Refresh SmartStart defaults for 7.3.5 build 744

Ariver

2026-05-19 099cd85c325a605e0d6606817174bf99ea88c351

 Research/SmartStart/Scripts/build-ultimate-default-catalog.mjs

@@ -10,10 +10,7 @@
const outputDir = path.join(researchDir, "UltimateDefaultCatalog");

const sources = {
  master5000: path.join(researchDir, "MacCommonApps_CandidateTop5000_Master.csv"),
  persona: path.join(researchDir, "PersonaTopApps", "MacPersonaTopApps_Unique.csv"),
  game: path.join(researchDir, "game.csv"),
  top1000: path.join(researchDir, "AppDefaultTags_Review.csv"),
  curatedCatalog: path.join(outputDir, "SmartStart_UltimateDefaultCatalog.csv"),
  appleNotes: path.join(projectDir, "Apptag", "AppleDefaultAppNotes.swift"),
  localizationDir: path.join(projectDir, "Apptag", "Localization"),
};
@@ -53,98 +50,46 @@
const stableTags = new Set(stableTagOrder);
const noteLimit = 80;

const sourcePriority = {
  apple: 100,
  persona: 90,
  top1000: 80,
  game: 70,
  master5000: 60,
};

const tagOverridesByNormalizedName = new Map(Object.entries({
  "android-ndk": ["development", "utilities"],
  "codeql": ["development", "security"],
  "prince": ["writing", "development", "utilities"],
  "qlstephen": ["utilities", "system-enhancement"],
  "kotlin-lsp": ["development"],
  "ghdl": ["development"],
  "android-sdk-platform-tools": ["development", "utilities"],
  "android-sdk-command-line-tools": ["development", "utilities"],
}));

