diff --git a/frontend/src/pages/library.rs b/frontend/src/pages/library.rs
index 113a920..eee107b 100644
--- a/frontend/src/pages/library.rs
+++ b/frontend/src/pages/library.rs
@@ -1,3 +1,6 @@
+use std::collections::{HashMap, HashSet};
+
+use wasm_bindgen::JsCast;
 use yew::prelude::*;
 use yew_router::prelude::*;
 
@@ -17,7 +20,7 @@ pub fn library_page() -> Html {
             let artists = artists.clone();
             let error = error.clone();
             wasm_bindgen_futures::spawn_local(async move {
-                match api::list_artists(200, 0).await {
+                match api::list_artists(0, 0).await {
                     Ok(a) => artists.set(Some(a)),
                     Err(e) => error.set(Some(e.0)),
                 }
@@ -40,6 +43,33 @@ pub fn library_page() -> Html {
         return html! { <p class="loading">{ "Loading..." }</p> };
     };
 
+    // Pre-compute which artist IDs are first in their letter group (for anchor IDs)
+    let mut seen_letters = HashSet::new();
+    let first_of_letter: HashMap<i32, char> = artists
+        .iter()
+        .filter_map(|a| {
+            let first = a.name.chars().next().unwrap_or('#').to_ascii_uppercase();
+            let letter = if first.is_ascii_alphabetic() {
+                first
+            } else {
+                '#'
+            };
+            if seen_letters.insert(letter) {
+                Some((a.id, letter))
+            } else {
+                None
+            }
+        })
+        .collect();
+    let active_letters: HashSet<char> = first_of_letter.values().copied().collect();
+
+    // Build scroll track letter data
+    let letters: Vec<char> = "#ABCDEFGHIJKLMNOPQRSTUVWXYZ".chars().collect();
+    let scroll_track_items: Vec<(String, bool)> = letters
+        .iter()
+        .map(|&c| (c.to_string(), active_letters.contains(&c)))
+        .collect();
+
     html! {
         <div>
             <div class="page-header">
@@ -50,6 +80,28 @@ pub fn library_page() -> Html {
             if artists.is_empty() {
                 <p class="text-muted">{ "No artists in library. Use Search to add some!" }</p>
             } else {
+                <div class="scroll-track">
+                    { for scroll_track_items.iter().map(|(letter, active)| {
+                        let letter_c = letter.clone();
+                        let active = *active;
+                        let class = if active { "scroll-track-letter has-artists" } else { "scroll-track-letter" };
+                        let onclick = Callback::from(move |_: MouseEvent| {
+                            if active {
+                                if let Some(window) = web_sys::window() {
+                                    if let Some(doc) = window.document() {
+                                        if let Some(el) = doc.get_element_by_id(&format!("letter-{}", letter_c)) {
+                                            let _ = el.dyn_into::<web_sys::HtmlElement>()
+                                                .map(|el| el.scroll_into_view());
+                                        }
+                                    }
+                                }
+                            }
+                        });
+                        html! {
+                            <div class={class} onclick={onclick}>{ letter }</div>
+                        }
+                    })}
+                </div>
                 <table>
                     <thead>
                         <tr>
@@ -62,6 +114,7 @@ pub fn library_page() -> Html {
                     </thead>
                     <tbody>
                         { for artists.iter().map(|a| {
+                            let anchor_id = first_of_letter.get(&a.id).map(|c| format!("letter-{c}"));
                             let artist_id = a.id;
                             let artist_name = a.name.clone();
                             let artist_mbid = a.musicbrainz_id.clone();
@@ -157,7 +210,7 @@ pub fn library_page() -> Html {
                             let watched_bar_style = format!("width:{watched_pct}%;background:{watched_color};");
 
                             html! {
-                            <tr>
+                            <tr id={anchor_id}>
                                 <td>
                                     <Link<Route> to={Route::Artist { id: a.id.to_string() }}>
                                         { &a.name }
diff --git a/frontend/src/pages/playlists.rs b/frontend/src/pages/playlists.rs
index ecca670..163a93b 100644
--- a/frontend/src/pages/playlists.rs
+++ b/frontend/src/pages/playlists.rs
@@ -17,7 +17,7 @@ pub fn playlists_page() -> Html {
         let all_artists = all_artists.clone();
         use_effect_with((), move |_| {
             wasm_bindgen_futures::spawn_local(async move {
-                if let Ok(artists) = api::list_artists(500, 0).await {
+                if let Ok(artists) = api::list_artists(0, 0).await {
                     all_artists.set(artists);
                 }
             });
diff --git a/frontend/style.css b/frontend/style.css
index f119d19..90181b2 100644
--- a/frontend/style.css
+++ b/frontend/style.css
@@ -445,4 +445,38 @@ tr[draggable="true"]:active { cursor: grabbing; }
     .album-art-lg { width: 120px; height: 120px; }
     .album-header { flex-direction: column; }
     .artist-photo { width: 80px; height: 80px; }
+    .scroll-track { right: 2px; width: 14px; }
+    .scroll-track-letter { font-size: 0.5rem; }
+}
+
+/* Alphabetical scroll track */
+.scroll-track {
+    position: fixed;
+    right: 8px;
+    top: 60px;
+    bottom: 20px;
+    width: 24px;
+    display: flex;
+    flex-direction: column;
+    justify-content: space-between;
+    align-items: center;
+    z-index: 100;
+}
+.scroll-track-letter {
+    font-size: 1.4rem;
+    font-weight: 600;
+    color: var(--text-muted);
+    cursor: default;
+    padding: 0 2px;
+    line-height: 1;
+    user-select: none;
+    opacity: 0.3;
+}
+.scroll-track-letter.has-artists {
+    color: var(--text-secondary);
+    cursor: pointer;
+    opacity: 1;
+}
+.scroll-track-letter.has-artists:hover {
+    color: var(--accent);
 }
diff --git a/src/routes/artists.rs b/src/routes/artists.rs
index bc177bb..a391bd4 100644
--- a/src/routes/artists.rs
+++ b/src/routes/artists.rs
@@ -94,7 +94,11 @@ async fn list_artists(
     query: web::Query<PaginationParams>,
 ) -> Result<HttpResponse, ApiError> {
     auth::require_auth(&session)?;
-    let artists = queries::artists::list(state.db.conn(), query.limit, query.offset).await?;
+    let artists = if query.limit == 0 {
+        queries::artists::list_all(state.db.conn()).await?
+    } else {
+        queries::artists::list(state.db.conn(), query.limit, query.offset).await?
+    };
 
     let wanted = queries::wanted::list(state.db.conn(), None, None).await?;