIdx = scale.indexOf(semitones)
-
-  let rn
-  if (degreeIdx >= 0) {
-    rn = ROMAN_NUMERALS[degreeIdx]
-  } else {
-    // Chromatic chord: find the nearest diatonic degree above and flat it
-    const nearestAbove = scale.findIndex(d => d > semitones)
-    const refDegree    = nearestAbove >= 0 ? nearestAbove : 0
-    rn = '♭' + ROMAN_NUMERALS[refDegree]
-  }
-
-  const isMinorQuality = /^m(?!aj)/.test(quality) || quality === 'dim' || quality === 'm7b5'
-  return isMinorQuality ? rn.toLowerCase() : rn
-}
-
-// ─── Repeating progression detection ─────────────────────────────────────────
-
-/**
- * Scans recent chord history for a repeating pattern of length 2–6.
- *
- * Returns the most recently completed pattern that appears at least twice
- * within the last 20 chords. Longer patterns that repeat are preferred over
- * shorter ones via a `repetitions × length` score.
- *
- * @param {string[]} history  Ordered list of chord names
- * @returns {string[]|null}   Detected repeating pattern, or null
- */
-export function detectRepeatingProgression(history) {
-  if (!history || history.length < 4) return null
-
-  const window = history.slice(-20)
-  let best = null, bestScore = 0
-
-  for (let len = 2; len <= 6; len++) {
-    if (len * 2 > window.length) break
-
-    const candidate = window.slice(-len)
-    let reps = 0
-
-    // Count non-overlapping matches from left to right
-    let i = 0
-    while (i <= window.length - len) {
-      const matches = candidate.every((c, j) => c === window[i + j])
-      if (matches) {
-        reps++
-        i += len  // skip past this match to avoid overlaps
-      } else {
-        i++
-      }
-    }
-
-    const score = reps * len
-    if (reps >= 2 && score > bestScore) {
-      bestScore = score
-      best      = candidate
-    }
-  }
-
-  return best
-}
-
-// ─── Utility ─────────────────────────────────────────────────────────────────
-
-/**
- * Returns the interval name for a semitone distance (0–11).
- * @param {number} semitones
- * @returns {string}
- */
-export function intervalName(semitones) {
-  const names = [
-    'Unison', 'Minor 2nd', 'Major 2nd', 'Minor 3rd', 'Major 3rd',
-    'Perfect 4th', 'Tritone', 'Perfect 5th', 'Minor 6th',
-    'Major 6th', 'Minor 7th', 'Major 7th',
-  ]
-  return names[((semitones % 12) + 12) % 12] ?? 'Unknown'
-}
-
-/**
- * Transposes a chord name by a given number of semitones.
- * @param {string} chordName  e.g. 'Am7'
- * @param {number} semitones  Positive = up, negative = down
- * @returns {string}
- */
-export function transposeChord(chordName, semitones) {
-  const match = chordName.match(/^([A-G][b#]?)(.*)$/)
-  if (!match) return chordName
-  const newRoot = noteName(noteIndex(match[1]) + semitones)
-  return newRoot + match[2]
-}
-
-/**
- * Transposes an entire progression by a given number of semitones.
- * @param {string[]} chords
- * @param {number}   semitones
- * @returns {string[]}
- */
-export function transposeProgression(chords, semitones) {
-  return chords.map(c => transposeChord(c, semitones))
-}

frontend/vite.config.js

@@ -1,12 +0,0 @@
-import { defineConfig } from 'vite'
-import react from '@vitejs/plugin-react'
-
-export default defineConfig({
-  plugins: [react()],
-  server: {
-    port: 5173,
-    proxy: {
-      '/api': 'http://localhost:8000',
-    },
-  },
-})

index.html

@@ -3,6 +3,7 @@
   <head>
     <meta charset="UTF-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+    <meta http-equiv="Content-Security-Policy" content="default-src 'self'; script-src 'self' 'unsafe-eval'; connect-src 'self' http://localhost:5173 ws://localhost:5173; style-src 'self' 'unsafe-inline'; img-src 'self' data:;">
     <title>WhatTheFlat</title>
   </head>
   <body>

main.py

@@ -1,31 +0,0 @@
-import uvicorn
-from fastapi import FastAPI
-from fastapi.middleware.cors import CORSMiddleware
-
-from api.config import settings
-from api.routers import chat
-
-app = FastAPI(title="WhatTheFlat API", version="0.1.0")
-
-app.add_middleware(
-    CORSMiddleware,
-    allow_origins=settings.cors_origins,
-    allow_credentials=True,
-    allow_methods=["*"],
-    allow_headers=["*"],
-)
-
-app.include_router(chat.router, prefix="/api")
-
-
-@app.get("/api/health")
-async def health():
-    return {"status": "ok", "ai_mode": settings.ai_mode}
-
-
-def serve():
-    uvicorn.run("main:app", host="0.0.0.0", port=8000, reload=True)
-
-
-if __name__ == "__main__":
-    serve()

package.json

@@ -0,0 +1,72 @@
+{
+  "name": "whattheflat",
+  "description": "A jam session companion app that provides a chromatic tuner, chord progressions, and more.",
+  "version": "0.6.0",
+  "private": true,
+  "type": "module",
+  "main": "electron/main.cjs",
+  "scripts": {
+    "dev": "vite",
+    "build": "vite build",
+    "preview": "vite preview",
+    "electron:dev": "concurrently -k \"vite\" \"wait-on http://localhost:5173 && electron .\"",
+    "electron:build": "vite build && electron-builder",
+    "electron:build:win": "vite build && electron-builder --win --publish never",
+    "electron:build:mac": "vite build && electron-builder --mac --publish never",
+    "electron:build:linux": "vite build && electron-builder --linux"
+  },
+  "dependencies": {
+    "audiomotion-analyzer": "^4.5.4",
+    "essentia.js": "^0.1.3",
+    "pitchy": "^4.1.0",
+    "react": "^19.2.4",
+    "react-dom": "^19.2.4"
+  },
+  "devDependencies": {
+    "@tailwindcss/vite": "^4.2.1",
+    "@types/react": "^19.2.14",
+    "@types/react-dom": "^19.2.3",
+    "@vitejs/plugin-react": "^5.1.4",
+    "concurrently": "^9.2.1",
+    "electron": "^40.7.0",
+    "electron-builder": "^26.8.1",
+    "tailwindcss": "^4.2.1",
+    "vite": "^7.3.1",
+    "wait-on": "^9.0.4"
+  },
+  "build": {
+    "appId": "com.whattheflat.app",
+    "productName": "WhatTheFlat",
+    "files": [
+      "dist/**/*",
+      "electron/**/*",
+      "node_modules/**/*",
+      "package.json"
+    ],
+    "directories": {
+      "buildResources": "dist",
+      "output": "release"
+    },
+    "win": {
+      "target": "nsis",
+      "icon": "assets/whattheflat-logo.png",
+      "forceCodeSigning": false
+    },
+    "mac": {
+      "hardenedRuntime": true,
+      "entitlements": "electron/entitlements.mac.plist",
+      "entitlementsInherit": "electron/entitlements.mac.plist",
+      "extendInfo": {
+        "NSMicrophoneUsageDescription": "WhatTheFlat needs access to your microphone to detect pitch and provide the tuner."
+      }
+    },
+    "linux": {
+      "target": "AppImage",
+      "icon": "assets/whattheflat-logo.png"
+    },
+    "nsis": {
+      "oneClick": false,
+      "allowToChangeInstallationDirectory": true
+    }
+  }
+}

product_requirements.md

@@ -1,236 +0,0 @@
-# WhatTheFlat 🎸
-### Product Requirements Document v0.1
-
-> *Open-source live jam analyzer — helping musicians find the key, follow the harmony, and level up together.*
-
----
-
-## 1. Vision
-
-**WhatTheFlat** is a free, open-source web app that listens to a live jam session in real time, identifies the key and chord being played, and displays beginner-friendly guidance — scales, next chords, and simple melodic patterns — so every musician in the room can contribute, regardless of experience level.
-
-The core belief: **jams should be inclusive**. A seasoned guitarist shouldn't have to stop to explain music theory. WhatTheFlat does it for them, silently, in real time.
-
----
-
-## 2. Problem Statement
-
-- Amateur musicians struggle to find the key when joining a jam they didn't start
-- Beginners don't know which notes are "safe" to play over a chord progression
-- There's no affordable, low-friction tool that bridges music theory and live performance
-- Existing tools (like guitar tuners or DAWs) are either too simple or too complex
-
----
-
-## 3. Target Users
-
-| User | Description |
-|---|---|
-| **The Beginner** | Just started an instrument, wants to follow along without killing the vibe |
-| **The Intermediate** | Knows a few scales but struggles to apply theory in real time |
-| **The Jam Host** | Sets up the session and wants everyone to stay in the same key |
-| **The Teacher** | Uses jams as a teaching tool, wants visual aids for students |
-
----
-
-## 4. Core Features
-
-### 4.1 Live Key Detection
-- Capture audio from device microphone in real time
-- Analyze incoming audio using pitch detection (e.g. YIN algorithm or ML model)
-- Identify the **root note** and **mode** (major, minor, dorian, mixolydian, etc.)
-- Display current detected key prominently: e.g. **"You're in A Minor"**
-- Show confidence level so users understand when detection is uncertain
-- Latency target: < 500ms from sound to display
-
-### 4.2 Chord Recognition
-- Detect the chord being played in real time
-- Show chord name: e.g. **Am → F → C → G**
-- Build a live scrolling chord history for the last 30 seconds
-- Highlight the current chord in the progression
-
-### 4.3 Chord Progression Suggestions
-- Based on detected key, suggest common chord progressions that fit
-- Categorize by genre/feel: Blues, Jazz, Folk, Rock, Pop
-- Show the progression in Roman numeral notation (I–IV–V) AND actual chord names
-- Allow user to tap/click a suggested progression to "lock it in" as a reference
-
-### 4.4 Beginner Melody Helper
-- For the detected key, show a visual **"safe notes"** panel — a highlighted instrument diagram
-  - Guitar fretboard view
-  - Piano keyboard view
-  - Generic note list (for other instruments)
-- Show the **pentatonic scale** first (most beginner-friendly), with option to expand to full scale
-- Highlight notes that sound especially good over the current chord (chord tones)
-- Show a simple **melodic pattern of the bar** — a looping, beginner-friendly phrase they can follow
-
-### 4.5 Visual Jam Dashboard
-- Clean, readable display meant to be seen from across a room
-- Show at a glance:
-  - Current key
-  - Current chord
-  - Next likely chord (based on progression history)
-  - Safe notes to play
-- Dark mode by default (stage-friendly)
-- Large font, high contrast
-
-### 4.6 AI Music Theory Assistant (Claude Integration)
-- Powered by Anthropic's Claude API
-- Users can ask questions like:
-  - *"What's a good lick to play over this chord?"*
-  - *"Why does the F chord sound tense here?"*
-  - *"Give me a beginner melody in this key"*
-- Claude responds in plain, non-jargon language
-- Can suggest chord substitutions, extensions (7ths, 9ths), and passing chords
-- All responses are **beginner-aware** — no unexplained jargon
-
----
-
-## 5. MVP Scope (v0.1)
-
-For the first open-source demo, the MVP should deliver:
-
-- [x] Microphone capture in browser (Web Audio API)
-- [x] Pitch detection → key identification
-- [x] Display current key and detected chord
-- [x] Show pentatonic scale for detected key (note list + basic fretboard)
-- [x] 3–5 suggested chord progressions that fit the key
-- [x] Claude-powered chat assistant for theory questions
-- [x] Dark mode UI, mobile-friendly
-
-**Not in MVP:**
-- Multi-instrument separation
-- MIDI input support
-- Session recording/export
-- User accounts or history
-- Real-time collaboration (multiple users same session)
-
----
-
-## 6. Technical Architecture
-
-### Frontend
-- **Framework**: React (Vite)
-- **Audio**: Web Audio API + `pitchy` or `aubio.js` for pitch detection
-- **Visualizations**: `Tone.js` for music utilities, custom SVG for fretboard/keyboard
-- **Styling**: Tailwind CSS
-- **Hosting**: Vercel / Netlify (static deploy)
-
-### AI Layer
-- **Model**: Claude (`claude-sonnet-4-20250514`) via Anthropic API
-- **Usage**:
-  - Theory assistant chat
-  - Chord progression generation given key + genre
-  - Melody suggestion generation
-- **Prompt strategy**: System prompt primes Claude as a friendly, beginner-aware music teacher
-
-### Audio Pipeline
-```
-Microphone Input
-    ↓
-Web Audio API (AudioContext)
-    ↓
-Pitch Detection (YIN / pitchy)
-    ↓
-Note → Chord Identification
-    ↓
-Key Estimation (sliding window analysis)
-    ↓
-UI Update + Claude Context Refresh
-```
-
-### Open Source Stack
-- Repo: GitHub (MIT License)
-- CI: GitHub Actions
-- Contributing: standard fork/PR model with CONTRIBUTING.md
-
----
-
-## 7. Music Theory Engine
-
-The core theory logic should be implemented as a standalone JS module (`@whattheflat/theory`) so it can be reused or contributed to independently.
-
-### Required functions:
-```
-detectKey(noteHistory[]) → { root, mode, confidence }
-getChordsInKey(root, mode) → Chord[]
-getSuggestedProgressions(root, mode, genre?) → Progression[]
-getPentatonicScale(root, mode) → Note[]
-getFullScale(root, mode) → Note[]
-getChordTones(chord) → Note[]
-getBeginnerPattern(key, currentChord) → MelodicPattern
-```
-
-### Modes to support (MVP):
-- Major (Ionian)
-- Natural Minor (Aeolian)
-- Pentatonic Major
-- Pentatonic Minor
-
-### Modes to support (v1+):
-- Dorian, Mixolydian, Lydian, Phrygian
-- Blues scale
-- Harmonic minor
-
----
-
-## 8. UX Principles
-
-1. **Readable at distance** — primary info visible from 2 metres away
-2. **Zero setup** — tap "Start Listening", grant mic permission, done
-3. **Non-judgmental** — never says "wrong note", always says "try these"
-4. **Progressive complexity** — beginners see pentatonic; advanced users can unlock modes, extensions, substitutions
-5. **Mobile first** — works on a phone propped up on a music stand
-
----
-
-## 9. Beginner Learning Path (stretch goal)
-
-A guided progression for users who want to improve over time:
-
-| Level | Unlocks |
-|---|---|
-| 🟢 Starter | Pentatonic scale, 3 safe chords |
-| 🔵 Follower | Full diatonic scale, chord tones highlighted |
-| 🟣 Contributor | Chord extensions (7th, 9th), passing chords |
-| 🔴 Improvisor | Modal awareness, substitutions, AI-generated licks |
-
-Progress is stored in localStorage — no account needed.
-
----
-
-## 10. Open Source Contribution Areas
-
-| Area | Skills needed |
-|---|---|
-| Pitch detection accuracy | DSP, audio engineering |
-| Music theory engine | Music theory + JavaScript |
-| Instrument diagrams | SVG, React |
-| Genre-specific progressions | Music knowledge |
-| Claude prompt engineering | AI, music theory |
-| Accessibility (screen readers, colorblind modes) | A11y |
-| Mobile app wrapper | React Native / Capacitor |
-| Translation / i18n | Language + music terminology |
-
----
-
-## 11. Success Metrics
-
-- Time from opening app to understanding what key they're in: **< 10 seconds**
-- % of beginner users who successfully play a note in the right key on first jam: **target 80%**
-- GitHub stars at 3 months: **500+**
-- Average Claude assistant response usefulness (self-reported): **> 4/5**
-
----
-
-## 12. Name & Branding Notes
-
-- **Name**: WhatTheFlat
-- **Tagline**: *"Real-time key detection for real humans"*
-- **Tone**: Warm, slightly cheeky, musician-coded humour
-- **Logo concept**: A flat symbol (♭) with a question mark or waveform integrated
-- **Color palette**: Dark background (#0f0f0f), accent in electric purple or warm amber
-
----
-
-*Document maintained by the WhatTheFlat open source community. PRs welcome.*