const appleCatalogMetadata = new Map(Object.entries({
  "com.apple.activitymonitor": { name: "Activity Monitor", tags: ["system", "utilities", "system-enhancement"] },
  "com.apple.airport.airportutility": { name: "AirPort Utility", tags: ["system", "utilities"] },
  "com.apple.appstore": { name: "App Store", tags: ["system", "utilities"] },
  "com.apple.apps.launcher": { name: "Apps", tags: ["system", "utilities"] },
  "com.apple.audio.audiomidisetup": { name: "Audio MIDI Setup", tags: ["audio", "system", "utilities"] },
  "com.apple.automator": { name: "Automator", tags: ["system-enhancement", "utilities"] },
  "com.apple.bluetoothfileexchange": { name: "Bluetooth File Exchange", tags: ["transfer", "system", "utilities"] },
  "com.apple.ibooksx": { name: "Books", tags: ["writing", "education", "entertainment"] },
  "com.apple.bootcampassistant": { name: "Boot Camp Assistant", tags: ["system", "utilities"] },
  "com.apple.calculator": { name: "Calculator", tags: ["utilities"] },
  "com.apple.ical": { name: "Calendar", tags: ["productivity"] },
  "com.apple.chess": { name: "Chess", tags: ["game", "entertainment"] },
  "com.apple.clock": { name: "Clock", tags: ["productivity", "utilities"] },
  "com.apple.colorsyncutility": { name: "ColorSync Utility", tags: ["design", "picture-photo", "system", "utilities"] },
  "com.apple.console": { name: "Console", tags: ["system", "utilities"] },
  "com.apple.addressbook": { name: "Contacts", tags: ["communication", "productivity"] },
  "com.apple.dictionary": { name: "Dictionary", tags: ["writing", "education", "utilities"] },
  "com.apple.digitalcolormeter": { name: "Digital Color Meter", tags: ["design", "picture-photo", "utilities"] },
  "com.apple.diskutility": { name: "Disk Utility", tags: ["system", "utilities"] },
  "com.apple.facetime": { name: "FaceTime", tags: ["communication", "video"] },
  "com.apple.findmy": { name: "Find My", tags: ["system", "utilities"] },
  "com.apple.fontbook": { name: "Font Book", tags: ["design", "utilities"] },
  "com.apple.freeform": { name: "Freeform", tags: ["productivity", "design"] },
  "com.apple.games": { name: "Games", tags: ["game", "entertainment"] },
  "com.apple.grapher": { name: "Grapher", tags: ["education", "utilities"] },
  "com.apple.home": { name: "Home", tags: ["system", "utilities"] },
  "com.apple.image_capture": { name: "Image Capture", tags: ["picture-photo", "transfer", "utilities"] },
  "com.apple.generativeplaygroundapp": { name: "Image Playground", tags: ["ai-tools", "picture-photo", "design"] },
  "com.apple.imovieapp": { name: "iMovie", tags: ["video", "media"] },
  "com.apple.screencontinuity": { name: "iPhone Mirroring", tags: ["system-enhancement", "utilities"] },
  "com.apple.journal": { name: "Journal", tags: ["writing", "productivity"] },
  "com.apple.iwork.keynote": { name: "Keynote", tags: ["productivity", "writing"] },
  "com.apple.magnifier": { name: "Magnifier", tags: ["system", "utilities"] },
  "com.apple.mail": { name: "Mail", tags: ["communication"] },
  "com.apple.maps": { name: "Maps", tags: ["productivity", "utilities"] },
  "com.apple.mobilesms": { name: "Messages", tags: ["communication"] },
  "com.apple.migrateassistant": { name: "Migration Assistant", tags: ["transfer", "system", "utilities"] },
  "com.apple.exposelauncher": { name: "Mission Control", tags: ["system", "system-enhancement"] },
  "com.apple.music": { name: "Music", tags: ["audio", "media", "entertainment"] },
  "com.apple.news": { name: "News", tags: ["media", "writing"] },
  "com.apple.notes": { name: "Notes", tags: ["writing", "productivity"] },
  "com.apple.iwork.numbers": { name: "Numbers", tags: ["productivity"] },
  "com.apple.iwork.pages": { name: "Pages", tags: ["writing"] },
  "com.apple.passwords": { name: "Passwords", tags: ["security", "utilities"] },
  "com.apple.mobilephone": { name: "Phone", tags: ["communication"] },
  "com.apple.photobooth": { name: "Photo Booth", tags: ["picture-photo", "media", "entertainment"] },
  "com.apple.photos": { name: "Photos", tags: ["picture-photo", "media"] },
  "com.apple.podcasts": { name: "Podcasts", tags: ["audio", "media", "entertainment"] },
  "com.apple.preview": { name: "Preview", tags: ["picture-photo", "writing", "utilities"] },
  "com.apple.printcenter": { name: "Print Center", tags: ["system", "utilities"] },
  "com.apple.quicktimeplayerx": { name: "QuickTime Player", tags: ["video", "audio", "media"] },
  "com.apple.reminders": { name: "Reminders", tags: ["productivity"] },
  "com.apple.safari": { name: "Safari", tags: ["browser"] },
  "com.apple.screensharing": { name: "Screen Sharing", tags: ["system", "communication", "utilities"] },
  "com.apple.screenshot.launcher": { name: "Screenshot", tags: ["picture-photo", "video", "utilities"] },
  "com.apple.scripteditor2": { name: "Script Editor", tags: ["development", "system-enhancement", "utilities"] },
  "com.apple.sfsymbols": { name: "SF Symbols", tags: ["design", "development"] },
  "com.apple.shortcuts": { name: "Shortcuts", tags: ["system-enhancement", "productivity", "utilities"] },
  "com.apple.siri.launcher": { name: "Siri", tags: ["system", "utilities"] },
  "com.apple.stickies": { name: "Stickies", tags: ["writing", "productivity"] },
  "com.apple.stocks": { name: "Stocks", tags: ["finance"] },
  "com.apple.systemprofiler": { name: "System Information", tags: ["system", "utilities"] },
  "com.apple.systempreferences": { name: "System Settings", tags: ["system", "utilities"] },
  "com.apple.terminal": { name: "Terminal", tags: ["development", "system", "utilities"] },
  "com.apple.textedit": { name: "TextEdit", tags: ["writing"] },
  "com.apple.backup.launcher": { name: "Time Machine", tags: ["system", "utilities"] },
  "com.apple.helpviewer": { name: "Tips", tags: ["education", "utilities"] },
  "com.apple.tv": { name: "TV", tags: ["video", "media", "entertainment"] },
  "com.apple.voicememos": { name: "Voice Memos", tags: ["audio", "media"] },
  "com.apple.voiceoverutility": { name: "VoiceOver Utility", tags: ["system", "utilities"] },
  "com.apple.weather": { name: "Weather", tags: ["utilities"] },
  "com.apple.dt.xcode": { name: "Xcode", tags: ["development"] },
const tagerToStableTags = new Map(Object.entries({
  "3d-cad": ["design"],
  "Automation": ["productivity", "system-enhancement"],
  "Font": ["design", "utilities"],
  "GTD": ["productivity"],
  "Meeting": ["communication", "productivity"],
  "Notes": ["productivity", "writing"],
  "PDF": ["writing", "utilities"],
  "ai-tools": ["ai-tools"],
  "api-tools": ["development"],
  "audio": ["media", "audio"],
  "browser": ["browser"],
  "communication": ["communication"],
  "database-tools": ["development"],
  "design": ["design"],
  "device-management": ["utilities", "system-enhancement"],
  "devops": ["development"],
  "diagramming": ["design"],
  "education": ["education"],
  "entertainment": ["entertainment"],
  "file-management": ["file-management", "utilities"],
  "finance": ["finance"],
  "game": ["entertainment", "game"],
  "ide": ["development"],
  "input-tools": ["utilities", "system-enhancement"],
  "media": ["media"],
  "network-tools": ["utilities"],
  "office": ["productivity", "writing"],
  "picture-photo": ["media", "picture-photo"],
  "runtime-sdk": ["development"],
  "security": ["security"],
  "system": ["system", "utilities"],
  "system-maintenance": ["utilities", "system-enhancement"],
  "terminal-tools": ["development"],
  "transfer": ["transfer", "utilities"],
  "ui-prototyping": ["design"],
  "utilities": ["utilities"],
  "video": ["media", "video"],
  "window-management": ["utilities", "system-enhancement"],
  "writing": ["writing"],
}));

