feat(suggestions): improve vector store and add cache management

- Add get_all_related_artists for direct relationship lookup
- Add get_related_artists helper method
- Add clear_all method to vector store for cache management
- Add clear_vector_store Tauri command
- Add Artist Vectors cache section to Settings view
- Use artist_info tuples (mbid, name) for better track searching

src-tauri/src/artist_vectors/store.rs

@@ -390,6 +390,94 @@ impl ArtistVectorStore {
             .flatten()
     }
 
+    /// Get related artists for a given artist (from their vector entries)
+    ///
+    /// This returns artists that the given artist is connected to via
+    /// MusicBrainz relationships (members, collaborators, etc.)
+    pub fn get_related_artists(&self, mbid: &str) -> Result<Vec<SimilarArtist>, String> {
+        let Some(artist_idx) = self.get_idx(mbid) else {
+            return Ok(Vec::new());
+        };
+
+        let mut stmt = self
+            .conn
+            .prepare(
+                "SELECT target_idx, SUM(weight) as total_weight
+                 FROM vector_entries
+                 WHERE artist_idx = ?1
+                 GROUP BY target_idx
+                 ORDER BY total_weight DESC",
+            )
+            .map_err(|e| format!("Failed to prepare query: {}", e))?;
+
+        let rows = stmt
+            .query_map(params![artist_idx], |row| {
+                Ok((row.get::<_, u32>(0)?, row.get::<_, f32>(1)?))
+            })
+            .map_err(|e| format!("Failed to query relations: {}", e))?;
+
+        let mut results = Vec::new();
+        for row in rows.flatten() {
+            let (target_idx, weight) = row;
+            if let Some(target_mbid) = self.get_mbid(target_idx) {
+                let name = self.get_artist_name(target_mbid);
+                results.push(SimilarArtist {
+                    mbid: target_mbid.to_string(),
+                    name,
+                    similarity: weight,
+                });
+            }
+        }
+
+        Ok(results)
+    }
+
+    /// Get all related artists for multiple source artists, excluding specified MBIDs
+    ///
+    /// Returns a deduplicated list sorted by total weight across all sources
+    pub fn get_all_related_artists(
+        &self,
+        source_mbids: &[String],
+        exclude_mbids: &[String],
+        limit: usize,
+    ) -> Result<Vec<SimilarArtist>, String> {
+        use std::collections::HashMap;
+
+        let exclude_set: std::collections::HashSet<_> = exclude_mbids.iter().collect();
+        let mut artist_weights: HashMap<String, (Option<String>, f32)> = HashMap::new();
+
+        for mbid in source_mbids {
+            let related = self.get_related_artists(mbid)?;
+            for artist in related {
+                if exclude_set.contains(&artist.mbid) {
+                    continue;
+                }
+                let entry = artist_weights
+                    .entry(artist.mbid.clone())
+                    .or_insert((artist.name.clone(), 0.0));
+                entry.1 += artist.similarity;
+            }
+        }
+
+        let mut results: Vec<_> = artist_weights
+            .into_iter()
+            .map(|(mbid, (name, weight))| SimilarArtist {
+                mbid,
+                name,
+                similarity: weight,
+            })
+            .collect();
+
+        results.sort_by(|a, b| {
+            b.similarity
+                .partial_cmp(&a.similarity)
+                .unwrap_or(std::cmp::Ordering::Equal)
+        });
+        results.truncate(limit);
+
+        Ok(results)
+    }
+
     /// Get statistics about the store
     pub fn get_stats(&self) -> Result<StoreStats, String> {
         let artist_count = self.artist_to_idx.len();
@@ -435,6 +523,30 @@ impl ArtistVectorStore {
 
         Ok(deleted)
     }
+
+    /// Clear all data from the store
+    pub fn clear_all(&mut self) -> Result<usize, String> {
+        let deleted = self
+            .conn
+            .execute("DELETE FROM vector_entries", [])
+            .map_err(|e| format!("Failed to delete vector entries: {}", e))?;
+
+        self.conn
+            .execute("DELETE FROM vector_metadata", [])
+            .map_err(|e| format!("Failed to delete metadata: {}", e))?;
+
+        self.conn
+            .execute("DELETE FROM artist_index", [])
+            .map_err(|e| format!("Failed to delete artist index: {}", e))?;
+
+        // Reset in-memory state
+        self.artist_to_idx.clear();
+        self.idx_to_artist.clear();
+        self.next_idx = 0;
+
+        log::info!("Artist vector store cleared: {} entries deleted", deleted);
+        Ok(deleted)
+    }
 }
 
 /// Statistics about the vector store

src-tauri/src/commands/playlist_suggestions.rs

@@ -59,8 +59,9 @@ pub async fn get_playlist_suggestions_v2(
     let skip_network = config.skip_vector_build;
 
     // Resolve artist names to MBIDs (with caching)
+    // Store (mbid, name) tuples so we can search for tracks by name
     let resolve_start = Instant::now();
-    let mut artist_mbids = Vec::new();
+    let mut artist_info: Vec<(String, String)> = Vec::new(); // (mbid, name)
     let mut cached_count = 0;
     let mut resolved_count = 0;
     let mut skipped_count = 0;
@@ -77,7 +78,7 @@ pub async fn get_playlist_suggestions_v2(
                 if resolved.confidence != MatchConfidence::None
                     && resolved.confidence != MatchConfidence::Low
                 {
-                    artist_mbids.push(mbid);
+                    artist_info.push((mbid, artist.name.clone()));
                     cached_count += 1;
                     continue;
                 }
@@ -117,7 +118,7 @@ pub async fn get_playlist_suggestions_v2(
                             let cache = mb_state.cache.lock().await;
                             let _ = cache.set_artist(&artist.name, &resolved);
                         }
-                        artist_mbids.push(mbid);
+                        artist_info.push((mbid, artist.name.clone()));
                         resolved_count += 1;
                         continue;
                     }
@@ -148,7 +149,7 @@ pub async fn get_playlist_suggestions_v2(
         skip_network
     );
 