pyproject.toml

@@ -1,23 +0,0 @@
-[project]
-name = "whattheflat"
-version = "0.1.0"
-description = "Real-time key detection for real humans"
-readme = "README.md"
-requires-python = ">=3.12"
-dependencies = [
-    "fastapi>=0.115.0",
-    "uvicorn[standard]>=0.30.0",
-    "anthropic>=0.40.0",
-    "ollama>=0.4.0",
-    "python-dotenv>=1.0.0",
-    "pydantic>=2.0.0",
-    "pydantic-settings>=2.0.0",
-]
-
-[dependency-groups]
-dev = [
-    "httpx>=0.27.0",
-]
-
-[tool.uv]
-package = false

src/App.jsx

@@ -0,0 +1,564 @@
+import { useState, useCallback, useRef, useEffect } from 'react'
+import AudioCapture from './components/AudioCapture'
+import ProgressionBanner from './components/ProgressionBanner'
+import ProgressionSuggestions from './components/ProgressionSuggestions'
+import Fretboard from './components/Fretboard'
+import BassFretboard from './components/BassFretboard'
+import Tuner from './components/Tuner'
+import Piano from './components/Piano'
+import Settings from './components/Settings'
+import DebugView from './components/DebugView'
+import { NOTES, detectKey, detectTopKeys, matchChordFromChroma, detectRepeatingProgression, getChordTones, getChordCandidates, getNoteHistoryAnalysis } from './lib/theory'
+import settingIcon from './assets/setting-icon.png'
+import viewIcon from './assets/view.png'
+
+const DEFAULTS = {
+  // Key detection
+  noteHistorySize:    2000,  // ~60s of notes — stable across a song section
+  keyVoteWindow:      30,    // rolling window of key votes
+  keyVoteThreshold:   20,    // 67% consensus — locks in after a few bars
+  chordNoteBoost:     3,
+  // Chord detection
+  chromaSmooth:       8,    // 8 frames ≈ 130ms window, checks chord at ~7.5 Hz
+  chordVoteThreshold: 2,    // 2 consecutive matches ≈ 260ms — works at any BPM
+  chordMinScore:      0.35, // lenient enough for live guitar signal
+  // Audio input
+  minClarity:         0.80,
+  minVolume:          0.01,
+  // Experimental
+  useEssentia:        false,
+}
+
+export default function App() {
+  // ── Config ───────────────────────────────────────────────────────────────────
+  const [config, setConfig] = useState(DEFAULTS)
+  const configRef = useRef(DEFAULTS)
+  useEffect(() => { configRef.current = config }, [config])
+
+  const [showSettings, setShowSettings] = useState(false)
+
+  function updateConfig(key, val) {
+    setConfig(prev => ({ ...prev, [key]: val }))
+  }
+
+  // ── Listening state ──────────────────────────────────────────────────────────
+  const [isListening, setIsListening] = useState(false)
+
+  // ── Instrument view + tuner ───────────────────────────────────────────────────
+  const [instrument, setInstrument] = useState('guitar')  // 'guitar' | 'bass' | 'piano'
+  const [showTuner, setShowTuner]   = useState(false)
+  const [showDebug, setShowDebug]   = useState(false)
+  const [monoColor, setMonoColor]   = useState(false)
+
+  // ── Mic permission error ──────────────────────────────────────────────────────
+  const [micError, setMicError] = useState(null)
+
+  // ── Debug data ────────────────────────────────────────────────────────────────
+  const [debugChroma,       setDebugChroma]       = useState(null)
+  const [debugCandidates,   setDebugCandidates]   = useState([])
+  const [debugNoteAnalysis, setDebugNoteAnalysis] = useState(null)
+
+  // ── Stable refs for values used inside callbacks ──────────────────────────────
+  const showDebugRef  = useRef(showDebug)
+  const lockedKeyRef  = useRef(null)
+  useEffect(() => { showDebugRef.current = showDebug }, [showDebug])
+
+  // ── BPM estimation from onset timestamps ─────────────────────────────────────
+  const [bpm, setBpm]           = useState(null)
+  const onsetTimestampsRef      = useRef([])
+  const bpmSmoothRef            = useRef(null)
+
+  // ── Key: auto-detected + optional lock ───────────────────────────────────────
+  const [keyInfo, setKeyInfo]     = useState(null)     // auto-detected
+  const [lockedKey, setLockedKey] = useState(null)     // { root, mode } or null
+  useEffect(() => { lockedKeyRef.current = lockedKey }, [lockedKey])
+  const [lockRoot, setLockRoot]   = useState('A')
+  const [lockMode, setLockMode]   = useState('minor')
+
+  const effectiveKey = lockedKey ?? keyInfo
+
+  // ── Chord state ───────────────────────────────────────────────────────────────
+  const [chordHistory, setChordHistory]               = useState([])
+  const [detectedProgression, setDetectedProgression] = useState(null)
+
+  // ── Top key candidates (shown as quick-lock chips) ────────────────────────────
+  const [topKeyCandidates, setTopKeyCandidates] = useState([])
+
+  // ── Internal refs ─────────────────────────────────────────────────────────────
+  const noteHistoryRef  = useRef([])
+  const keyVotesRef     = useRef([])
+  const effectiveKeyRef = useRef(null)
+  const chromaRingRef = useRef(
+    Array.from({ length: DEFAULTS.chromaSmooth }, () => new Float32Array(12))
+  )
+  const chromaIdxRef         = useRef(0)
+  const chordVotesRef        = useRef([])
+  const progressionVoteRef   = useRef(null)
+  const pendingKeyRef        = useRef(null)
+
+  // Keep refs in sync
+  useEffect(() => { effectiveKeyRef.current = effectiveKey }, [effectiveKey])
+
+  // Re-init chroma ring when chromaSmooth changes
+  useEffect(() => {
+    chromaRingRef.current = Array.from(
+      { length: config.chromaSmooth },
+      () => new Float32Array(12)
+    )
+    chromaIdxRef.current = 0
+  }, [config.chromaSmooth])
+
+  // ── Detect progression — require 2 consecutive identical results to commit ────
+  useEffect(() => {
+    const detected = detectRepeatingProgression(chordHistory)
+    if (!detected) return
+    const key = detected.join(',')
+    if (progressionVoteRef.current === key) {
+      setDetectedProgression(detected)
+    } else {
+      progressionVoteRef.current = key
+    }
+  }, [chordHistory])
+
+  // ── New song — full reset ─────────────────────────────────────────────────────
+  function newSong() {
+    const cfg = configRef.current
+    noteHistoryRef.current     = []
+    keyVotesRef.current        = []
+    chordVotesRef.current      = []
+    progressionVoteRef.current = null
+    pendingKeyRef.current      = null
+    chromaIdxRef.current       = 0
+    chromaRingRef.current      = Array.from({ length: cfg.chromaSmooth }, () => new Float32Array(12))
+    onsetTimestampsRef.current = []
+    bpmSmoothRef.current       = null
+    setKeyInfo(null)
+    setLockedKey(null)
+    effectiveKeyRef.current    = null
+    setChordHistory([])
+    setDetectedProgression(null)
+    setTopKeyCandidates([])
+    setBpm(null)
+    setMicError(null)
+    setDebugChroma(null)
+    setDebugCandidates([])
+    setDebugNoteAnalysis(null)
+  }
+
+  // ── Key lock handlers ─────────────────────────────────────────────────────────
+  function applyLock() {
+    const info = { root: lockRoot, mode: lockMode, confidence: 1 }
+    setLockedKey(info)
+    effectiveKeyRef.current = info
+    chordVotesRef.current = []
+  }
+
+  function quickLock({ root, mode, confidence }) {
+    const info = { root, mode, confidence }
+    setLockedKey(info)
+    effectiveKeyRef.current = info
+    chordVotesRef.current = []
+  }
+
+  function removeLock() {
+    setLockedKey(null)
+    effectiveKeyRef.current = keyInfo
+  }
+
+  // ── Note handler: drives key detection (pitch-based) ──────────────────────────
+  const handleNote = useCallback(({ pitchClass }) => {
+    const cfg = configRef.current
+    const history = noteHistoryRef.current
+    history.push(pitchClass)
+    if (history.length > cfg.noteHistorySize) history.shift()
+    if (history.length < 10) return
+    if (history.length % 5 !== 0) return
+
+    const result = detectKey(history)
+    setTopKeyCandidates(detectTopKeys(history))
+    if (showDebugRef.current) setDebugNoteAnalysis(getNoteHistoryAnalysis(history))
+    if (result.confidence < 0.5) return
+
+    const votes = keyVotesRef.current
+    votes.push(`${result.root}_${result.mode}`)
+    if (votes.length > cfg.keyVoteWindow) votes.shift()
+
+    const counts = {}
+    for (const v of votes) counts[v] = (counts[v] || 0) + 1
+    const [winner, count] = Object.entries(counts).sort((a, b) => b[1] - a[1])[0]
+
+    if (count >= cfg.keyVoteThreshold) {
+      const [root, mode] = winner.split('_')
+      const candidateKey = `${root}_${mode}`
+
+      setKeyInfo(prev => {
+        const currentKey = prev ? `${prev.root}_${prev.mode}` : null
+
+        if (currentKey === candidateKey) {
+          pendingKeyRef.current = null
+          return { root, mode, confidence: result.confidence }
+        }
+
+        if (pendingKeyRef.current === candidateKey) {
+          pendingKeyRef.current = null
+          if (!lockedKeyRef.current) chordVotesRef.current = []
+          return { root, mode, confidence: result.confidence }
+        }
+
+        pendingKeyRef.current = candidateKey
+        return prev
+      })
+    }
+  }, [])
+
+  // ── Chroma handler: drives chord detection ────────────────────────────────────
+  const handleChroma = useCallback((chroma, bassPC) => {
+    const cfg = configRef.current
+    const ring = chromaRingRef.current
+    ring[chromaIdxRef.current % cfg.chromaSmooth] = chroma
+    chromaIdxRef.current++
+    if (chromaIdxRef.current % cfg.chromaSmooth !== 0) return
+
+    const key = effectiveKeyRef.current
+    if (!key) return
+
+    const avg = new Float32Array(12)
+    for (const frame of ring) for (let i = 0; i < 12; i++) avg[i] += frame[i]
+    for (let i = 0; i < 12; i++) avg[i] /= cfg.chromaSmooth
+
+    if (showDebugRef.current) {
+      setDebugChroma([...avg])
+      setDebugCandidates(getChordCandidates(avg, key, bassPC))
+    }
+
+    // Stability gate — if chroma is still changing across frames, we're mid-transition.
+    // Compute per-bin variance across the ring; bail if any bin is fluctuating heavily.
+    let maxVar = 0
+    for (let i = 0; i < 12; i++) {
+      let v = 0
+      for (const frame of ring) { const d = frame[i] - avg[i]; v += d * d }
+      if (v / cfg.chromaSmooth > maxVar) maxVar = v / cfg.chromaSmooth
+    }
+    if (maxVar > 0.05) {
+      chordVotesRef.current = []
+      return
+    }
+
+    const chord = matchChordFromChroma(avg, key, bassPC, false, cfg.chordMinScore)
+    if (!chord) {
+      chordVotesRef.current = []
+      return
+    }
+
+    const votes = chordVotesRef.current
+    votes.push(chord)
+    if (votes.length > cfg.chordVoteThreshold) votes.shift()
+
+    if (votes.length >= cfg.chordVoteThreshold && votes.every(v => v === votes[0])) {
+      const winner = votes[0]
+      setChordHistory(prev => {
+        if (prev[prev.length - 1] === winner) return prev
+        return [...prev.slice(-30), winner]
+      })
+
+      // Inject chord tones into note history to anchor key detection
+      const chordPCs = getChordTones(winner)
+        .map(n => NOTES.indexOf(n))
+        .filter(i => i >= 0)
+      const history = noteHistoryRef.current
+      for (let j = 0; j < cfg.chordNoteBoost; j++) {
+        for (const pc of chordPCs) history.push(pc)
+      }
+      while (history.length > cfg.noteHistorySize) history.shift()
+    }
+  }, [])
+
+  // ── Onset handler: drives BPM estimation via tempo histogram ────────────────
+  // Pairwise inter-onset intervals are folded into 55-220 BPM and vote in a
+  // histogram. Works with drums, guitar, piano, or mixed — whatever fires most
+  // consistently wins. Only updates when there's a clear peak (≥20% of votes).
+  const handleOnset = useCallback(() => {
+    const ts = onsetTimestampsRef.current
+    ts.push(performance.now())
+    if (ts.length > 64) ts.shift()
+    if (ts.length < 4) return
+
+    const recent = ts.slice(-24)
+    const bins = new Float32Array(221)   // index = BPM (55–220)
+
+    for (let i = 0; i < recent.length - 1; i++) {
+      for (let j = i + 1; j < recent.length && j < i + 8; j++) {
+        const ms = recent[j] - recent[i]
+        if (ms < 140 || ms > 6000) continue
+
+        // Fold interval into 55-220 BPM range (handles subdivisions & half-time)
+        let beatMs = ms
+        while (beatMs > 1091) beatMs /= 2
+        while (beatMs < 273)  beatMs *= 2
+        if (beatMs < 273 || beatMs > 1091) continue
+
+        const bpm = Math.round(60000 / beatMs)
+        if (bpm >= 55 && bpm <= 220) bins[bpm] += 1 / (j - i)  // weight closer pairs more
+      }
+    }
+
+    // Find peak with ±1 BPM smoothing
+    let best = 0, bestBpm = 0
+    for (let b = 56; b <= 219; b++) {
+      const s = bins[b - 1] + bins[b] + bins[b + 1]
+      if (s > best) { best = s; bestBpm = b }
+    }
+
+    const total = bins.reduce((a, v) => a + v, 0)
+    if (total < 1 || best / total < 0.2) return  // no clear consensus yet
+
+    const prev = bpmSmoothRef.current
+    bpmSmoothRef.current = prev === null ? bestBpm : 0.25 * bestBpm + 0.75 * prev
+    setBpm(Math.round(bpmSmoothRef.current))
+  }, [])
+
+  const currentChord = chordHistory[chordHistory.length - 1]
+
+  if (showSettings) {
+    return (
+      <Settings
+        config={config}
+        onChange={updateConfig}
+        onClose={() => setShowSettings(false)}
+        onReset={() => setConfig(DEFAULTS)}
+      />
+    )
+  }
+
+  return (
+    <div className="min-h-screen bg-surface text-white p-3">
+
+      {/* ── Header ── */}
+      <header className="mb-2 flex items-center justify-between">
+        <div>
+          <h1 className="text-xl font-bold text-accent">
+            WhatTheFlat <span className="text-gray-600">&#9837;?</span>
+          </h1>
+          <p className="text-xs text-gray-600">Real-time key detection for live jams</p>
+        </div>
+        <div className="flex gap-2 items-center">
+          <button
+            onClick={() => setMonoColor(v => !v)}
+            className={`p-2 rounded-full border transition-all ${monoColor ? 'border-accent bg-accent/10' : 'border-border hover:border-gray-400'}`}
+            title="Mono color mode"
+          >
+            <svg width="20" height="20" viewBox="0 0 20 20" fill="none" style={{ opacity: 0.75 }}>
+              <circle cx="6"  cy="10" r="4" fill={monoColor ? '#a855f7' : '#a855f7'} />
+              <circle cx="13" cy="10" r="4" fill={monoColor ? '#c084fc' : '#f59e0b'} />
+            </svg>
+          </button>
+          <button
+            onClick={() => setShowDebug(v => !v)}
+            className={`p-2 rounded-full border transition-all ${showDebug ? 'border-accent bg-accent/10' : 'border-border hover:border-gray-400'}`}
+            title="Behind the scenes"
+          >
+            <img src={viewIcon} alt="Debug view" className="w-5 h-5" style={{ filter: 'invert(1) opacity(0.75)' }} />
+          </button>
+          <button
+            onClick={() => setShowSettings(true)}
+            className="p-2 rounded-full border border-border hover:border-gray-400 transition-all"
+            title="Settings"
+          >
+            <img src={settingIcon} alt="Settings" className="w-5 h-5" style={{ filter: 'invert(1) opacity(0.75)' }} />
+          </button>
+          <button
+            onClick={newSong}
+            className="group px-5 py-2 rounded-full text-sm font-semibold border border-border text-gray-400 hover:text-gray-200 hover:border-gray-400 transition-all"
+          >
+            <span className="group-hover:hidden">New Song</span>
+            <span className="hidden group-hover:inline">Clear History</span>
+          </button>
+          <button
+            onClick={() => { setMicError(null); setIsListening(l => !l) }}
+            className={`px-5 py-2 rounded-full font-semibold text-sm transition-all ${
+              isListening
+                ? 'bg-red-600 hover:bg-red-700 text-white'
+                : 'bg-accent hover:bg-purple-600 text-white'
+            }`}
+          >
+            {isListening ? 'Stop' : 'Start Listening'}
+          </button>
+        </div>
+      </header>
+
+      {/* ── Controls bar ── */}
+      <div className="mb-2 flex flex-wrap gap-2 items-center p-2 bg-panel border border-border rounded-xl">
+
+        {/* Instrument select */}
+        <div className="relative">
+          <select
+            value={instrument}
+            onChange={e => setInstrument(e.target.value)}
+            className="appearance-none bg-surface border border-border hover:border-gray-500 focus:border-accent focus:outline-none rounded-lg pl-3 pr-7 py-1 text-sm text-gray-200 cursor-pointer transition-colors"
+          >
+            <option value="guitar">Guitar</option>
+            <option value="bass">Bass</option>
+            <option value="piano">Piano</option>
+          </select>
+          <span className="pointer-events-none absolute right-2 top-1/2 -translate-y-1/2 text-gray-500 text-xs">▾</span>
+        </div>
+
+        {/* BPM badge */}
+        {bpm && (
+          <span className="px-3 py-1 bg-accent/10 border border-accent/30 rounded-lg text-sm text-accent font-mono tabular-nums">
+            ♩ <span className="inline-block w-[3ch] text-right">{Math.round(bpm)}</span> <span className="text-accent/50 text-xs">BPM</span>
+          </span>
+        )}
+
+        <div className="w-px h-5 bg-border shrink-0" />
+
+        {lockedKey ? (
+          <div className="flex items-center gap-2 px-3 py-1 bg-accent/20 border border-accent rounded-full">
+            <span className="text-accent text-sm font-semibold shrink-0">🔒 {lockedKey.root}</span>
+            <div className="relative">
+              <select
+                value={lockedKey.mode}
+                onChange={e => {
+                  const info = { ...lockedKey, mode: e.target.value }
+                  setLockedKey(info)
+                  effectiveKeyRef.current = info
+                  chordVotesRef.current = []
+                }}
+                className="appearance-none bg-transparent text-accent text-sm font-semibold border-none outline-none cursor-pointer pr-4"
+              >
+                <option value="major">Major</option>
+                <option value="minor">Minor</option>
+                <option value="dorian">Dorian</option>
+                <option value="mixolydian">Mixolydian</option>
+                <option value="phrygian">Phrygian</option>
+                <option value="lydian">Lydian</option>
+              </select>
+              <span className="pointer-events-none absolute right-0 top-1/2 -translate-y-1/2 text-accent/60 text-xs">▾</span>
+            </div>
+            <button onClick={removeLock} className="text-xs text-accent/50 hover:text-accent transition-colors">
+              unlock
+            </button>
+          </div>
+        ) : (
+          <div className="flex flex-wrap gap-2 items-center">
+            {topKeyCandidates.map((k, i) => (
+              <button
+                key={i}
+                onClick={() => quickLock(k)}
+                className={`px-3 py-1 rounded-full text-sm font-semibold border transition-all ${
+                  i === 0
+                    ? 'border-accent text-accent hover:bg-accent/10'
+                    : 'border-border text-gray-400 hover:border-gray-500 hover:text-gray-200'
+                }`}
+              >
+                {k.root} {k.mode === 'major' ? 'maj' : 'min'} · {Math.round(k.confidence * 100)}%
+              </button>
+            ))}
+            {topKeyCandidates.length > 0 && <span className="text-gray-600 text-xs">or</span>}
+            <div className="relative">
+              <select
+                value={lockRoot}
+                onChange={e => setLockRoot(e.target.value)}
+                className="appearance-none bg-surface border border-border hover:border-gray-500 focus:border-accent focus:outline-none rounded-lg pl-3 pr-7 py-1 text-sm text-gray-200 cursor-pointer transition-colors"
+              >
+                {NOTES.map(n => <option key={n}>{n}</option>)}
+              </select>
+              <span className="pointer-events-none absolute right-2 top-1/2 -translate-y-1/2 text-gray-500 text-xs">▾</span>
+            </div>
+            <div className="relative">
+              <select
+                value={lockMode}
+                onChange={e => setLockMode(e.target.value)}
+                className="appearance-none bg-surface border border-border hover:border-gray-500 focus:border-accent focus:outline-none rounded-lg pl-3 pr-7 py-1 text-sm text-gray-200 cursor-pointer transition-colors"
+              >
+                <option value="major">Major</option>
+                <option value="minor">Minor</option>
+                <option value="dorian">Dorian</option>
+                <option value="mixolydian">Mixolydian</option>
+                <option value="phrygian">Phrygian</option>
+                <option value="lydian">Lydian</option>
+              </select>
+              <span className="pointer-events-none absolute right-2 top-1/2 -translate-y-1/2 text-gray-500 text-xs">▾</span>
+            </div>
+            <button
+              onClick={applyLock}
+              className="px-3 py-1 bg-accent/10 hover:bg-accent/20 border border-accent/40 hover:border-accent text-accent text-sm rounded-lg transition-all"
+            >
+              Lock key
+            </button>
+          </div>
+        )}
+      </div>
+
+      <AudioCapture
+        onNote={handleNote}
+        onChroma={handleChroma}
+        onOnset={handleOnset}
+        isListening={isListening}
+        minClarity={config.minClarity}
+        minVolume={config.minVolume}
+        useEssentia={config.useEssentia}
+        onPermissionError={() => {
+          setMicError(true)
+          setIsListening(false)
+        }}
+      />
+
+      {micError && (
+        <div className="mb-2 px-4 py-3 rounded-xl border border-red-800 bg-red-900/20 text-sm text-red-400 flex items-center justify-between">
+          <span>Microphone permission denied. Please allow microphone access in your browser or OS settings and try again.</span>
+          <button onClick={() => setMicError(null)} className="ml-4 text-red-600 hover:text-red-400 text-lg leading-none">×</button>
+        </div>
+      )}
+
+      {/* ── Progression banner ── */}
+      <ProgressionBanner
+        chordHistory={chordHistory}
+        keyInfo={effectiveKey}
+        detectedProgression={detectedProgression}
+        currentChord={currentChord}
+      />
+
+      {/* ── Instrument + progressions row ── */}
+      <div className="flex gap-3 mb-3 items-stretch">
+        <div className="w-full lg:w-[70%] min-w-0">
+          {instrument === 'guitar' && <Fretboard keyInfo={effectiveKey} currentChord={currentChord} pentatonicOnly={false} monoColor={monoColor} />}
+          {instrument === 'bass'   && <BassFretboard keyInfo={effectiveKey} currentChord={currentChord} monoColor={monoColor} />}
+          {instrument === 'piano'  && <Piano keyInfo={effectiveKey} currentChord={currentChord} monoColor={monoColor} />}
+        </div>
+
+        <div className="hidden lg:block w-[30%] min-w-0 relative">
+          <div className="absolute inset-0">
+            <ProgressionSuggestions keyInfo={effectiveKey} currentChord={currentChord} />
+          </div>
+        </div>
+      </div>
+
+      {/* ── Behind the scenes debug view ── */}
+      {showDebug && (
+        <div className="mb-3">
+          <DebugView
+            chroma={debugChroma}
+            chordCandidates={debugCandidates}
+            noteAnalysis={debugNoteAnalysis}
+            keyInfo={effectiveKey}
+            currentChord={currentChord}
+            instrument={instrument}
+          />
+        </div>
+      )}
+
+      {/* ── Tuner — collapsible ── */}
+      <div>
+        <button
+          onClick={() => setShowTuner(v => !v)}
+          className="w-full flex items-center justify-between px-4 py-2 bg-panel border border-border rounded-xl text-sm text-gray-400 hover:text-gray-200 hover:border-gray-500 transition-all"
+        >
+          <span>Tuner</span>
+          <span>{showTuner ? '▲' : '▼'}</span>
+        </button>
+        {showTuner && <div className="mt-2"><Tuner /></div>}
+      </div>
+    </div>
+  )
+}