function parseCSV(text) {
@@ -258,15 +203,19 @@
  return Array.from(String(value ?? "")).length;
}

function stripTerminalPunctuation(value) {
  return String(value ?? "")
    .replace(/\s+/g, " ")
    .trim()
    .replace(/[。．\.!！\?？;；:：,，、]+$/u, "")
    .trim();
}

function truncateNote(value) {
  const clean = String(value ?? "").replace(/\s+/g, " ").trim();
  const clean = stripTerminalPunctuation(value);
  if (charLength(clean) <= noteLimit) return clean;
  let sliced = Array.from(clean).slice(0, noteLimit).join("");
  sliced = sliced.replace(/[，、；：,.!！?？]$/, "");
  if (!/[。.!！?？]$/.test(sliced)) {
    sliced = `${Array.from(sliced).slice(0, noteLimit - 1).join("")}。`;
  }
  return sliced;
  return stripTerminalPunctuation(sliced);
}

function loadCategoryTranslations() {
@@ -291,11 +240,10 @@
  const labels = shownTags.map((tag) => categoryMap[tag] ?? tag);
  const joiner = ["ar", "ar-Najdi"].includes(code) ? "، " : ["zh-Hans", "zh-Hant", "ja"].includes(code) ? "、" : ", ";
  const separator = ["zh-Hans", "zh-Hant", "ja"].includes(code) ? "：" : ": ";
  const end = ["zh-Hans", "zh-Hant", "ja"].includes(code) ? "。" : ".";
  const full = `${name}${separator}${labels.join(joiner)}${end}`;
  const full = `${name}${separator}${labels.join(joiner)}`;
  if (charLength(full) <= noteLimit) return full;

  const compact = `${name}${separator}${labels[0] ?? "App"}${end}`;
  const compact = `${name}${separator}${labels[0] ?? "App"}`;
  if (charLength(compact) <= noteLimit) return compact;