-    if artist_mbids.is_empty() {
+    if artist_info.is_empty() {
         log::warn!("[Suggestions] No MBIDs resolved, returning empty result");
         return Ok(SuggestionResult {
             tracks: Vec::new(),
@@ -182,11 +183,11 @@ pub async fn get_playlist_suggestions_v2(
     let exclude_set: HashSet<u64> = input.exclude_track_ids.into_iter().collect();
 
     // Generate suggestions
-    log::info!("[Suggestions] Calling engine.generate_suggestions with {} MBIDs", artist_mbids.len());
+    log::info!("[Suggestions] Calling engine.generate_suggestions with {} artists", artist_info.len());
     let engine_start = std::time::Instant::now();
 
     let result = engine
-        .generate_suggestions(&artist_mbids, &exclude_set, input.include_reasons)
+        .generate_suggestions(&artist_info, &exclude_set, input.include_reasons)
         .await;
 
     let engine_elapsed = engine_start.elapsed();
@@ -229,3 +230,12 @@ pub async fn cleanup_vector_store(
     let mut store = store_state.store.lock().await;
     store.cleanup_expired(max_age_secs)
 }
+
+/// Clear all vector store data
+#[tauri::command]
+pub async fn clear_vector_store(
+    store_state: State<'_, ArtistVectorStoreState>,
+) -> Result<usize, String> {
+    let mut store = store_state.store.lock().await;
+    store.clear_all()
+}

src-tauri/src/lib.rs

@@ -536,6 +536,7 @@ pub fn run() {
             commands::get_playlist_suggestions_v2,
             commands::get_vector_store_stats,
             commands::cleanup_vector_store,
+            commands::clear_vector_store,
             // Favorites commands
             commands::get_favorites,
             commands::add_favorite,

src/lib/components/views/SettingsView.svelte

@@ -127,6 +127,8 @@
   let lyricsCacheStats = $state<{ entries: number; sizeBytes: number } | null>(null);
   let isClearingMusicBrainz = $state(false);
   let musicBrainzCacheStats = $state<{ recordings: number; artists: number; releases: number; relations: number } | null>(null);
+  let isClearingVectorStore = $state(false);
+  let vectorStoreStats = $state<{ artist_count: number; vector_count: number; entry_count: number } | null>(null);
 
   // Migration state
   let showMigrationModal = $state(false);
@@ -556,6 +558,9 @@
     // Load MusicBrainz cache stats
     loadMusicBrainzCacheStats();
 
+    // Load vector store stats
+    loadVectorStoreStats();
+
     // Load audio devices first (includes PipeWire sinks), then settings
     // Also load backends and ALSA plugins
     Promise.all([
@@ -1615,6 +1620,29 @@
     }
   }
 
+  async function loadVectorStoreStats() {
+    try {
+      vectorStoreStats = await invoke('get_vector_store_stats');
+    } catch (err) {
+      console.error('Failed to load vector store stats:', err);
+      vectorStoreStats = null;
+    }
+  }
+
+  async function handleClearVectorStore() {
+    if (isClearingVectorStore) return;
+    isClearingVectorStore = true;
+    try {
+      await invoke('clear_vector_store');
+      console.log('Artist vector store cleared');
+      await loadVectorStoreStats();
+    } catch (err) {
+      console.error('Failed to clear vector store:', err);
+    } finally {
+      isClearingVectorStore = false;
+    }
+  }
+
   function formatBytes(bytes: number): string {
     if (bytes === 0) return '0 B';
     const k = 1024;
@@ -2399,7 +2427,7 @@
         {isClearingLyrics ? $t('settings.storage.clearing') : $t('actions.clear')}
       </button>
     </div>
-    <div class="setting-row last">
+    <div class="setting-row">
       <div class="setting-info">
         <span class="setting-label">MusicBrainz Cache</span>
         <small class="setting-note">
@@ -2418,6 +2446,25 @@
         {isClearingMusicBrainz ? $t('settings.storage.clearing') : $t('actions.clear')}
       </button>
     </div>
+    <div class="setting-row last">
+      <div class="setting-info">
+        <span class="setting-label">Artist Vectors (Suggestions)</span>
+        <small class="setting-note">
+          {#if vectorStoreStats}
+            {vectorStoreStats.artist_count} artists, {vectorStoreStats.entry_count} relations
+          {:else}
+            -
+          {/if}
+        </small>
+      </div>
+      <button
+        class="clear-btn"
+        onclick={handleClearVectorStore}
+        disabled={isClearingVectorStore || !vectorStoreStats || vectorStoreStats.entry_count === 0}
+      >
+        {isClearingVectorStore ? $t('settings.storage.clearing') : $t('actions.clear')}
+      </button>
+    </div>
   </section>
 
   <!-- Flatpak Section (only shown when running in Flatpak) -->