src/components/AudioCapture.jsx

@@ -1,6 +1,7 @@
 import { useEffect, useRef, useCallback } from 'react'
 import { PitchDetector } from 'pitchy'
 import { NOTES } from '../lib/theory'
+import { initEssentia, getEssentia, computeHPCP } from '../lib/essentiaHPCP'
 
 // ─── Why two analysers? ───────────────────────────────────────────────────────
 //
@@ -24,10 +25,8 @@ import { NOTES } from '../lib/theory'
 // by simply using a much larger FFT window.
 // ─────────────────────────────────────────────────────────────────────────────
 
-const PITCH_FFT  = 4096    // ~90ms window — good temporal resolution for pitch
-const CHORD_FFT  = 16384   // ~370ms window — 2.7 Hz/bin, separates low semitones
-const MIN_CLARITY = 0.80
-const MIN_VOLUME  = 0.01
+const PITCH_FFT   = 4096    // ~90ms window — good temporal resolution for pitch
+const CHORD_FFT   = 16384   // ~370ms window — 2.7 Hz/bin, separates low semitones
 const NOISE_FLOOR = -65    // dB
 
 // ─── Harmonic summation chroma ────────────────────────────────────────────────
@@ -83,27 +82,57 @@ function detectBassPC(freqData, sampleRate, fftSize) {
   return ((bestMidi % 12) + 12) % 12
 }
 
-export default function AudioCapture({ onNote, onChroma, isListening }) {
-  const audioCtxRef    = useRef(null)
-  const pitchAnalyser  = useRef(null)
-  const chordAnalyser  = useRef(null)
-  const timeBufRef     = useRef(null)
-  const freqBufRef     = useRef(null)
-  const detectorRef    = useRef(null)
-  const rafRef         = useRef(null)
-  const streamRef      = useRef(null)
+export default function AudioCapture({ onNote, onChroma, onOnset, isListening, minClarity = 0.80, minVolume = 0.01, onPermissionError, useEssentia = false }) {
+  const audioCtxRef   = useRef(null)
+  const timeBufRef    = useRef(null)
+  const freqBufRef    = useRef(null)
+  const detectorRef   = useRef(null)
+  const rafRef        = useRef(null)
+  const streamRef     = useRef(null)
+  const activeRef     = useRef(false)   // guards against stale tick callbacks
+
+  // All callbacks and thresholds read via refs — so start/stop never need to recreate
+  const onNoteRef            = useRef(onNote)
+  const onChromaRef          = useRef(onChroma)
+  const onOnsetRef           = useRef(onOnset)
+  const onPermissionErrorRef = useRef(onPermissionError)
+  const minClarityRef        = useRef(minClarity)
+  const minVolumeRef         = useRef(minVolume)
+  const useEssentiaRef       = useRef(useEssentia)
+  const smoothRmsRef         = useRef(0)
+  const lastOnsetRef         = useRef(0)
+  useEffect(() => { onNoteRef.current            = onNote            }, [onNote])
+  useEffect(() => { onChromaRef.current          = onChroma          }, [onChroma])
+  useEffect(() => { onOnsetRef.current           = onOnset           }, [onOnset])
+  useEffect(() => { onPermissionErrorRef.current = onPermissionError }, [onPermissionError])
+  useEffect(() => { minClarityRef.current        = minClarity        }, [minClarity])
+  useEffect(() => { minVolumeRef.current         = minVolume         }, [minVolume])
+  useEffect(() => { useEssentiaRef.current       = useEssentia       }, [useEssentia])
+
+  // Pre-load Essentia WASM as soon as the component mounts — it's a singleton,
+  // so repeated calls just return the cached instance.
+  useEffect(() => { initEssentia().catch(console.error) }, [])
 
   const stop = useCallback(() => {
-    if (rafRef.current)      cancelAnimationFrame(rafRef.current)
-    if (streamRef.current)   streamRef.current.getTracks().forEach(t => t.stop())
-    if (audioCtxRef.current) audioCtxRef.current.close()
-    audioCtxRef.current = null
+    activeRef.current = false
+    if (rafRef.current)    { cancelAnimationFrame(rafRef.current); rafRef.current = null }
+    if (streamRef.current) { streamRef.current.getTracks().forEach(t => t.stop()); streamRef.current = null }
+    if (audioCtxRef.current) { audioCtxRef.current.close(); audioCtxRef.current = null }
   }, [])
 
   const start = useCallback(async () => {
     stop()
-    const stream = await navigator.mediaDevices.getUserMedia({ audio: true })
-    streamRef.current = stream
+    let stream
+    try {
+      stream = await navigator.mediaDevices.getUserMedia({ audio: true })
+    } catch (err) {
+      onPermissionErrorRef.current?.(err)
+      return
+    }
+    streamRef.current  = stream
+    activeRef.current  = true
+    smoothRmsRef.current  = 0
+    lastOnsetRef.current  = 0
 
     const ctx = new AudioContext()
     audioCtxRef.current = ctx
@@ -112,8 +141,7 @@ export default function AudioCapture({ onNote, onChroma, isListening }) {
     // Small analyser — pitch detection needs fast time-domain data
     const pa = ctx.createAnalyser()
     pa.fftSize = PITCH_FFT
-    pa.smoothingTimeConstant = 0.0   // no smoothing: pitchy needs clean waveform
-    pitchAnalyser.current = pa
+    pa.smoothingTimeConstant = 0.0
     source.connect(pa)
     timeBufRef.current = new Float32Array(pa.fftSize)
     detectorRef.current = PitchDetector.forFloat32Array(pa.fftSize)
@@ -121,31 +149,52 @@ export default function AudioCapture({ onNote, onChroma, isListening }) {
     // Large analyser — chord detection needs fine frequency resolution
     const ca = ctx.createAnalyser()
     ca.fftSize = CHORD_FFT
-    ca.smoothingTimeConstant = 0.65  // smooth over time for stable chord reading
-    chordAnalyser.current = ca
+    ca.smoothingTimeConstant = 0.5   // reduced from 0.65 — clears faster between chords
     source.connect(ca)
     freqBufRef.current = new Float32Array(ca.frequencyBinCount)
 
     function tick() {
+      if (!activeRef.current) return   // stop() was called — bail immediately
+
       const timeBuf = timeBufRef.current
       pa.getFloatTimeDomainData(timeBuf)
 
       const rms = Math.sqrt(timeBuf.reduce((s, v) => s + v * v, 0) / timeBuf.length)
-      if (rms >= MIN_VOLUME) {
-        // Pitch via McLeod (autocorrelation) — unaffected by FFT bin size
+
+      // Onset detection — RMS spike significantly above smoothed baseline
+      const sr = smoothRmsRef.current
+      smoothRmsRef.current = 0.85 * sr + 0.15 * rms
+      const nowMs = performance.now()
+      if (rms > sr * 2.2 && rms > minVolumeRef.current * 1.5 && nowMs - lastOnsetRef.current > 120) {
+        lastOnsetRef.current = nowMs
+        onOnsetRef.current?.()
+      }
+
+      if (rms >= minVolumeRef.current) {
         const [freq, clarity] = detectorRef.current.findPitch(timeBuf, ctx.sampleRate)
-        if (clarity >= MIN_CLARITY && freq > 60 && freq < 4200) {
+        if (clarity >= minClarityRef.current && freq > 60 && freq < 4200) {
           const midi       = Math.round(12 * Math.log2(freq / 440) + 69)
           const pitchClass = ((midi % 12) + 12) % 12
-          onNote({ noteName: NOTES[pitchClass], pitchClass, freq, midi, clarity })
+          onNoteRef.current({ noteName: NOTES[pitchClass], pitchClass, freq, midi, clarity })
         }
 