  return truncateNote(compact);
@@ -391,198 +339,94 @@
  stats.mergedRows += 1;
}

function mapCuratedTags(value) {
  const tags = [];
  const unknownTokens = [];
  for (const token of splitTags(value)) {
    const mapped = tagerToStableTags.get(token);
    if (!mapped) {
      unknownTokens.push(token);
      continue;
    }
    tags.push(...mapped);
  }

  return {
    tags: orderedTags(tags.length > 0 ? tags : ["other"]),
    unknownTokens,
  };
}

function build() {
  fs.mkdirSync(outputDir, { recursive: true });
  const translations = loadCategoryTranslations();
  const appleNotes = parseAppleNotes();
  const entries = [];
  const byBundle = new Map();
  const byName = new Map();
  const ambiguous = [];
  const mergedGroups = [];
  const previousRuntimeEntries = fs.existsSync(outputs.runtimeJSON)
    ? new Map(
        (JSON.parse(fs.readFileSync(outputs.runtimeJSON, "utf8")).entries ?? []).map((entry) => [entry.normalizedName, entry]),
      )
    : new Map();
  const curatedRows = readCSVObjects(sources.curatedCatalog);
  const unknownTagerTokens = new Set();
  const stats = {
    sourceRows: {},
    mergedRows: 0,
    curatedRows: curatedRows.length,
    rowsWithSourceNotes: 0,
    appleNotesAttached: 0,
    appleNotesSwiftOnly: 0,
    tagChangedVsPrevious: 0,
    zhNoteChangedVsPrevious: 0,
    bundleChangedVsPrevious: 0,
    missingLocalizedNotes: 0,
  };
  const finalRows = curatedRows.map((row, index) => {
    const name = String(row.Name ?? "").trim();
    const normalizedName = String(row.normalizedName ?? "").trim() || normalizeName(name);
    const bundleIdentifier = normalizeBundle(row.bundleIdentifier);
    const legacyTags = orderedTags(splitTags(row.defaultTag));
    const mapping = mapCuratedTags(row.tager);
    for (const token of mapping.unknownTokens) unknownTagerTokens.add(token);

  function addEntry(incoming) {
    if (!incoming.name || incoming.tags.length === 0) return;
    let noteZH = truncateNote(row["defaultNote-ZH"]);
    let usedAppleFallback = false;
    if (!noteZH) {
      const bundleNote = bundleIdentifier ? appleNotes.byBundle.get(bundleIdentifier.toLowerCase()) : null;
      const nameNote = appleNotes.byName.get(name);
      if (bundleNote || nameNote) {
        noteZH = truncateNote(bundleNote ?? nameNote);
        usedAppleFallback = true;
        stats.appleNotesAttached += 1;
      }
    } else {
      stats.rowsWithSourceNotes += 1;
    }

    const bundleKey = incoming.bundleIdentifier?.toLowerCase() ?? null;
    let existing = bundleKey ? byBundle.get(bundleKey) : null;

    if (!existing) {
      const normalizedExisting = byName.get(incoming.normalizedName);
      if (normalizedExisting) {
        const existingBundle = normalizedExisting.bundleIdentifier?.toLowerCase() ?? null;
        if (bundleKey && existingBundle && bundleKey !== existingBundle) {
          ambiguous.push({
            kind: "same_normalized_different_bundle",
            identity: incoming.normalizedName,
            names: [normalizedExisting.name, incoming.name].join(" | "),
            bundles: [normalizedExisting.bundleIdentifier, incoming.bundleIdentifier].join(" | "),
            sources: [[...normalizedExisting.sources].join("|"), incoming.source].join(" | "),
            decision: "kept_separate_for_review",
          });
        } else {
          existing = normalizedExisting;
        }
    const notes = buildLocalizedNotes(name, mapping.tags, noteZH, translations);
    const previous = previousRuntimeEntries.get(normalizedName);
    if (previous) {
      if (JSON.stringify(previous.defaultTag ?? []) !== JSON.stringify(mapping.tags)) {
        stats.tagChangedVsPrevious += 1;
      }
      if (((previous.notes ?? {})["zh-Hans"] ?? "") !== (noteZH ?? "")) {
        stats.zhNoteChangedVsPrevious += 1;
      }
      if ((previous.bundleIdentifier ?? null) !== bundleIdentifier) {
        stats.bundleChangedVsPrevious += 1;
      }
    }