-        // Chord chroma from the high-resolution FFT
-        if (onChroma) {
+        if (onChromaRef.current) {
           const freqBuf = freqBufRef.current
           ca.getFloatFrequencyData(freqBuf)
-          onChroma(
-            computeChroma(freqBuf, ctx.sampleRate, ca.fftSize),
+          let chroma
+          const essentia = useEssentiaRef.current ? getEssentia() : null
+          if (essentia) {
+            try {
+              chroma = computeHPCP(essentia, freqBuf, ctx.sampleRate)
+            } catch (err) {
+              console.error('[Essentia] computeHPCP failed, falling back to custom chroma:', err)
+              chroma = computeChroma(freqBuf, ctx.sampleRate, ca.fftSize)
+            }
+          } else {
+            chroma = computeChroma(freqBuf, ctx.sampleRate, ca.fftSize)
+          }
+          onChromaRef.current(
+            chroma,
             detectBassPC(freqBuf, ctx.sampleRate, ca.fftSize)
           )
         }
@@ -154,7 +203,7 @@ export default function AudioCapture({ onNote, onChroma, isListening }) {
       rafRef.current = requestAnimationFrame(tick)
     }
     tick()
-  }, [onNote, onChroma, stop])
+  }, [stop])
 
   useEffect(() => {
     if (isListening) start().catch(console.error)

src/components/BassFretboard.jsx

@@ -0,0 +1,149 @@
+import { getPentatonicScale, getFullScale, getChordTones, NOTES } from '../lib/theory'
+
+// Standard bass tuning (top of diagram = highest string)
+const STRINGS = [
+  { label: 'G', root: 7,  thickness: 1.5 },
+  { label: 'D', root: 2,  thickness: 2   },
+  { label: 'A', root: 9,  thickness: 2.5 },
+  { label: 'E', root: 4,  thickness: 3   },
+]
+
+const NUM_FRETS    = 13
+const FRET_MARKERS = [3, 5, 7, 9]
+const DOUBLE_MARKER = 12
+
+// Layout
+const NUT_X   = 40
+const OPEN_X  = 18
+const FRET_W  = 52
+const STRING_H = 36   // wider spacing than guitar — 4 strings feel more spread
+const PAD_T   = 28
+const PAD_B   = 18
+const BOARD_W = NUT_X + (NUM_FRETS - 1) * FRET_W + 10
+const BOARD_H = PAD_T + 3 * STRING_H + PAD_B
+const DOT_R   = 10
+
+const fretX   = f  => NUT_X + (f - 0.5) * FRET_W
+const stringY = si => PAD_T + si * STRING_H
+
+function noteColor(isChordTone, isPenta, isScale, mono = false) {
+  if (isChordTone) return { fill: '#a855f7', text: '#fff' }
+  if (isPenta)     return mono ? { fill: '#c084fc', text: '#1e1b4b' } : { fill: '#f59e0b', text: '#000' }
+  if (isScale)     return mono ? { fill: '#e9d5ff', text: '#581c87' } : { fill: '#374151', text: '#d1d5db' }
+  return null
+}
+
+export default function BassFretboard({ keyInfo, currentChord, monoColor = false }) {
+  const { root, mode } = keyInfo ?? {}
+
+  if (!root) return null
+
+  const pentaSet = new Set(getPentatonicScale(root, mode).map(n => NOTES.indexOf(n)))
+  const scaleSet = new Set(getFullScale(root, mode).map(n => NOTES.indexOf(n)))
+  const chordSet = currentChord
+    ? new Set(getChordTones(currentChord).map(n => NOTES.indexOf(n)))
+    : new Set()
+
+  return (
+    <div className="bg-panel border border-border rounded-2xl p-6">
+      <p className="text-sm text-gray-500 uppercase tracking-widest mb-4">
+        Bass — {root} {mode}
+        {currentChord && <span className="text-amber-400 ml-2">/ {currentChord}</span>}
+      </p>
+
+      <div>
+        <svg
+          viewBox={`0 0 ${BOARD_W} ${BOARD_H}`}
+          width="100%"
+          height="auto"
+          style={{ display: 'block' }}
+        >
+          {/* Fretboard background */}
+          <rect x={NUT_X} y={PAD_T - 6} width={BOARD_W - NUT_X - 4} height={3 * STRING_H + 12}
+            fill="#1a120b" rx={2} />
+
+          {/* Position marker dots (centred between strings 1–2) */}
+          {FRET_MARKERS.map(f => (
+            <circle key={f}
+              cx={fretX(f)} cy={PAD_T + 1.5 * STRING_H}
+              r={5} fill="#3a2a1a" />
+          ))}
+          {/* Double dot at 12 */}
+          <circle cx={fretX(DOUBLE_MARKER)} cy={PAD_T + 0.5 * STRING_H} r={5} fill="#3a2a1a" />
+          <circle cx={fretX(DOUBLE_MARKER)} cy={PAD_T + 2.5 * STRING_H} r={5} fill="#3a2a1a" />
+
+          {/* Fret lines */}
+          {Array.from({ length: NUM_FRETS - 1 }, (_, i) => i + 1).map(f => (
+            <line key={f}
+              x1={NUT_X + f * FRET_W} y1={PAD_T - 6}
+              x2={NUT_X + f * FRET_W} y2={PAD_T + 3 * STRING_H + 6}
+              stroke={f === DOUBLE_MARKER ? '#888' : '#4a3a2a'}
+              strokeWidth={f === DOUBLE_MARKER ? 2 : 1} />
+          ))}
+
+          {/* Nut */}
+          <line x1={NUT_X} y1={PAD_T - 6} x2={NUT_X} y2={PAD_T + 3 * STRING_H + 6}
+            stroke="#c0b090" strokeWidth={4} />
+
+          {/* Strings — thicker as pitch drops */}
+          {STRINGS.map((s, si) => (
+            <line key={si}
+              x1={OPEN_X - DOT_R - 2} y1={stringY(si)}
+              x2={BOARD_W - 8}        y2={stringY(si)}
+              stroke="#9ca3af"
+              strokeWidth={s.thickness} />
+          ))}
+
+          {/* Fret numbers */}
+          {[3, 5, 7, 9, 12].map(f => (
+            <text key={f}
+              x={fretX(f)} y={PAD_T - 10}
+              textAnchor="middle" fontSize={10} fill="#6b7280"
+            >{f}</text>
+          ))}
+
+          {/* String labels */}
+          {STRINGS.map((s, si) => (
+            <text key={si}
+              x={6} y={stringY(si) + 4}
+              textAnchor="middle" fontSize={10} fill="#6b7280"
+            >{s.label}</text>
+          ))}
+
+          {/* Note dots */}
+          {STRINGS.flatMap((str, si) =>
+            Array.from({ length: NUM_FRETS }, (_, fi) => {
+              const pc    = (str.root + fi) % 12
+              const color = noteColor(chordSet.has(pc), pentaSet.has(pc), scaleSet.has(pc), monoColor)
+              if (!color) return null
+
+              const cx = fi === 0 ? OPEN_X : fretX(fi)
+              const cy = stringY(si)
+
+              return (
+                <g key={`${si}-${fi}`}>
+                  <circle cx={cx} cy={cy} r={DOT_R} fill={color.fill} />
+                  <text
+                    x={cx} y={cy + 4}
+                    textAnchor="middle"
+                    fontSize={9}
+                    fontWeight="600"
+                    fill={color.text}
+                  >
+                    {NOTES[pc]}
+                  </text>
+                </g>
+              )
+            })
+          )}
+        </svg>
+      </div>
+
+      <div className="mt-3 flex gap-5 text-xs text-gray-500">
+        <span><span className="text-accent">●</span> Chord tone</span>
+        <span style={{ color: monoColor ? '#c084fc' : '#f59e0b' }}>●</span><span> Pentatonic</span>
+        <span style={{ color: monoColor ? '#e9d5ff' : '#6b7280' }}>●</span><span> Scale</span>
+      </div>
+    </div>
+  )
+}

src/components/DebugView.jsx

@@ -0,0 +1,303 @@
+import { getScale, getChordTones, NOTES } from '../lib/theory'
+
+// ─── SVG Piano — 2 octaves (C3–B4) ───────────────────────────────────────────
+const KEY_W   = 30
+const KEY_H   = 80
+const BLACK_W = 18
+const BLACK_H = 50
+const PIANO_W = 14 * KEY_W
+
+const WHITE_OCT = [0, 2, 4, 5, 7, 9, 11]  // pitch classes per octave
+const BLACK_OCT = [
+  { pc: 1, wi: 0 }, { pc: 3, wi: 1 }, { pc: 6, wi: 3 },
+  { pc: 8, wi: 4 }, { pc: 10, wi: 5 },
+]
+const WHITE_LABELS = ['C3','D3','E3','F3','G3','A3','B3','C4','D4','E4','F4','G4','A4','B4']
+
+function PianoSVG({ values, keyNotes, chordNotes, keyH = KEY_H, showPct = false }) {
+  const max = Math.max(...values, 0.01)
+  const wKeys = []
+  const bKeys = []
+  for (let oct = 0; oct < 2; oct++) {
+    WHITE_OCT.forEach((pc, wi) => wKeys.push({ pc, wi: oct * 7 + wi }))
+    BLACK_OCT.forEach(({ pc, wi }) => bKeys.push({ pc, wi: oct * 7 + wi }))
+  }
+  const svgH = keyH + 6 + (showPct ? 16 : 0)
+
+  return (
+    <svg viewBox={`0 0 ${PIANO_W} ${svgH}`} width="100%" style={{ display: 'block' }}>
+      {/* White keys */}
+      {wKeys.map(({ pc, wi }) => {
+        const energy  = values[pc] / max
+        const inChord = chordNotes?.has(pc)
+        const inKey   = keyNotes?.has(pc)
+        const x = wi * KEY_W
+        const fillColor = inChord
+          ? `rgba(167,139,250,${0.12 + energy * 0.88})`
+          : inKey
+          ? `rgba(251,191,36,${0.1 + energy * 0.7})`
+          : `rgba(180,180,190,${0.05 + energy * 0.2})`
+        const pct = showPct ? Math.round(values[pc] * 100) : 0
+
+        return (
+          <g key={`w${wi}`}>
+            <rect x={x+1} y={3} width={KEY_W-2} height={keyH}
+              rx={3} fill="rgb(20,20,26)" stroke="rgba(255,255,255,0.08)" strokeWidth={1} />
+            {energy > 0.04 && (
+              <rect
+                x={x+1} y={3 + keyH * (1 - Math.min(energy, 1) * 0.85)}
+                width={KEY_W-2} height={keyH * Math.min(energy, 1) * 0.85}
+                rx={2} fill={fillColor} />
+            )}
+            <text x={x + KEY_W/2} y={keyH - 4} textAnchor="middle" fontSize={8}
+              fill={inKey || inChord ? 'rgba(200,200,210,0.9)' : 'rgba(90,90,100,0.8)'}>
+              {WHITE_LABELS[wi]}
+            </text>
+            {showPct && pct > 0 && (
+              <text x={x + KEY_W/2} y={keyH + 14} textAnchor="middle" fontSize={8}
+                fill={inKey ? 'rgb(251,191,36)' : 'rgba(100,100,110,0.8)'}>
+                {pct}%
+              </text>
+            )}
+          </g>
+        )
+      })}
+
+      {/* Black keys */}
+      {bKeys.map(({ pc, wi }, i) => {
+        const energy  = values[pc] / max
+        const inChord = chordNotes?.has(pc)
+        const inKey   = keyNotes?.has(pc)
+        const x = wi * KEY_W + KEY_W - BLACK_W / 2
+        const bg = inChord
+          ? `rgba(139,92,246,${0.4 + energy * 0.6})`
+          : inKey
+          ? `rgba(180,130,0,${0.35 + energy * 0.55})`
+          : `rgba(12,12,16,0.95)`
+
+        return (
+          <g key={`b${i}`}>
+            <rect x={x} y={3} width={BLACK_W} height={BLACK_H}
+              rx={2} fill={bg} stroke="rgba(255,255,255,0.06)" strokeWidth={1} />
+            <text x={x + BLACK_W/2} y={BLACK_H - 5} textAnchor="middle" fontSize={7}
+              fill={inKey || inChord ? 'rgba(210,210,220,0.85)' : 'rgba(110,110,120,0.6)'}>
+              {NOTES[pc]}
+            </text>
+          </g>
+        )
+      })}
+    </svg>
+  )
+}
+
+// ─── Mini fretboard — guitar mode chroma view ─────────────────────────────────
+const STRINGS = [
+  { label: 'e', root: 4 },
+  { label: 'B', root: 11 },
+  { label: 'G', root: 7 },
+  { label: 'D', root: 2 },
+  { label: 'A', root: 9 },
+  { label: 'E', root: 4 },
+]
+const MF_NUT_X  = 22
+const MF_OPEN_X = 10
+const MF_FRET_W = 28
+const MF_STR_H  = 16
+const MF_PAD_T  = 16
+const MF_PAD_B  = 8
+const MF_FRETS  = 13  // frets 0–12
+const MF_DOT_R  = 6
+const MF_W = MF_NUT_X + (MF_FRETS - 1) * MF_FRET_W + 10
+const MF_H = MF_PAD_T + 5 * MF_STR_H + MF_PAD_B
+
+const mfFretX   = f  => MF_NUT_X + (f - 0.5) * MF_FRET_W
+const mfStringY = si => MF_PAD_T + si * MF_STR_H
+
+function MiniFretboard({ values, keyNotes, chordNotes }) {
+  const max = Math.max(...values, 0.01)
+
+  return (
+    <svg viewBox={`0 0 ${MF_W} ${MF_H}`} width="100%" style={{ display: 'block' }}>
+      {/* Board background */}
+      <rect x={MF_NUT_X} y={MF_PAD_T - 5}
+        width={MF_W - MF_NUT_X - 6} height={5 * MF_STR_H + 10}
+        fill="#1a120b" rx={2} />
+
+      {/* Fret position dots */}
+      {[3, 5, 7, 9].map(f => (
+        <circle key={f} cx={mfFretX(f)} cy={MF_PAD_T + 2.5 * MF_STR_H} r={3} fill="#3a2a1a" />
+      ))}
+      <circle cx={mfFretX(12)} cy={MF_PAD_T + 1.5 * MF_STR_H} r={3} fill="#3a2a1a" />
+      <circle cx={mfFretX(12)} cy={MF_PAD_T + 3.5 * MF_STR_H} r={3} fill="#3a2a1a" />
+
+      {/* Fret lines */}
+      {Array.from({ length: MF_FRETS - 1 }, (_, i) => i + 1).map(f => (
+        <line key={f}
+          x1={MF_NUT_X + f * MF_FRET_W} y1={MF_PAD_T - 5}
+          x2={MF_NUT_X + f * MF_FRET_W} y2={MF_PAD_T + 5 * MF_STR_H + 5}
+          stroke="#4a3a2a" strokeWidth={1} />
+      ))}
+
+      {/* Nut */}
+      <line x1={MF_NUT_X} y1={MF_PAD_T - 5} x2={MF_NUT_X} y2={MF_PAD_T + 5 * MF_STR_H + 5}
+        stroke="#c0b090" strokeWidth={3} />
+
+      {/* Strings */}
+      {STRINGS.map((_, si) => (
+        <line key={si}
+          x1={MF_OPEN_X - MF_DOT_R - 2} y1={mfStringY(si)}
+          x2={MF_W - 6} y2={mfStringY(si)}
+          stroke="#9ca3af"
+          strokeWidth={si < 2 ? 0.8 : si < 4 ? 1.2 : 1.8} />
+      ))}
+
+      {/* Fret numbers */}
+      {[3, 5, 7, 9, 12].map(f => (
+        <text key={f} x={mfFretX(f)} y={MF_PAD_T - 5}
+          textAnchor="middle" fontSize={8} fill="#6b7280">{f}</text>
+      ))}
+
+      {/* String labels */}
+      {STRINGS.map((s, si) => (
+        <text key={si} x={5} y={mfStringY(si) + 3.5}
+          textAnchor="middle" fontSize={9} fill="#6b7280">{s.label}</text>
+      ))}
+
+      {/* Note dots — colored by energy */}
+      {STRINGS.flatMap((str, si) =>
+        Array.from({ length: MF_FRETS }, (_, fi) => {
+          const pc      = (str.root + fi) % 12
+          const energy  = values[pc] / max
+          const inChord = chordNotes?.has(pc)
+          const inKey   = keyNotes?.has(pc)
+          if (!inChord && !inKey && energy < 0.12) return null
+
+          const cx = fi === 0 ? MF_OPEN_X : mfFretX(fi)
+          const cy = mfStringY(si)
+
+          let fill, textFill
+          if (inChord) {
+            fill = `rgba(168,85,247,${0.3 + energy * 0.7})`
+            textFill = '#fff'
+          } else if (inKey) {
+            fill = `rgba(245,158,11,${0.2 + energy * 0.75})`
+            textFill = 'rgba(0,0,0,0.85)'
+          } else {
+            fill = `rgba(100,100,120,${energy * 0.7})`
+            textFill = 'rgba(180,180,190,0.7)'
+          }
+
+          return (
+            <g key={`${si}-${fi}`}>
+              {energy > 0.3 && (inChord || inKey) && (
+                <circle cx={cx} cy={cy} r={MF_DOT_R + 4}
+                  fill={inChord ? 'rgba(168,85,247,0.25)' : 'rgba(245,158,11,0.2)'}
+                  style={{ filter: 'blur(4px)' }} />
+              )}
+              <circle cx={cx} cy={cy} r={MF_DOT_R} fill={fill} />
+              <text x={cx} y={cy + 3.5} textAnchor="middle" fontSize={7} fontWeight="600" fill={textFill}>
+                {NOTES[pc]}
+              </text>
+            </g>
+          )
+        })
+      )}
+    </svg>
+  )
+}
+
+// ─── Main component ───────────────────────────────────────────────────────────
+export default function DebugView({ chroma, chordCandidates, noteAnalysis, keyInfo, currentChord, instrument = 'guitar' }) {
+  const keyPCs   = new Set(keyInfo ? getScale(keyInfo.root, keyInfo.mode).map(n => NOTES.indexOf(n)) : [])
+  const chordPCs = new Set(currentChord ? getChordTones(currentChord).map(n => NOTES.indexOf(n)) : [])
+
+  const chromaArr   = chroma       ? [...chroma]       : new Array(12).fill(0)
+  const histFreq    = noteAnalysis ? noteAnalysis.freq  : new Array(12).fill(0)
+  const topKeys     = noteAnalysis ? noteAnalysis.topKeys : []
+  const topScore    = chordCandidates[0]?.score ?? 1
+  const topKeyScore = topKeys[0]?.score ?? 1
+
+  return (
+    <div className="bg-panel border border-border rounded-2xl p-4 flex flex-col gap-4">
+      <p className="text-xs text-gray-500 uppercase tracking-widest shrink-0">Behind the Scenes</p>
+
+      {/* ── Live chroma visualization (instrument-synced) ── */}
+      <div>
+        <p className="text-xs text-gray-600 uppercase tracking-widest mb-2">Live chroma — what the engine hears right now</p>
+        {instrument === 'guitar'
+          ? <MiniFretboard values={chromaArr} keyNotes={keyPCs} chordNotes={chordPCs} />
+          : <PianoSVG values={chromaArr} keyNotes={keyPCs} chordNotes={chordPCs} keyH={90} />
+        }
+      </div>
+
+      {/* ── Bottom three columns ── */}
+      <div className="grid grid-cols-[2fr_1.5fr_1fr] gap-5">
+
+        {/* Col 1: Chord candidates */}
+        <div>
+          <p className="text-xs text-gray-600 uppercase tracking-widest mb-2">Chord candidates</p>
+          <div className="flex flex-col gap-1">
+            {chordCandidates.length === 0 && (
+              <p className="text-gray-700 text-xs">No signal detected</p>
+            )}
+            {chordCandidates.map((c, i) => (
+              <div
+                key={c.name}
+                className={`flex items-center gap-2 px-2 py-1.5 rounded-lg ${
+                  i === 0 ? 'bg-accent/10 border border-accent/25' : 'border border-transparent'
+                }`}
+              >
+                <span className="text-xs text-gray-600 w-3 shrink-0">{i + 1}</span>
+                <span className={`text-sm font-bold w-14 shrink-0 ${i === 0 ? 'text-white' : 'text-gray-400'}`}>
+                  {c.name}
+                </span>
+                <div className="flex-1 h-1.5 bg-gray-800 rounded-full overflow-hidden">
+                  <div
+                    className={`h-full rounded-full transition-all duration-300 ${i === 0 ? 'bg-accent' : 'bg-gray-600'}`}
+                    style={{ width: `${(c.score / topScore) * 100}%` }}
+                  />
+                </div>
+                <span className="text-xs text-gray-500 w-8 text-right tabular-nums">{c.score.toFixed(2)}</span>
+                <div className="flex gap-1 w-14 justify-end">
+                  {c.diatonic  && <span className="text-[9px] px-1 rounded bg-green-900/50 text-green-400">key</span>}
+                  {c.bassBonus > 0 && <span className="text-[9px] px-1 rounded bg-blue-900/50 text-blue-400">bass</span>}
+                </div>
+              </div>
+            ))}
+          </div>
+        </div>
+
+        {/* Col 2: Note history piano with % labels */}
+        <div>
+          <p className="text-xs text-gray-600 uppercase tracking-widest mb-2">Note history — key evidence</p>
+          <PianoSVG values={histFreq} keyNotes={keyPCs} chordNotes={chordPCs} keyH={70} showPct={true} />
+        </div>
+
+        {/* Col 3: Key candidates */}
+        <div>
+          <p className="text-xs text-gray-600 uppercase tracking-widest mb-2">Key match scores</p>
+          <div className="flex flex-col gap-1.5">
+            {topKeys.length === 0 && (
+              <p className="text-gray-700 text-xs">Not enough history</p>
+            )}
+            {topKeys.map((k, i) => (
+              <div key={`${k.root}-${k.mode}`} className="flex items-center gap-2">
+                <span className={`text-xs w-16 shrink-0 ${i === 0 ? 'text-white font-semibold' : 'text-gray-500'}`}>
+                  {k.root} {k.mode === 'major' ? 'maj' : 'min'}
+                </span>
+                <div className="flex-1 h-1 bg-gray-800 rounded-full overflow-hidden">
+                  <div
+                    className={`h-full rounded-full ${i === 0 ? 'bg-amber-400' : 'bg-gray-600'}`}
+                    style={{ width: `${Math.max(0, (k.score / topKeyScore) * 100)}%` }}
+                  />
+                </div>
+                <span className="text-[10px] text-gray-600 tabular-nums w-8 text-right">{k.score.toFixed(2)}</span>
+              </div>
+            ))}
+          </div>
+        </div>
+
+      </div>
+    </div>
+  )
+}

src/components/Fretboard.jsx

@@ -30,14 +30,14 @@ const fretX = f => NUT_X + (f - 0.5) * FRET_W
 // y centre of string si (0 = high e, 5 = low E)
 const stringY = si => PAD_T + si * STRING_H
 
-function noteColor(isChordTone, isPenta, isScale) {
-  if (isChordTone) return { fill: '#f59e0b', text: '#000' }   // amber
-  if (isPenta)     return { fill: '#a855f7', text: '#fff' }   // purple
-  if (isScale)     return { fill: '#374151', text: '#d1d5db' } // grey
+function noteColor(isChordTone, isPenta, isScale, mono = false) {
+  if (isChordTone) return { fill: '#a855f7', text: '#fff' }
+  if (isPenta)     return mono ? { fill: '#c084fc', text: '#1e1b4b' } : { fill: '#f59e0b', text: '#000' }
+  if (isScale)     return mono ? { fill: '#e9d5ff', text: '#581c87' } : { fill: '#374151', text: '#d1d5db' }
   return null
 }
 
-export default function Fretboard({ keyInfo, currentChord, pentatonicOnly = false }) {
+export default function Fretboard({ keyInfo, currentChord, pentatonicOnly = false, monoColor = false }) {
   const { root, mode } = keyInfo ?? {}
 
   if (!root) return null
@@ -57,11 +57,12 @@ export default function Fretboard({ keyInfo, currentChord, pentatonicOnly = fals
         {currentChord && <span className="text-amber-400 ml-2">/ {currentChord}</span>}
       </p>
 
-      <div className="overflow-x-auto">
+      <div>
         <svg
-          width={BOARD_W}
-          height={BOARD_H}
-          style={{ display: 'block', minWidth: BOARD_W }}
+          viewBox={`0 0 ${BOARD_W} ${BOARD_H}`}
+          width="100%"
+          height="auto"
+          style={{ display: 'block' }}
         >
           {/* Fretboard background */}
           <rect x={NUT_X} y={PAD_T - 6} width={BOARD_W - NUT_X - 4} height={5 * STRING_H + 12}
@@ -119,7 +120,7 @@ export default function Fretboard({ keyInfo, currentChord, pentatonicOnly = fals
           {STRINGS.flatMap((str, si) =>
             Array.from({ length: NUM_FRETS }, (_, fi) => {
               const pc = (str.root + fi) % 12
-              const color = noteColor(chordSet.has(pc), pentaSet.has(pc), scaleSet.has(pc))
+              const color = noteColor(chordSet.has(pc), pentaSet.has(pc), scaleSet.has(pc), monoColor)
               if (!color) return null
 
               const cx = fi === 0 ? OPEN_X : fretX(fi)
@@ -145,9 +146,9 @@ export default function Fretboard({ keyInfo, currentChord, pentatonicOnly = fals
       </div>
 
       <div className="mt-3 flex gap-5 text-xs text-gray-500">
-        <span><span className="text-amber-400">●</span> Chord tone</span>
-        <span><span className="text-accent">●</span> Pentatonic</span>
-        <span><span className="text-gray-500">●</span> Scale</span>
+        <span><span className="text-accent">●</span> Chord tone</span>
+        <span style={{ color: monoColor ? '#c084fc' : '#f59e0b' }}>●</span><span> Pentatonic</span>
+        <span style={{ color: monoColor ? '#e9d5ff' : '#6b7280' }}>●</span><span> Scale</span>
       </div>
     </div>
   )

src/components/Piano.jsx

@@ -0,0 +1,142 @@
+import { getPentatonicScale, getFullScale, getChordTones, NOTES } from '../lib/theory'
+
+// White keys in order within an octave, mapped to pitch class
+const WHITE_KEYS = [
+  { pc: 0, label: 'C' },
+  { pc: 2, label: 'D' },
+  { pc: 4, label: 'E' },
+  { pc: 5, label: 'F' },
+  { pc: 7, label: 'G' },
+  { pc: 9, label: 'A' },
+  { pc: 11, label: 'B' },
+]
+
+// Black keys: position (in white-key units from left of octave) and pitch class
+const BLACK_KEYS = [
+  { pc: 1,  offset: 0.7 },  // C#
+  { pc: 3,  offset: 1.7 },  // D#
+  { pc: 6,  offset: 3.7 },  // F#
+  { pc: 8,  offset: 4.7 },  // G#
+  { pc: 10, offset: 5.7 },  // A#
+]
+
+const OCTAVES    = 2          // number of octaves shown
+const KEY_W      = 40         // white key width
+const KEY_H      = 130        // white key height
+const BLACK_W    = 26         // black key width
+const BLACK_H    = 82         // black key height
+const LABEL_Y    = KEY_H - 10 // y of note label on white key
+const BLACK_LABEL_Y = BLACK_H - 8
+
+function keyColor(isChordTone, isPenta, isScale, isBlack, mono = false) {
+  if (isChordTone) return { fill: '#a855f7', text: '#fff' }
+  if (isPenta)     return mono ? { fill: '#c084fc', text: '#1e1b4b' } : { fill: '#f59e0b', text: '#000' }
+  if (isScale)     return mono ? { fill: '#e9d5ff', text: '#581c87' } : { fill: '#374151', text: '#d1d5db' }
+  return isBlack
+    ? { fill: '#1f1f1f', text: '#6b7280' }
+    : { fill: '#f5f5f5', text: '#6b7280' }
+}
+
+export default function Piano({ keyInfo, currentChord, monoColor = false }) {
+  const { root, mode } = keyInfo ?? {}
+  if (!root) return null
+
+  const pentaSet = new Set(getPentatonicScale(root, mode).map(n => NOTES.indexOf(n)))
+  const scaleSet = new Set(getFullScale(root, mode).map(n => NOTES.indexOf(n)))
+  const chordSet = currentChord
+    ? new Set(getChordTones(currentChord).map(n => NOTES.indexOf(n)))
+    : new Set()
+
+  const totalWhite = WHITE_KEYS.length * OCTAVES
+  const svgW = totalWhite * KEY_W + 2
+  const svgH = KEY_H + 20  // +20 for octave labels
+
+  return (
+    <div className="bg-panel border border-border rounded-2xl p-6">
+      <p className="text-sm text-gray-500 uppercase tracking-widest mb-4">
+        Piano — {root} {mode}
+        {currentChord && <span className="text-amber-400 ml-2">/ {currentChord}</span>}
+      </p>
+
+      <div>
+        <svg viewBox={`0 0 ${svgW} ${svgH}`} width="100%" height="auto" style={{ display: 'block' }}>
+
+          {/* White keys */}
+          {Array.from({ length: OCTAVES }, (_, oct) =>
+            WHITE_KEYS.map((k, wi) => {
+              const x = (oct * WHITE_KEYS.length + wi) * KEY_W + 1
+              const isChordTone = chordSet.has(k.pc)
+              const isPenta     = pentaSet.has(k.pc)
+              const isScale     = scaleSet.has(k.pc)
+              const { fill, text } = keyColor(isChordTone, isPenta, isScale, false, monoColor)
+              return (
+                <g key={`w-${oct}-${wi}`}>
+                  <rect
+                    x={x} y={0}
+                    width={KEY_W - 1} height={KEY_H}
+                    fill={fill}
+                    rx={3}
+                    stroke="#2a2a2a"
+                    strokeWidth={1}
+                  />
+                  {(isChordTone || isPenta || isScale) && (
+                    <text
+                      x={x + KEY_W / 2} y={LABEL_Y}
+                      textAnchor="middle"
+                      fontSize={9}
+                      fontWeight="600"
+                      fill={text}
+                    >
+                      {k.label}
+                    </text>
+                  )}
+                </g>
+              )
+            })
+          )}
+
+          {/* Black keys (drawn on top) */}
+          {Array.from({ length: OCTAVES }, (_, oct) =>
+            BLACK_KEYS.map((k, bi) => {
+              const x = (oct * WHITE_KEYS.length + k.offset) * KEY_W + 1
+              const isChordTone = chordSet.has(k.pc)
+              const isPenta     = pentaSet.has(k.pc)
+              const isScale     = scaleSet.has(k.pc)
+              const { fill, text } = keyColor(isChordTone, isPenta, isScale, true, monoColor)
+              return (
+                <g key={`b-${oct}-${bi}`}>
+                  <rect
+                    x={x} y={0}
+                    width={BLACK_W} height={BLACK_H}
+                    fill={fill}
+                    rx={2}
+                    stroke="#111"
+                    strokeWidth={1}
+                  />
+                  {(isChordTone || isPenta || isScale) && (
+                    <text
+                      x={x + BLACK_W / 2} y={BLACK_LABEL_Y}
+                      textAnchor="middle"
+                      fontSize={8}
+                      fontWeight="600"
+                      fill={text}
+                    >
+                      {NOTES[k.pc]}
+                    </text>
+                  )}
+                </g>
+              )
+            })
+          )}
+
+        </svg>
+      </div>
+
+      <div className="mt-3 flex gap-5 text-xs text-gray-500">
+        <span><span className="text-accent">●</span> Chord tone</span>
+        <span><span style={{ color: monoColor ? '#c084fc' : '#f59e0b' }}>●</span> Pentatonic</span>
+        <span><span style={{ color: monoColor ? '#e9d5ff' : '#6b7280' }}>●</span> Scale</span>
+      </div>
+    </div>
+  )
+}