    if (!existing) {
      const entry = {
        name: incoming.name,
        normalizedName: incoming.normalizedName,
        bundleIdentifier: incoming.bundleIdentifier,
        tags: incoming.tags,
        noteZH: incoming.noteZH,
        rank: incoming.rank,
        sourceEvidence: new Set([...incoming.evidence, incoming.source].filter(Boolean)),
        sources: new Set([incoming.source]),
        namePriority: incoming.priority,
        notePriority: incoming.noteZH ? incoming.priority : -1,
      };
      entries.push(entry);
      byName.set(entry.normalizedName, entry);
      if (bundleKey) byBundle.set(bundleKey, entry);
      return;
    }

    const beforeSources = new Set(existing.sources);
    mergeInto(existing, incoming, stats);
    if (incoming.bundleIdentifier) byBundle.set(incoming.bundleIdentifier.toLowerCase(), existing);
    byName.set(existing.normalizedName, existing);
    mergedGroups.push({
      identity: bundleKey ? `bundle:${bundleKey}` : `name:${incoming.normalizedName}`,
      sourcesBefore: [...beforeSources].join("|"),
      mergedSource: incoming.source,
      finalName: existing.name,
    });
  }

  const masterRows = readCSVObjects(sources.master5000);
  stats.sourceRows.master5000 = masterRows.length;
  for (const row of masterRows) {
    addEntry(rawEntry({
      source: "master5000",
      name: row.name,
      normalizedName: row.normalizedName,
      bundleIdentifier: row.bundleIdentifier,
      tags: splitTags(row.defaultTagIDs),
      rank: row.rank,
      evidence: splitTags(row.sourceEvidence),
    }));
  }

  const topRows = readCSVObjects(sources.top1000);
  stats.sourceRows.top1000 = topRows.length;
  for (const row of topRows) {
    addEntry(rawEntry({
      source: "top1000",
      name: row.name,
      normalizedName: row.normalizedName,
      bundleIdentifier: row.bundleIdentifier,
      tags: splitTags(row.defaultTagIDs),
      rank: row.rank,
      evidence: splitTags(row.sourceEvidence),
    }));
  }

  const gameRows = readCSVObjects(sources.game);
  stats.sourceRows.game = gameRows.length;
  for (const row of gameRows) {
    addEntry(rawEntry({
      source: "game",
      name: row.name,
      normalizedName: normalizeName(row.name),
      bundleIdentifier: row.bundleIdentifier,
      tags: orderedTags([...splitTags(row.defaultTagIDs), "entertainment"]),
      rank: row.rank,
      evidence: ["game_seed"],
    }));
  }

  const personaRows = readCSVObjects(sources.persona);
  stats.sourceRows.persona = personaRows.length;
  for (const row of personaRows) {
    addEntry(rawEntry({
      source: "persona",
      name: row.appName,
      normalizedName: row.normalizedName,
      bundleIdentifier: row.bundleIdentifier,
      tags: splitTags(row.defaultTagIDs),
      noteZH: row.defaultNoteZH,
      rank: row.masterRank || row.bestPersonaRank,
      evidence: ["persona_top_apps", ...(row.personaIDs ? [`personas:${row.personaIDs}`] : [])],
    }));
  }

  stats.sourceRows.apple = appleNotes.byBundle.size;
  for (const [bundleIdentifier, note] of appleNotes.byBundle.entries()) {
    const metadata = appleCatalogMetadata.get(bundleIdentifier);
    if (!metadata) continue;
    addEntry(rawEntry({
      source: "apple",
      name: metadata.name,
      normalizedName: normalizeName(metadata.name),
    return {
      rank: index + 1,
      name,
      normalizedName,
      bundleIdentifier,
      tags: metadata.tags,
      noteZH: note,
      rank: 50,
      evidence: ["apple_default_notes"],
    }));
  }