src/components/ProgressionBanner.jsx

@@ -0,0 +1,147 @@
+import { useRef, useEffect } from 'react'
+import { toRomanNumeral } from '../lib/theory'
+
+const HISTORY_SHOWN = 8
+
+function findLoopPosition(chordHistory, progression) {
+  if (!progression?.length || !chordHistory.length) return -1
+  const last = chordHistory[chordHistory.length - 1]
+  for (let p = progression.length - 1; p >= 0; p--) {
+    if (progression[p] !== last) continue
+    let match = true
+    for (let i = 1; i < Math.min(p + 1, chordHistory.length); i++) {
+      if (progression[p - i] !== chordHistory[chordHistory.length - 1 - i]) { match = false; break }
+    }
+    if (match) return p
+  }
+  return progression.indexOf(last)
+}
+
+export default function ProgressionBanner({ chordHistory, keyInfo, detectedProgression, currentChord }) {
+  const { root, mode, confidence } = keyInfo ?? {}
+
+  const visible = chordHistory.slice(-HISTORY_SHOWN)
+  const current = visible[visible.length - 1]
+  const loopPos = findLoopPosition(chordHistory, detectedProgression)
+  const currentRN = root && current ? toRomanNumeral(current, root, mode) : ''
+
+  const currentRef = useRef(null)
+  const prevChord  = useRef(null)
+  useEffect(() => {
+    if (current && current !== prevChord.current && currentRef.current) {
+      currentRef.current.animate(
+        [{ opacity: 0, transform: 'scale(0.85)' }, { opacity: 1, transform: 'scale(1)' }],
+        { duration: 200, easing: 'ease-out', fill: 'forwards' }
+      )
+      prevChord.current = current
+    }
+  }, [current])
+
+  return (
+    <div className="bg-panel border border-border rounded-2xl p-4 mb-3 flex gap-4">
+
+      {/* ── Left: key + chord history + loop ── */}
+      <div className="w-full lg:w-[70%] min-w-0 flex flex-col gap-2">
+
+        {/* Key + history on one row */}
+        <div className="flex items-end gap-3">
+          <div className="shrink-0 flex items-baseline gap-1.5">
+            {root ? (
+              <>
+                <span className="text-2xl font-bold text-accent">{root}</span>
+                <span className="text-gray-400 text-sm">{mode}</span>
+                {confidence && (
+                  <span className="text-xs text-gray-600">{Math.round(confidence * 100)}%</span>
+                )}
+              </>
+            ) : (
+              <span className="text-gray-600 text-sm">Detecting key…</span>
+            )}
+          </div>
+
+          <div className="w-px h-6 bg-border shrink-0" />
+
+          {!chordHistory.length ? (
+            <p className="text-gray-600 text-sm">Start listening…</p>
+          ) : (
+            <div className="flex items-end gap-1 overflow-x-auto pb-1">
+              {visible.map((chord, i) => {
+                const isCurrent = i === visible.length - 1
+                const age       = visible.length - 1 - i
+                const opacity   = Math.max(0.25, 1 - age * 0.09)
+                const rn        = root ? toRomanNumeral(chord, root, mode) : ''
+                return (
+                  <div
+                    key={i}
+                    ref={isCurrent ? currentRef : null}
+                    style={{ opacity }}
+                    className={`flex flex-col items-center shrink-0 px-2 py-1 rounded-xl transition-colors duration-200 ${
+                      isCurrent
+                        ? 'bg-accent/10 border border-accent/40 ring-1 ring-accent/20'
+                        : 'border border-transparent'
+                    }`}
+                  >
+                    <span className={`font-black leading-none tracking-tight ${
+                      isCurrent ? 'text-3xl text-accent' : 'text-xl text-gray-200'
+                    }`}>
+                      {chord}
+                    </span>
+                    <span className={`text-xs font-semibold mt-0.5 ${
+                      isCurrent ? 'text-amber-400' : 'text-gray-500'
+                    }`}>
+                      {rn || '\u00A0'}
+                    </span>
+                  </div>
+                )
+              })}
+            </div>
+          )}
+        </div>
+
+        {/* Loop */}
+        {detectedProgression && (
+          <div className="flex items-center gap-1.5 flex-wrap">
+            <span className="text-xs text-gray-500">♻</span>
+            {detectedProgression.map((chord, i) => {
+              const isActive = i === loopPos
+              const rn = root ? toRomanNumeral(chord, root, mode) : chord
+              return (
+                <div
+                  key={i}
+                  className={`flex flex-col items-center px-2 py-0.5 rounded-lg border transition-all duration-200 ${
+                    isActive
+                      ? 'bg-accent/20 border-accent shadow-[0_0_10px_rgba(168,85,247,0.3)]'
+                      : 'bg-border border-border'
+                  }`}
+                >
+                  <span className={`text-sm font-bold leading-none ${isActive ? 'text-accent' : 'text-gray-300'}`}>
+                    {chord}
+                  </span>
+                  <span className={`text-xs ${isActive ? 'text-amber-400' : 'text-gray-600'}`}>{rn}</span>
+                </div>
+              )
+            })}
+            <span className="text-gray-600 text-xs">→ loop</span>
+          </div>
+        )}
+      </div>
+
+      {/* ── Divider ── */}
+      <div className="hidden lg:block w-px bg-border shrink-0" />
+
+      {/* ── Right: big chord ── */}
+      <div className="hidden lg:flex w-[30%] flex-col items-center justify-center gap-1">
+        {current ? (
+          <>
+            <p className="text-xs text-gray-600 uppercase tracking-widest">Now Playing</p>
+            <div className="text-6xl font-black text-amber-400 leading-none">{current}</div>
+            <div className="text-sm text-gray-500">{currentRN}</div>
+          </>
+        ) : (
+          <p className="text-gray-600 text-xs text-center">Play a chord</p>
+        )}
+      </div>
+
+    </div>
+  )
+}

src/components/ProgressionSuggestions.jsx

@@ -0,0 +1,186 @@
+import { useState, useEffect } from 'react'
+import { getSuggestedProgressions, getChordsInKey, toRomanNumeral, NOTES, NOTES_FLAT } from '../lib/theory'
+
+// ─── Mood map ─────────────────────────────────────────────────────────────────
+const MOOD = {
+  'I':    'Resolved',   'i':    'Settled',
+  'II':   'Lifted',     'ii':   'Yearning',
+  'III':  'Hopeful',    'iii':  'Tender',
+  'IV':   'Uplifting',  'iv':   'Longing',
+  'V':    'Tense',      'v':    'Unsettled',
+  'VI':   'Bright',     'vi':   'Melancholic',
+  'VII':  'Driving',    'vii':  'Uneasy',
+  '♭VII': 'Bluesy',     'bVII': 'Bluesy',
+  '♭VI':  'Dramatic',   'bVI':  'Dramatic',
+  '♭III': 'Epic',       '♭II':  'Mysterious',
+}
+
+function getMood(rn) {
+  return MOOD[rn] ?? MOOD[rn?.replace(/[0-9]/g, '')] ?? 'Adventurous'
+}
+
+// ─── Genre accent colors ──────────────────────────────────────────────────────
+const GENRE_COLOR = {
+  'Pop':      'text-pink-400',
+  'Blues':    'text-blue-400',
+  'Folk':     'text-green-400',
+  'Jazz':     'text-yellow-400',
+  'Rock':     'text-red-400',
+  "'50s":     'text-orange-400',
+  'Flamenco': 'text-rose-400',
+  'Circle ↑': 'text-cyan-400',
+  'Circle ↓': 'text-teal-400',
+  'Relative': 'text-violet-400',
+  'Thirds':   'text-indigo-400',
+}
+
+// ─── Helpers ──────────────────────────────────────────────────────────────────
+function noteIndex(note) {
+  const i = NOTES.indexOf(note)
+  return i >= 0 ? i : NOTES_FLAT.indexOf(note)
+}
+
+function chordRoot(chord) {
+  const m = chord.match(/^([A-G][b#]?)/)
+  return m ? m[1] : null
+}
+
+// ─── Circle-of-fifths padding ─────────────────────────────────────────────────
+// Moves tried in order to fill up to 6 total suggestions:
+//   +7  perfect 5th up   (dominant direction — most common resolution)
+//   +5  perfect 4th up   (subdominant direction)
+//   +9  major/minor 6th  (relative minor/major feel)
+//   +3  minor 3rd up     (mediant movement, dark → light)
+const COF_MOVES = [
+  { semitones: 7, genre: 'Circle ↑' },
+  { semitones: 5, genre: 'Circle ↓' },
+  { semitones: 9, genre: 'Relative' },
+  { semitones: 3, genre: 'Thirds'   },
+]
+
+function cofSuggestions(currentChord, root, mode, exclude) {
+  const rootPc = noteIndex(chordRoot(currentChord) ?? '')
+  if (rootPc < 0) return []
+
+  const diatonic = getChordsInKey(root, mode)
+  const results  = []
+
+  for (const { semitones, genre } of COF_MOVES) {
+    const targetPc = ((rootPc + semitones) % 12 + 12) % 12
+    const match = diatonic.find(c => {
+      const r = chordRoot(c)
+      return r !== null && noteIndex(r) === targetPc
+    })
+    if (!match || exclude.has(match)) continue
+    const rn = toRomanNumeral(match, root, mode)
+    results.push({ genre, chord: match, rn, mood: getMood(rn) })
+  }
+  return results
+}
+
+// ─── Main suggestion builder ──────────────────────────────────────────────────
+function buildSuggestions(currentChord, root, mode) {
+  if (!currentChord || !root) return []
+
+  const genreSuggestions = getSuggestedProgressions(root, mode)
+    .map(prog => {
+      const idx = prog.chords.indexOf(currentChord)
+      if (idx < 0) return null
+      const next = (n) => prog.chords[(idx + n) % prog.chords.length]
+      const rnAt = (n) => prog.rn[(idx + n) % prog.chords.length]
+      const c1 = next(1), c2 = next(2), c3 = next(3)
+      const chord2 = c2 !== c1 ? c2 : null
+      const chord3 = chord2 && c3 !== c2 && c3 !== c1 ? c3 : null
+      return {
+        genre: prog.genre,
+        chord: c1, rn: rnAt(1), mood: getMood(rnAt(1)),
+        chord2, rn2: chord2 ? rnAt(2) : null, mood2: chord2 ? getMood(rnAt(2)) : null,
+        chord3, rn3: chord3 ? rnAt(3) : null, mood3: chord3 ? getMood(rnAt(3)) : null,
+      }
+    })
+    .filter(Boolean)
+
+  if (genreSuggestions.length >= 4) return genreSuggestions.slice(0, 5)
+
+  // Pad with circle-of-fifths moves not already covered
+  const used   = new Set(genreSuggestions.map(s => s.chord))
+  const padded = cofSuggestions(currentChord, root, mode, used)
+
+  return [...genreSuggestions, ...padded].slice(0, 5)
+}
+
+// ─── Component ────────────────────────────────────────────────────────────────
+export default function ProgressionSuggestions({ keyInfo, currentChord }) {
+  const { root, mode } = keyInfo ?? {}
+  const [suggestions, setSuggestions] = useState([])
+
+  useEffect(() => {
+    setSuggestions(buildSuggestions(currentChord, root, mode))
+  }, [currentChord, root, mode])
+
+  if (!root) return null
+
+  return (
+    <div className="bg-panel border border-border rounded-2xl p-3 flex flex-col h-full gap-1.5 overflow-hidden">
+
+      <p className="text-xs text-gray-500 uppercase tracking-widest shrink-0">
+        Suggested Progression
+      </p>
+
+      {!currentChord || suggestions.length === 0 ? (
+        <div className="flex-1 flex items-center justify-center">
+          <p className="text-gray-600 text-sm text-center">
+            {currentChord ? 'No suggestions' : 'Play a chord…'}
+          </p>
+        </div>
+      ) : (
+        <div className="flex-1 flex flex-col justify-start gap-1 overflow-y-auto min-h-0">
+          {suggestions.map((s, i) => (
+            <div
+              key={`${s.genre}-${i}`}
+              className="flex items-center gap-2 px-2.5 py-1.5 rounded-xl border border-border bg-surface/40 hover:border-gray-600 transition-colors duration-200"
+            >
+              <span className={`text-xs font-bold w-12 shrink-0 ${GENRE_COLOR[s.genre] ?? 'text-gray-400'}`}>
+                {s.genre}
+              </span>
+              <div className="min-w-0">
+                <div className="text-lg font-black text-white leading-none">{s.chord}</div>
+                <div className="flex items-center gap-1 mt-0.5">
+                  <span className="text-xs font-semibold text-amber-400">{s.rn}</span>
+                  <span className="text-gray-700 text-xs">·</span>
+                  <span className="text-xs text-gray-500 truncate">{s.mood}</span>
+                </div>
+              </div>
+              {s.chord2 && (
+                <>
+                  <span className="text-gray-600 text-xs shrink-0">|</span>
+                  <div className="min-w-0">
+                    <div className="text-lg font-black text-white/70 leading-none">{s.chord2}</div>
+                    <div className="flex items-center gap-1 mt-0.5">
+                      <span className="text-xs font-semibold text-amber-400/70">{s.rn2}</span>
+                      <span className="text-gray-700 text-xs">·</span>
+                      <span className="text-xs text-gray-500 truncate">{s.mood2}</span>
+                    </div>
+                  </div>
+                </>
+              )}
+              {s.chord3 && (
+                <>
+                  <span className="text-gray-600 text-xs shrink-0">|</span>
+                  <div className="min-w-0">
+                    <div className="text-lg font-black text-white/50 leading-none">{s.chord3}</div>
+                    <div className="flex items-center gap-1 mt-0.5">
+                      <span className="text-xs font-semibold text-amber-400/50">{s.rn3}</span>
+                      <span className="text-gray-700 text-xs">·</span>
+                      <span className="text-xs text-gray-500 truncate">{s.mood3}</span>
+                    </div>
+                  </div>
+                </>
+              )}
+            </div>
+          ))}
+        </div>
+      )}
+    </div>
+  )
+}

src/components/Settings.jsx

@@ -0,0 +1,183 @@
+const SETTINGS = [
+  {
+    section: 'Chord Detection',
+    items: [
+      {
+        key: 'chromaSmooth',
+        label: 'Chroma Smoothing',
+        min: 1, max: 20, step: 1,
+        desc: 'Frames to average for chord chroma. More = smoother but slower to react to chord changes.',
+      },
+      {
+        key: 'chordVoteThreshold',
+        label: 'Chord Vote Threshold',
+        min: 1, max: 8, step: 1,
+        desc: 'Consecutive identical detections required to confirm a chord. Higher = more stable, slower.',
+      },
+      {
+        key: 'chordMinScore',
+        label: 'Chord Min Score',
+        min: 0.10, max: 0.80, step: 0.01,
+        desc: 'Minimum coverage score to accept a chord match. Lower = more chord types detected (may add false positives).',
+      },
+    ],
+  },
+  {
+    section: 'Key Detection',
+    items: [
+      {
+        key: 'noteHistorySize',
+        label: 'Note History Size',
+        min: 100, max: 12000, step: 100,
+        desc: 'Pitch readings kept for key detection. ~2000 ≈ 1 min, 12000 ≈ whole session. Larger = more stable key.',
+      },
+      {
+        key: 'keyVoteWindow',
+        label: 'Key Vote Window',
+        min: 4, max: 30, step: 1,
+        desc: 'Rolling window of key votes. Larger = more inertia — key changes need sustained evidence.',
+      },
+      {
+        key: 'keyVoteThreshold',
+        label: 'Key Vote Threshold',
+        min: 1, max: 30, step: 1,
+        desc: 'Votes needed within the window to confirm a key. Higher = stricter consensus required.',
+      },
+      {
+        key: 'chordNoteBoost',
+        label: 'Chord Note Boost',
+        min: 0, max: 10, step: 1,
+        desc: 'Times confirmed chord tones are injected into note history. Higher = chords dominate over transient melody notes.',
+      },
+    ],
+  },
+  {
+    section: 'Audio Input',
+    items: [
+      {
+        key: 'minClarity',
+        label: 'Min Pitch Clarity',
+        min: 0.50, max: 0.99, step: 0.01,
+        desc: 'Autocorrelation clarity threshold to accept a pitch reading. Higher = only clean, in-tune notes count.',
+      },
+      {
+        key: 'minVolume',
+        label: 'Min Volume (RMS)',
+        min: 0.001, max: 0.05, step: 0.001,
+        desc: 'Minimum signal level before processing. Increase to cut through room noise.',
+      },
+    ],
+  },
+]
+
+const TOGGLES = [
+  {
+    section: 'Experimental',
+    items: [
+      {
+        key: 'useEssentia',
+        label: 'Essentia HPCP',
+        desc: 'Replace custom chroma with Essentia\'s Harmonic Pitch Class Profile (spectral peaks + 8 harmonics). More accurate on polyphonic input. May be slower.',
+      },
+    ],
+  },
+]
+
+export default function Settings({ config, onChange, onClose, onReset }) {
+  return (
+    <div className="fixed inset-0 bg-surface z-50 overflow-y-auto">
+      <div className="max-w-2xl mx-auto px-6 py-8">
+
+        <div className="flex items-center justify-between mb-8">
+          <div>
+            <h2 className="text-xl font-bold text-accent">Detection Settings</h2>
+            <p className="text-xs text-gray-500 mt-0.5">Tune chord and key recognition sensitivity in real time</p>
+          </div>
+          <div className="flex gap-3">
+            <button
+              onClick={onReset}
+              className="px-4 py-2 rounded-lg text-sm border border-border text-gray-500 hover:text-gray-300 hover:border-gray-400 transition-all"
+            >
+              Reset defaults
+            </button>
+            <button
+              onClick={onClose}
+              className="px-5 py-2 rounded-lg text-sm bg-accent hover:bg-purple-600 text-white font-semibold transition-all"
+            >
+              Done
+            </button>
+          </div>
+        </div>
+
+        <div className="space-y-8">
+          {TOGGLES.map(section => (
+            <div key={section.section}>
+              <h3 className="text-xs uppercase tracking-widest text-gray-500 mb-4 border-b border-border pb-2">
+                {section.section}
+              </h3>
+              <div className="space-y-4">
+                {section.items.map(item => (
+                  <label key={item.key} className="flex items-start gap-3 cursor-pointer group">
+                    <input
+                      type="checkbox"
+                      checked={!!config[item.key]}
+                      onChange={e => onChange(item.key, e.target.checked)}
+                      className="mt-0.5 accent-purple-500 w-4 h-4 flex-shrink-0"
+                    />
+                    <div>
+                      <div className="text-sm font-semibold text-gray-200 group-hover:text-white transition-colors">
+                        {item.label}
+                      </div>
+                      <div className="text-xs text-gray-600 mt-0.5">{item.desc}</div>
+                    </div>
+                  </label>
+                ))}
+              </div>
+            </div>
+          ))}
+          {SETTINGS.map(section => (
+            <div key={section.section}>
+              <h3 className="text-xs uppercase tracking-widest text-gray-500 mb-4 border-b border-border pb-2">
+                {section.section}
+              </h3>
+              <div className="space-y-6">
+                {section.items.map(item => (
+                  <div key={item.key}>
+                    <div className="flex items-baseline justify-between mb-1.5">
+                      <label className="text-sm font-semibold text-gray-200">{item.label}</label>
+                      <span className="text-sm font-mono text-accent w-20 text-right">
+                        {Number.isInteger(config[item.key])
+                          ? config[item.key]
+                          : config[item.key].toFixed(item.step < 0.01 ? 3 : 2)}
+                      </span>
+                    </div>
+                    <input
+                      type="range"
+                      min={item.min}
+                      max={item.max}
+                      step={item.step}
+                      value={config[item.key]}
+                      onChange={e => {
+                        const val = item.step < 1
+                          ? parseFloat(e.target.value)
+                          : parseInt(e.target.value, 10)
+                        onChange(item.key, val)
+                      }}
+                      className="w-full accent-purple-500"
+                    />
+                    <div className="flex justify-between text-xs text-gray-700 mt-0.5">
+                      <span>{item.min}</span>
+                      <span className="text-gray-600 text-center flex-1 px-2">{item.desc}</span>
+                      <span>{item.max}</span>
+                    </div>
+                  </div>
+                ))}
+              </div>
+            </div>
+          ))}
+        </div>
+
+      </div>
+    </div>
+  )
+}

src/components/Tuner.jsx

@@ -0,0 +1,155 @@
+import { useEffect, useRef, useState } from 'react'
+import { useAudioTuner } from '../services/audioService'
+
+// Tuner UI uses pitch data from `useAudioTuner` (autocorrelation handled in the hook)
+
+export default function Tuner() {
+  const { pitchData, isListening, startListening, stopListening } = useAudioTuner()
+  const [octaveShift, setOctaveShift] = useState(0)
+  const canvasRef = useRef(null)
+  const historyRef = useRef([])
+
+  // smoothing for display to reduce jitter
+  const smoothedRef = useRef({ cents: 0, freq: 0 })
+  const [display, setDisplay] = useState({ cents: 0, freq: 0 })
+  const SMOOTH_ALPHA = 0.25
+
+  // wire pitchData -> smoothing and history
+  useEffect(() => {
+    const newFreq = pitchData?.freq || 0
+    const newCents = pitchData?.cents || 0
+    const prev = smoothedRef.current
+    const sf = prev.freq + (newFreq - prev.freq) * SMOOTH_ALPHA
+    const sc = prev.cents + (newCents - prev.cents) * SMOOTH_ALPHA
+    smoothedRef.current = { freq: sf, cents: sc }
+    setDisplay({ freq: Math.round(sf), cents: Math.round(sc) })
+
+    if (isListening && pitchData) {
+      historyRef.current.push(pitchData.cents)
+      if (historyRef.current.length > 120) historyRef.current.shift()
+    } else if (!isListening) {
+      historyRef.current = []
+    }
+  }, [pitchData, isListening])
+
+  // Draw the scrolling graph on the canvas
+  useEffect(() => {
+    const canvas = canvasRef.current
+    if (!canvas) return
+    const ctx = canvas.getContext('2d')
+    if (!ctx) return
+
+    let rafId
+
+    function resizeCanvas() {
+      const dpr = window.devicePixelRatio || 1
+      const rect = canvas.getBoundingClientRect()
+      canvas.width = Math.floor(rect.width * dpr)
+      canvas.height = Math.floor(rect.height * dpr)
+      ctx.setTransform(dpr, 0, 0, dpr, 0, 0)
+    }
+
+    resizeCanvas()
+    window.addEventListener('resize', resizeCanvas)
+
+    const draw = () => {
+      const { width, height } = canvas
+      // clear (canvas uses device pixels but ctx scaled)
+      ctx.clearRect(0, 0, canvas.width, canvas.height)
+
+      // logical width/height in CSS pixels
+      const w = canvas.width / (window.devicePixelRatio || 1)
+      const h = canvas.height / (window.devicePixelRatio || 1)
+
+      // Draw background bands (center green, sides red)
+      ctx.fillStyle = 'rgba(16,185,129,0.12)'
+      ctx.fillRect(w * 0.4, 0, w * 0.2, h)
+      ctx.fillStyle = 'rgba(16,185,129,0.28)'
+      ctx.fillRect(w * 0.48, 0, w * 0.04, h)
+
+      ctx.fillStyle = 'rgba(239,68,68,0.12)'
+      ctx.fillRect(0, 0, w * 0.4, h)
+      ctx.fillRect(w * 0.6, 0, w * 0.4, h)
+
+      const history = historyRef.current
+      if (history.length > 1) {
+        ctx.beginPath()
+        ctx.strokeStyle = 'white'
+        ctx.lineWidth = 2
+        ctx.lineJoin = 'round'
+
+        const step = h / (history.length - 1)
+        history.forEach((cents, i) => {
+          const x = (w / 2) + (cents * (w / 100))
+          const y = h - (i * step)
+          if (i === 0) ctx.moveTo(x, y)
+          else ctx.lineTo(x, y)
+        })
+        ctx.stroke()
+
+        const last = history[history.length - 1]
+        const currentX = (w / 2) + (last * (w / 100))
+        ctx.beginPath()
+        ctx.fillStyle = 'white'
+        ctx.arc(currentX, h - 0, 4, 0, Math.PI * 2)
+        ctx.fill()
+      }
+
+      rafId = requestAnimationFrame(draw)
+    }
+
+    draw()
+
+    return () => {
+      window.removeEventListener('resize', resizeCanvas)
+      cancelAnimationFrame(rafId)
+    }
+  }, [isListening])
+
+
+  return (
+    <div className="p-6 bg-panel border border-border rounded-xl text-center">
+      <div className="flex items-start justify-between mb-4">
+        <h3 className="text-lg font-semibold">Tuner</h3>
+        <div>
+          <button
+            onClick={() => (isListening ? stopListening() : startListening())}
+            className={`px-4 py-2 rounded-full text-sm font-semibold ${isListening ? 'bg-red-600' : 'bg-accent'}`}
+          >
+            {isListening ? 'Stop' : 'Start'}
+          </button>
+        </div>
+      </div>
+
+      <div className="w-full flex flex-col items-center">
+        <div className="w-full max-w-3xl">
+          <div className="flex items-center justify-between mb-3 px-6">
+            <div className="text-left">
+              <div className="text-2xl font-semibold">{display.freq || '—'}</div>
+              <div className="text-xs text-gray-400">HERTZ</div>
+            </div>
+            <div className="text-center">
+              <div className="text-6xl font-bold tracking-tight">{pitchData ? `${pitchData.note}${pitchData.octave}` : '—'}</div>
+            </div>
+            <div className="text-right">
+              <div className="text-2xl font-semibold">{display.cents >= 0 ? `+${display.cents}` : display.cents}</div>
+              <div className="text-xs text-gray-400">CENTS</div>
+            </div>
+          </div>
+
+          <div className="relative bg-black/40 rounded-md overflow-hidden h-90 mb-3">
+            <canvas ref={canvasRef} className="absolute inset-0 w-full h-full" />
+
+            <div className="absolute inset-y-0 left-1/2 transform -translate-x-1/2 w-1/6 pointer-events-none">
+              <div className="absolute inset-0 bg-green-600/50 mx-auto w-full rounded"></div>
+            </div>
+            <div className="absolute inset-y-0 left-0 w-5/12 bg-red-600/20 pointer-events-none" />
+            <div className="absolute inset-y-0 right-0 w-5/12 bg-red-600/20 pointer-events-none" />
+
+            <div className="absolute top-1/2 left-1/2 transform -translate-x-1/2 -translate-y-1/2 w-0.5 h-24 bg-white/30 rounded" />
+          </div>
+        </div>
+      </div>
+    </div>
+  )
+}

src/index.css

@@ -1,6 +1,5 @@
-@tailwind base;
-@tailwind components;
-@tailwind utilities;
+@import "tailwindcss";
+@config "../tailwind.config.js";
 
 body {
   background-color: #0f0f0f;

src/lib/essentiaHPCP.js

@@ -0,0 +1,98 @@
+// Essentia HPCP pipeline — replaces our custom computeChroma() when enabled.
+//
+// Pipeline (using Web Audio FFT data directly to skip WASM re-FFT):
+//   freqBuf (dB from AnalyserNode) → linear magnitude → SpectralPeaks → HPCP
+//
+// Pitch class ordering:
+//   Essentia HPCP[0] = A (referenceFrequency=440)
+//   Our chroma[0]    = C
+//   Rotation applied: ourChroma[(i + 9) % 12] = HPCP[i]
+
+import { EssentiaWASM } from 'essentia.js/dist/essentia-wasm.es.js'
+import Essentia from 'essentia.js/dist/essentia.js-core.es.js'
+
+let instance = null
+
+// Call once at startup — safe to call multiple times (returns cached instance).
+export async function initEssentia() {
+  if (instance) return instance
+  console.log('[Essentia] loading WASM…')
+  await EssentiaWASM['ready']
+  instance = new Essentia(EssentiaWASM)
+  console.log('[Essentia] ready —', instance.version)
+  return instance
+}
+
+export function getEssentia() { return instance }
+
+const NOISE_FLOOR_DB = -65
+
+// Compute 12-bin HPCP from Web Audio frequency-domain data.
+//
+// freqData  — Float32Array from AnalyserNode.getFloatFrequencyData() (dB values)
+// sampleRate — AudioContext.sampleRate
+//
+// Returns Float32Array(12) with same [C, C#, D, …, B] ordering as computeChroma().
+export function computeHPCP(essentia, freqData, sampleRate) {
+  const N = freqData.length
+
+  // Convert dB → linear magnitude. Bins below noise floor stay 0.
+  const magSpectrum = new Float32Array(N)
+  for (let i = 0; i < N; i++) {
+    if (freqData[i] > NOISE_FLOOR_DB) {
+      magSpectrum[i] = Math.pow(10, freqData[i] / 20)
+    }
+  }
+
+  const specVec = essentia.arrayToVector(magSpectrum)
+
+  // SpectralPeaks derives bin → Hz as: freq = binIndex * sampleRate / (2*(N-1))
+  // which matches Web Audio's FFT bin spacing (sampleRate / fftSize).
+  const peaks = essentia.SpectralPeaks(
+    specVec,
+    0,             // magnitudeThreshold — noise already zeroed above
+    4000,          // maxFrequency (Hz)
+    60,            // maxPeaks
+    40,            // minFrequency (Hz)
+    'byMagnitude',
+    sampleRate
+  )
+  specVec.delete()
+
+  // If no peaks found (silence / below noise floor), return zeros.
+  if (peaks.frequencies.size() === 0) {
+    peaks.frequencies.delete()
+    peaks.magnitudes.delete()
+    return new Float32Array(12)
+  }
+
+  const hpcpResult = essentia.HPCP(
+    peaks.frequencies,
+    peaks.magnitudes,
+    false,           // bandPreset
+    500,             // bandSplitFrequency (unused when bandPreset=false)
+    8,               // harmonics
+    4000,            // maxFrequency (Hz)
+    false,           // maxShifted
+    40,              // minFrequency (Hz)
+    false,           // nonLinear
+    'unitMax',       // normalized
+    440,             // referenceFrequency (A4 = 440 Hz → HPCP[0] = A)
+    sampleRate,
+    12,              // size (bins per octave)
+    'squaredCosine', // weightType
+    0.5              // windowSize (octaves)
+  )
+  peaks.frequencies.delete()
+  peaks.magnitudes.delete()
+
+  // Rotate A-origin → C-origin to match our chroma convention.
+  // HPCP[0]=A → ourChroma[9]=A, so ourChroma[(i+9)%12] = HPCP[i]
+  const result = new Float32Array(12)
+  for (let i = 0; i < 12; i++) {
+    result[(i + 9) % 12] = hpcpResult.hpcp.get(i)
+  }
+  hpcpResult.hpcp.delete()
+
+  return result
+}

src/lib/theory.js

@@ -57,31 +57,54 @@ export const CHORD_TYPES = {
 
 // Chord types considered during real-time chroma matching
 const MATCH_CHORD_TYPES = [
-  'maj', 'min', 'dom7', 'min7', 'dim', 'half_dim', 'aug', 'sus4', 'add9',
+  'maj', 'min', 'dom7', 'maj7', 'min7', 'dim', 'half_dim', 'aug', 'sus4', 'sus2', 'add9',
 ]
 
 // Minimum score for a chord match to be reported
 const CHORD_MATCH_MIN_SCORE  = 0.42
 // Minimum margin over second-best for a match to be considered unambiguous
-const CHORD_MATCH_MIN_MARGIN = 0.04
+const CHORD_MATCH_MIN_MARGIN = 0.07
 
-// Chord quality for each scale degree in major and minor
+// Chord quality for each scale degree, per mode
 const DEGREE_QUALITIES = {
-  major: ['',  'm', 'm', '',  '',  'm', 'dim'],
-  minor: ['m', 'dim', '', 'm', 'm', '',  ''  ],
+  major:      ['',  'm',   'm',   '',    '',  'm',   'dim'],
+  minor:      ['m', 'dim', '',    'm',   'm', '',    ''   ],
+  dorian:     ['m', 'm',   '',    '',    'm', 'dim', ''   ],
+  phrygian:   ['m', '',    '',    'm',   'dim','',   'm'  ],
+  lydian:     ['',  '',    'm',   'dim', '',  'm',   'm'  ],
+  mixolydian: ['',  'm',   'dim', '',    'm', 'm',   ''   ],
 }
 
 const ROMAN_NUMERALS = ['I', 'II', 'III', 'IV', 'V', 'VI', 'VII']
 