  for (const entry of entries) {
    const bundleNote = entry.bundleIdentifier
      ? appleNotes.byBundle.get(entry.bundleIdentifier.toLowerCase())
      : null;
    const nameNote = appleNotes.byName.get(entry.name);
    const note = bundleNote ?? nameNote;
    if (note) {
      entry.noteZH = truncateNote(note);
      entry.notePriority = sourcePriority.apple;
      entry.sources.add("apple");
      entry.sourceEvidence.add("apple_default_notes");
      stats.appleNotesAttached += 1;
    }
  }

  for (const bundle of appleNotes.byBundle.keys()) {
    if (!byBundle.has(bundle)) stats.appleNotesSwiftOnly += 1;
  }

  const finalRows = entries
    .map((entry) => {
      entry.tags = orderedTags(entry.tags);
      if (entry.tags.length === 1 && entry.tags[0] === "other") {
        const overrideTags = tagOverridesByNormalizedName.get(entry.normalizedName);
        if (overrideTags) {
          entry.tags = orderedTags(overrideTags);
          entry.sourceEvidence.add("manual_other_reduction");
        }
      }
      const notes = buildLocalizedNotes(entry.name, entry.tags, entry.noteZH, translations);
      return {
        name: entry.name,
        normalizedName: entry.normalizedName || normalizeName(entry.name),
        bundleIdentifier: entry.bundleIdentifier,
        tags: entry.tags,
        noteZH: entry.noteZH,
        notes,
        rank: entry.rank,
        sourceEvidence: [...entry.sourceEvidence].sort(),
        sources: [...entry.sources].sort(),
      };
    })
    .sort((left, right) => {
      const rankDiff = left.rank - right.rank;
      if (rankDiff !== 0) return rankDiff;
      return left.name.localeCompare(right.name);
    });
      tags: mapping.tags,
      legacyTags,
      noteZH,
      notes,
      sourceEvidence: usedAppleFallback
        ? ["curated_tager_catalog", "apple_default_notes"]
        : ["curated_tager_catalog"],
    };
  });

  const invalidTagRows = finalRows.filter((row) => row.tags.some((tag) => !stableTags.has(tag)));
  const emptyNormalizedRows = finalRows.filter((row) => !row.normalizedName);
@@ -595,32 +439,35 @@
      const note = row.notes[code];
      if (!note) {
        localizedNoteIssues.push({ name: row.name, code, issue: "missing" });
        stats.missingLocalizedNotes += 1;
      } else if (charLength(note) > noteLimit) {
        localizedNoteIssues.push({ name: row.name, code, issue: `over_limit:${charLength(note)}` });
      } else if (stripTerminalPunctuation(note) != note) {
        localizedNoteIssues.push({ name: row.name, code, issue: "trailing_punctuation" });
      }
    }
  }

  const reviewHeader = ["Name", "normalizedName", "defaultTag", "bundleIdentifier", "defaultNote-ZH"];
  const reviewRows = [
    reviewHeader,
    ...finalRows.map((row) => [
      row.name,
      row.normalizedName,
      row.tags.join("|"),
      row.bundleIdentifier ?? "null",
      row.noteZH ?? "",
  const cleanedCuratedRows = [
    ["Name", "normalizedName", "defaultTag", "tager", "bundleIdentifier", "defaultNote-ZH"],
    ...curatedRows.map((row) => [
      String(row.Name ?? "").trim(),
      String(row.normalizedName ?? "").trim() || normalizeName(row.Name ?? ""),
      String(row.defaultTag ?? "").trim(),
      String(row.tager ?? "").trim(),
      normalizeBundle(row.bundleIdentifier) ?? "null",
      truncateNote(row["defaultNote-ZH"]),
    ]),
  ];
  fs.writeFileSync(outputs.reviewCSV, `${stringifyCSV(reviewRows)}\n`);
  fs.writeFileSync(outputs.reviewCSV, `${stringifyCSV(cleanedCuratedRows)}\n`);

  const runtime = {
    version: 2,
    generatedAt: new Date().toISOString(),
    noteLimit,
    supportedLanguages: [...translations.keys()].sort(),
    entries: finalRows.map((row, index) => ({
      rank: index + 1,
    entries: finalRows.map((row) => ({
      rank: row.rank,
      name: row.name,
      normalizedName: row.normalizedName,
      bundleIdentifier: row.bundleIdentifier,
@@ -632,14 +479,26 @@
  fs.writeFileSync(outputs.runtimeJSON, `${JSON.stringify(runtime, null, 2)}\n`);