 // Common chord progressions by genre, expressed as semitone offsets from the root
 const PROGRESSIONS = {
-  pop:    { name: 'Pop',      rn: ['I', 'V', 'vi', 'IV'],    degrees: [0, 7, 9, 5]  },
-  blues:  { name: 'Blues',    rn: ['I', 'IV', 'V'],           degrees: [0, 5, 7]     },
-  folk:   { name: 'Folk',     rn: ['I', 'IV', 'I', 'V'],     degrees: [0, 5, 0, 7]  },
-  jazz:   { name: 'Jazz',     rn: ['ii', 'V', 'I'],           degrees: [2, 7, 0]     },
-  rock:   { name: 'Rock',     rn: ['I', 'bVII', 'IV', 'I'],  degrees: [0, 10, 5, 0] },
-  '50s':  { name: "'50s",     rn: ['I', 'vi', 'IV', 'V'],    degrees: [0, 9, 5, 7]  },
-  flamen: { name: 'Flamenco', rn: ['i', 'bVII', 'bVI', 'V'], degrees: [0, 10, 8, 7] },
+  // Pop
+  pop:     { name: 'Pop',      rn: ['I', 'V', 'vi', 'IV'],      degrees: [0, 7, 9, 5]     },
+  pop2:    { name: 'Pop',      rn: ['I', 'IV', 'vi', 'V'],      degrees: [0, 5, 9, 7]     },
+  pop3:    { name: 'Pop',      rn: ['I', 'vi', 'ii', 'V'],      degrees: [0, 9, 2, 7]     },
+  // Blues
+  blues:   { name: 'Blues',    rn: ['I', 'IV', 'V'],             degrees: [0, 5, 7]        },
+  blues2:  { name: 'Blues',    rn: ['I', 'IV', 'V', 'IV'],       degrees: [0, 5, 7, 5]     },
+  blues3:  { name: 'Blues',    rn: ['I', 'I', 'IV', 'V'],        degrees: [0, 0, 5, 7]     },
+  // Folk
+  folk:    { name: 'Folk',     rn: ['I', 'IV', 'I', 'V'],        degrees: [0, 5, 0, 7]     },
+  folk2:   { name: 'Folk',     rn: ['I', 'V', 'IV', 'I'],        degrees: [0, 7, 5, 0]     },
+  folk3:   { name: 'Folk',     rn: ['I', 'ii', 'IV', 'V'],       degrees: [0, 2, 5, 7]     },
+  // Jazz
+  jazz:    { name: 'Jazz',     rn: ['ii', 'V', 'I'],             degrees: [2, 7, 0]        },
+  jazz2:   { name: 'Jazz',     rn: ['I', 'vi', 'ii', 'V'],       degrees: [0, 9, 2, 7]     },
+  jazz3:   { name: 'Jazz',     rn: ['iii', 'vi', 'ii', 'V'],     degrees: [4, 9, 2, 7]     },
+  // Rock
+  rock:    { name: 'Rock',     rn: ['I', 'bVII', 'IV', 'I'],     degrees: [0, 10, 5, 0]    },
+  rock2:   { name: 'Rock',     rn: ['I', 'IV', 'V', 'I'],        degrees: [0, 5, 7, 0]     },
+  rock3:   { name: 'Rock',     rn: ['I', 'bVII', 'bVI', 'bVII'], degrees: [0, 10, 8, 10]   },
+  // '50s
+  '50s':   { name: "'50s",     rn: ['I', 'vi', 'IV', 'V'],       degrees: [0, 9, 5, 7]     },
+  '50s2':  { name: "'50s",     rn: ['I', 'V', 'vi', 'iii'],      degrees: [0, 7, 9, 4]     },
+  // Flamenco
+  flamen:  { name: 'Flamenco', rn: ['i', 'bVII', 'bVI', 'V'],   degrees: [0, 10, 8, 7]    },
+  flamen2: { name: 'Flamenco', rn: ['i', 'bVI', 'bVII', 'i'],   degrees: [0, 8, 10, 0]    },
 }
 
 // ─── Internal helpers ────────────────────────────────────────────────────────
@@ -115,6 +138,31 @@ function noteIndex(note) {
 
 // ─── Key Detection ───────────────────────────────────────────────────────────
 
+/**
+ * detectTopKeys(noteHistory, n) → top N key candidates sorted by confidence.
+ * Each entry: { root, mode, confidence }
+ */
+export function detectTopKeys(noteHistory, n = 3) {
+  if (!noteHistory || noteHistory.length < 8) return []
+
+  const freq = new Array(12).fill(0)
+  for (const note of noteHistory) freq[((note % 12) + 12) % 12]++
+
+  const candidates = []
+  for (let root = 0; root < 12; root++) {
+    const rotated  = Array.from({ length: 12 }, (_, i) => freq[(i + root) % 12])
+    const scoreMaj = pearsonCorrelation(rotated, KS_MAJOR)
+    const scoreMin = pearsonCorrelation(rotated, KS_MINOR)
+    candidates.push({ root: noteName(root), mode: 'major', score: scoreMaj,
+      confidence: Math.max(0, Math.min(1, (scoreMaj + 1) / 2)) })
+    candidates.push({ root: noteName(root), mode: 'minor', score: scoreMin,
+      confidence: Math.max(0, Math.min(1, (scoreMin + 1) / 2)) })
+  }
+
+  return candidates.sort((a, b) => b.score - a.score).slice(0, n)
+    .map(({ root, mode, confidence }) => ({ root, mode, confidence }))
+}
+
 /**
  * detectKey(noteHistory) → { root, mode, confidence }
  * Uses Krumhansl-Schmuckler: correlates pitch-class histogram with key profiles.
@@ -238,10 +286,13 @@ export function matchChordFromChroma(
 
       const tones = new Set(type.intervals.map(i => (r + i) % 12))
 
+      // Skip if root has no meaningful energy — chord without its root is unreliable
+      if (chroma[r] < 0.08) continue
+
       let inEnergy = 0, outEnergy = 0
       for (let pc = 0; pc < 12; pc++) {
         if (pc === r) {
-          inEnergy  += chroma[pc] * 2   // root carries strongest identity signal
+          inEnergy  += chroma[pc] * 1.5  // root weight reduced: 2→1.5 (less root bias)
         } else if (tones.has(pc)) {
           inEnergy  += chroma[pc]
         } else {
@@ -251,7 +302,8 @@ export function matchChordFromChroma(
 
       if (inEnergy + outEnergy < 0.05) continue
 
-      const coverageScore = inEnergy / (inEnergy + outEnergy * 0.5)
+      // Stricter outEnergy penalty (0.7 vs 0.5) — wrong notes hurt more
+      const coverageScore = inEnergy / (inEnergy + outEnergy * 0.7)
       const bassBonus     = bassPC !== null && r === bassPC ? 0.15 : 0
       const diatonicBonus = diatonicSet.has(chordName)     ? 0.15 : 0
 
@@ -344,6 +396,64 @@ export function detectRepeatingProgression(history) {
   return best
 }
 
+// ─── Debug / analysis helpers ─────────────────────────────────────────────────
+
+/**
+ * Returns top N chord candidates with full score breakdown for the given chroma.
+ */
+export function getChordCandidates(chroma, keyInfo, bassPC = null, topN = 8) {
+  if (!keyInfo?.root || !chroma) return []
+  const diatonicSet = new Set(getChordsInKey(keyInfo.root, keyInfo.mode))
+  const candidates  = []
+
+  for (let r = 0; r < 12; r++) {
+    for (const typeKey of MATCH_CHORD_TYPES) {
+      const type      = CHORD_TYPES[typeKey]
+      const chordName = noteName(r) + type.suffix
+      const tones     = new Set(type.intervals.map(i => (r + i) % 12))
+
+      let inEnergy = 0, outEnergy = 0
+      for (let pc = 0; pc < 12; pc++) {
+        if      (pc === r)        inEnergy  += chroma[pc] * 2
+        else if (tones.has(pc))   inEnergy  += chroma[pc]
+        else                      outEnergy += chroma[pc]
+      }
+      if (inEnergy + outEnergy < 0.05) continue
+
+      const coverage     = inEnergy / (inEnergy + outEnergy * 0.5)
+      const bassBonus    = bassPC !== null && r === bassPC ? 0.15 : 0
+      const diatBonus    = diatonicSet.has(chordName) ? 0.15 : 0
+      const score        = coverage + bassBonus + diatBonus
+      candidates.push({ name: chordName, score, coverage, bassBonus, diatBonus, diatonic: diatonicSet.has(chordName) })
+    }
+  }
+  return candidates.sort((a, b) => b.score - a.score).slice(0, topN)
+}
+
+/**
+ * Analyses note history: returns normalised pitch-class frequencies and
+ * top K-S key candidates with correlation scores.
+ */
+export function getNoteHistoryAnalysis(noteHistory) {
+  const freq = new Array(12).fill(0)
+  if (!noteHistory?.length) return { freq, topKeys: [] }
+
+  for (const note of noteHistory) freq[((note % 12) + 12) % 12]++
+  const total      = noteHistory.length
+  const normalized = freq.map(f => f / total)
+
+  const candidates = []
+  for (let root = 0; root < 12; root++) {
+    const rotated = Array.from({ length: 12 }, (_, i) => normalized[(i + root) % 12])
+    candidates.push({ root: noteName(root), mode: 'major', score: pearsonCorrelation(rotated, KS_MAJOR) })
+    candidates.push({ root: noteName(root), mode: 'minor', score: pearsonCorrelation(rotated, KS_MINOR) })
+  }
+  return {
+    freq:    normalized,
+    topKeys: candidates.sort((a, b) => b.score - a.score).slice(0, 5),
+  }
+}
+
 // ─── Utilities ───────────────────────────────────────────────────────────────
 
 export function intervalName(semitones) {

src/services/audioService.js

@@ -0,0 +1,155 @@
+import { useEffect, useRef, useState } from 'react'
+
+export const NOTES = ['C','C#','D','D#','E','F','F#','G','G#','A','A#','B']
+
+// simple autocorrelation from existing tuner
+function autoCorrelate(buffer, sampleRate) {
+  let SIZE = buffer.length
+  let sum = 0
+  for (let i = 0; i < SIZE; i++) {
+    const val = buffer[i]
+    sum += val * val
+  }
+  if (sum < 1e-8) return -1
+
+  let r1 = 0, r2 = SIZE - 1, thres = 0.2
+  for (let i = 0; i < SIZE / 2; i++) {
+    if (Math.abs(buffer[i]) < thres) { r1 = i; break }
+  }
+  for (let i = 1; i < SIZE / 2; i++) {
+    if (Math.abs(buffer[SIZE - i]) < thres) { r2 = SIZE - i; break }
+  }
+
+  buffer = buffer.slice(r1, r2)
+  SIZE = buffer.length
+
+  const c = new Array(SIZE).fill(0)
+  for (let i = 0; i < SIZE; i++) for (let j = 0; j < SIZE - i; j++) c[i] += buffer[j] * buffer[j + i]
+
+  let d = 0
+  while (c[d] > c[d + 1]) d++
+
+  let maxval = -1, maxpos = -1
+  for (let i = d; i < SIZE; i++) if (c[i] > maxval) { maxval = c[i]; maxpos = i }
+  let T0 = maxpos
+  if (!T0) return -1
+
+  const x1 = c[T0 - 1]
+  const x2 = c[T0]
+  const x3 = c[T0 + 1]
+  const a = (x1 + x3 - 2 * x2) / 2
+  const b = (x3 - x1) / 2
+  if (a) T0 = T0 - b / (2 * a)
+
+  return sampleRate / T0
+}
+
+function frequencyToNoteData(freq) {
+  if (!freq || freq <= 0) return null
+  const A4 = 440
+  const noteNum = 12 * Math.log2(freq / A4) + 69
+  const rounded = Math.round(noteNum)
+  const cents = Math.floor((noteNum - rounded) * 100)
+  const noteNames = NOTES
+  const name = noteNames[(rounded + 120) % 12]
+  const octave = Math.floor(rounded / 12) - 1
+  return { freq, note: name, octave, cents }
+}
+
+export function useAudioTuner() {
+  const [pitchData, setPitchData] = useState(null)
+  const [isListening, setIsListening] = useState(false)
+
+  const audioRef = useRef({ ctx: null, analyser: null, source: null, stream: null, raf: null, buf: null })
+  const prevPitchRef = useRef(null)
+  const lastUpdateRef = useRef(0)
+  const UPDATE_INTERVAL_MS = 80 // ~12.5 updates/sec
+
+  useEffect(() => {
+    return () => {
+      const { raf, stream, source, ctx } = audioRef.current
+      if (raf) cancelAnimationFrame(raf)
+      if (source) try { source.disconnect() } catch (e) {}
+      if (stream) for (const t of stream.getTracks()) t.stop()
+      if (ctx) try { ctx.close() } catch (e) {}
+    }
+  }, [])
+
+  const startListening = async () => {
+    if (isListening) return
+    try {
+      const stream = await navigator.mediaDevices.getUserMedia({ audio: true })
+      const ctx = new (window.AudioContext || window.webkitAudioContext)()
+      const analyser = ctx.createAnalyser()
+      analyser.fftSize = 4096
+      analyser.smoothingTimeConstant = 0.6
+      const source = ctx.createMediaStreamSource(stream)
+      source.connect(analyser)
+
+      const buf = new Float32Array(analyser.fftSize)
+      audioRef.current = { ctx, analyser, source, stream, raf: null, buf }
+
+      setIsListening(true)
+
+      const tick = () => {
+        const { analyser, buf, ctx } = audioRef.current
+        analyser.getFloatTimeDomainData(buf)
+        const freq = autoCorrelate(buf, ctx.sampleRate)
+        const data = frequencyToNoteData(freq)
+
+        // compute RMS signal strength; simple noise gate
+        let sum = 0
+        for (let i = 0; i < buf.length; i++) sum += buf[i] * buf[i]
+        const rms = Math.sqrt(sum / buf.length)
+
+        // throttle updates to avoid excessive React state churn
+        const now = performance.now()
+        const prev = prevPitchRef.current
+        if (rms < 0.001) {
+          if (prev !== null && now - lastUpdateRef.current >= UPDATE_INTERVAL_MS) {
+            prevPitchRef.current = null
+            lastUpdateRef.current = now
+            setPitchData(null)
+          }
+        } else {
+          const shouldUpdateByTime = now - lastUpdateRef.current >= UPDATE_INTERVAL_MS
+          if (data && prev) {
+            const freqDiff = Math.abs((prev.freq || 0) - (data.freq || 0))
+            const centsDiff = Math.abs((prev.cents || 0) - (data.cents || 0))
+            const significant = freqDiff >= 0.5 || centsDiff >= 1
+            if (significant && shouldUpdateByTime) {
+              prevPitchRef.current = data
+              lastUpdateRef.current = now
+              setPitchData(data)
+            }
+            // otherwise skip update (either insignificant or too soon)
+          } else if (shouldUpdateByTime) {
+            // first time audible or no prev — update
+            prevPitchRef.current = data
+            lastUpdateRef.current = now
+            setPitchData(data)
+          }
+        }
+
+        audioRef.current.raf = requestAnimationFrame(tick)
+      }
+
+      audioRef.current.raf = requestAnimationFrame(tick)
+    } catch (e) {
+      console.error('startListening error', e)
+    }
+  }
+
+  const stopListening = () => {
+    const { raf, stream, source, ctx } = audioRef.current
+    if (raf) cancelAnimationFrame(raf)
+    if (source) try { source.disconnect() } catch (e) {}
+    if (stream) for (const t of stream.getTracks()) t.stop()
+    if (ctx) try { ctx.close() } catch (e) {}
+    audioRef.current = { ctx: null, analyser: null, source: null, stream: null, raf: null, buf: null }
+    setIsListening(false)
+    setPitchData(null)
+  }
+
+  return { pitchData, isListening, startListening, stopListening }
+}

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-name = "whattheflat"
-version = "0.1.0"
-source = { virtual = "." }
-dependencies = [
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-    { name = "fastapi" },
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-    { name = "pydantic-settings" },
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-
-[package.metadata]
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vite.config.js

@@ -0,0 +1,19 @@
+import { defineConfig } from 'vite'
+import react from '@vitejs/plugin-react'
+import tailwindcss from '@tailwindcss/vite'
+
+export default defineConfig({
+  plugins: [react(), tailwindcss()],
+  base: './',   // relative paths so Electron can load files from disk
+  server: {
+    port: 5173,
+  },
+  build: {
+    outDir: 'dist',
+  },
+  optimizeDeps: {
+    // Essentia uses emscripten output that esbuild can't pre-bundle reliably.
+    // Exclude it so Vite serves the files directly from node_modules.
+    exclude: ['essentia.js'],
+  },
+})