  const duplicateRows = [
    ["kind", "identity", "names", "bundles", "sources", "decision"],
    ...ambiguous.map((row) => [row.kind, row.identity, row.names, row.bundles, row.sources, row.decision]),
    ["name", "normalizedName", "tager", "legacyDefaultTag", "runtimeDefaultTag", "bundleIdentifier", "defaultNote-ZH"],
    ...finalRows
      .filter((row) => row.legacyTags.join("|") !== row.tags.join("|"))
      .map((row) => [
        row.name,
        row.normalizedName,
        (curatedRows[row.rank - 1]?.tager ?? ""),
        row.legacyTags.join("|"),
        row.tags.join("|"),
        row.bundleIdentifier ?? "null",
        row.noteZH ?? "",
      ]),
  ];
  fs.writeFileSync(outputs.duplicateReview, `${stringifyCSV(duplicateRows)}\n`);

  const sourceLines = Object.entries(stats.sourceRows)
    .map(([source, count]) => `- ${source}: ${count}`)
    .join("\n");
  const sourceLines = [
    "- curated CSV: `Research/SmartStart/UltimateDefaultCatalog/SmartStart_UltimateDefaultCatalog.csv`",
    `- curated rows: ${stats.curatedRows}`,
    `- unknown tager tokens: ${unknownTagerTokens.size}`,
  ].join("\n");
  const topTagLines = stableTagOrder
    .map((tag) => [tag, finalRows.filter((row) => row.tags.includes(tag)).length])
    .filter(([, count]) => count > 0)
@@ -664,14 +523,16 @@

- Final rows: ${finalRows.length}
- Rows with Chinese default notes: ${noteRows.length}
- Merged source rows: ${stats.mergedRows}
- Ambiguous duplicate candidates: ${ambiguous.length}
- Rows with source Chinese notes from curated CSV: ${stats.rowsWithSourceNotes}
- Rows with Apple note fallback attached: ${stats.appleNotesAttached}
- Invalid tag rows: ${invalidTagRows.length}
- Empty normalizedName rows: ${emptyNormalizedRows.length}
- Exact \`other\` rows: ${exactOtherRows.length}
- Mixed \`other\` rows after cleanup: ${mixedOtherRows.length}
- Apple notes attached to catalog rows: ${stats.appleNotesAttached}
- Apple notes still handled by Swift-only fallback: ${stats.appleNotesSwiftOnly}
- Tag changes vs previous runtime JSON: ${stats.tagChangedVsPrevious}
- Chinese note changes vs previous runtime JSON: ${stats.zhNoteChangedVsPrevious}
- Bundle identifier changes vs previous runtime JSON: ${stats.bundleChangedVsPrevious}
- Unknown tager tokens: ${unknownTagerTokens.size}
- Localized note issues: ${localizedNoteIssues.length}

## Tag Distribution
@@ -680,7 +541,7 @@

## Notes

- \`other\` is removed whenever a row has at least one meaningful tag.
- Runtime tags are generated from the curated CSV \`tager\` column, not the legacy \`defaultTag\` column.
- Runtime notes are generated for all supported localization files when a Chinese source note exists.
- Non-Chinese localized notes currently use localized tag-summary copy generated from existing category translations; high-traffic languages can be manually polished later.
`;
@@ -707,12 +568,13 @@
  return {
    finalRows: finalRows.length,
    noteRows: noteRows.length,
    ambiguousDuplicates: ambiguous.length,
    changedVsPrevious: stats.tagChangedVsPrevious,
    invalidTagRows: invalidTagRows.length,
    emptyNormalizedRows: emptyNormalizedRows.length,
    exactOtherRows: exactOtherRows.length,
    mixedOtherRows: mixedOtherRows.length,
    localizedNoteIssues: localizedNoteIssues.length,
    unknownTagerTokens: [...unknownTagerTokens].sort(),
    outputDir,
  };
}