diff --git a/js/components/MediaLibraryWindow/TracksTable.tsx b/js/components/MediaLibraryWindow/TracksTable.tsx
index c7e3003a..9732adca 100644
--- a/js/components/MediaLibraryWindow/TracksTable.tsx
+++ b/js/components/MediaLibraryWindow/TracksTable.tsx
@@ -8,9 +8,18 @@ import { AppState, PlaylistTrack } from "../../types";
 
 interface StateProps {
   tracks: PlaylistTrack[];
+  filterTracks: (query: string) => PlaylistTrack[];
 }
 
-class TracksTable extends React.Component<StateProps> {
+interface State {
+  filter: string;
+}
+
+class TracksTable extends React.Component<StateProps, State> {
+  constructor(props: StateProps) {
+    super(props);
+    this.state = { filter: "" };
+  }
   render() {
     return (
       <div
@@ -28,6 +37,7 @@ class TracksTable extends React.Component<StateProps> {
             style={{ marginLeft: 12, flexGrow: 1 }}
             type="text"
             className="webamp-media-library-item"
+            onChange={e => this.setState({ filter: e.target.value })}
           />
         </div>
         <div
@@ -51,7 +61,7 @@ class TracksTable extends React.Component<StateProps> {
               </tr>
             </thead>
             <tbody>
-              {this.props.tracks.map(track => {
+              {this.props.filterTracks(this.state.filter).map(track => {
                 return (
                   <tr key={track.id}>
                     <td>{track.artist}</td>
@@ -86,7 +96,8 @@ class TracksTable extends React.Component<StateProps> {
 
 const mapStateToProps = (state: AppState): StateProps => {
   return {
-    tracks: Object.values(Selectors.getTracks(state))
+    tracks: Object.values(Selectors.getTracks(state)),
+    filterTracks: Selectors.getTracksMatchingFilter(state)
   };
 };
 
diff --git a/js/selectors.ts b/js/selectors.ts
index a752fd62..01bcd38c 100644
--- a/js/selectors.ts
+++ b/js/selectors.ts
@@ -25,6 +25,7 @@ import * as fromDisplay from "./reducers/display";
 import * as fromEqualizer from "./reducers/equalizer";
 import * as fromMedia from "./reducers/media";
 import * as fromWindows from "./reducers/windows";
+import * as TrackUtils from "./trackUtils";
 import { generateGraph } from "./resizeUtils";
 import { SerializedStateV1 } from "./serializedStates/v1Types";
 
@@ -47,6 +48,16 @@ export const getEqfData = createSelector(getSliders, sliders => {
 
 export const getTracks = (state: AppState) => state.tracks;
 
+export const getTracksMatchingFilter = createSelector(getTracks, tracks => {
+  const tracksArray = Object.values(tracks);
+  const filter = Utils.makeCachingFilterFunction(tracksArray, (track, query) =>
+    TrackUtils.trackFilterContents(track).includes(query)
+  );
+  return (filterString: string): PlaylistTrack[] => {
+    return filter(filterString.toLowerCase());
+  };
+});
+
 export const getTrackUrl = (state: AppState) => {
   return (id: number): string | null => {
     const track = state.tracks[id];
diff --git a/js/trackUtils.ts b/js/trackUtils.ts
new file mode 100644
index 00000000..2f41a831
--- /dev/null
+++ b/js/trackUtils.ts
@@ -0,0 +1,46 @@
+import { PlaylistTrack } from "./types";
+import * as Utils from "./utils";
+import * as FileUtils from "./fileUtils";
+
+export const trackName = Utils.weakMapMemoize(
+  (track: PlaylistTrack): string => {
+    const { artist, title, defaultName, url } = track;
+    if (artist && title) {
+      return `${artist} - ${title}`;
+    } else if (title) {
+      return title;
+    } else if (defaultName) {
+      return defaultName;
+    } else if (url) {
+      const filename = FileUtils.filenameFromUrl(url);
+      if (filename) {
+        return filename;
+      }
+    }
+    return "???";
+  }
+);
+
+export const trackFilename = Utils.weakMapMemoize(
+  (track: PlaylistTrack): string => {
+    if (track.url) {
+      const urlFilename = FileUtils.filenameFromUrl(track.url);
+      if (urlFilename != null) {
+        return urlFilename;
+      }
+    }
+    if (track.defaultName) {
+      return track.defaultName;
+    }
+    return "???";
+  }
+);
+
+export const trackFilterContents = Utils.weakMapMemoize(
+  (track: PlaylistTrack): string => {
+    return [track.artist, track.title, track.defaultName]
+      .filter(Boolean)
+      .join("|")
+      .toLowerCase();
+  }
+);
diff --git a/js/utils.test.ts b/js/utils.test.ts
index f451c11c..71e8f1f5 100644
--- a/js/utils.test.ts
+++ b/js/utils.test.ts
@@ -11,7 +11,8 @@ import {
   segment,
   moveSelected,
   spliceIn,
-  getFileExtension
+  getFileExtension,
+  makeCachingFilterFunction
 } from "./utils";
 
 const fixture = (filename: string) =>
@@ -273,3 +274,89 @@ describe("spliceIn", () => {
     expect(spliced).toEqual([1, 200, 2, 3]);
   });
 });
+
+describe("makeCachingFilterFunction", () => {
+  test("caches exact queries", () => {
+    const values = ["abc", "b", "c"];
+    const includes = jest.fn((v, query) => v.includes(query));
+    const filter = makeCachingFilterFunction(values, includes);
+    expect(filter("c")).toEqual(["abc", "c"]);
+    expect(includes.mock.calls.length).toBe(3);
+    expect(filter("c")).toEqual(["abc", "c"]);
+    expect(includes.mock.calls.length).toBe(3);
+  });
+
+  test("caches sub queries", () => {
+    const values = ["a--", "ab-", "abc"];
+    const includes = jest.fn((v, query) => v.includes(query));
+    let comparisons = 0;
+    const newComparisons = () => {
+      const recent = includes.mock.calls.length - comparisons;
+      comparisons += recent;
+      return recent;
+    };
+    const filter = makeCachingFilterFunction(values, includes);
+    // Intial search
+    expect(filter("ab")).toEqual(["ab-", "abc"]);
+    expect(newComparisons()).toBe(3); // Looks at all elements
+
+    // Second search where original search is a prefix
+    expect(filter("abc")).toEqual(["abc"]);
+    expect(newComparisons()).toBe(2); // Only reconsiders the previous matches
+
+    // Unique search
+    expect(filter("b")).toEqual(["ab-", "abc"]); // Looks at all elements
+    expect(newComparisons()).toBe(3); // Reconsiders all elements
+
+    expect(filter("bc")).toEqual(["abc"]); // Only reconsidres the matches that already include `b`
+    expect(newComparisons()).toBe(2);
+
+    // Go back to the initial serach
+    expect(filter("ab")).toEqual(["ab-", "abc"]);
+    expect(newComparisons()).toBe(0); // Result is cached
+
+    // A variation on the second search
+    expect(filter("abcd")).toEqual([]);
+    expect(newComparisons()).toBe(1); // Only recondsiders the results of `abc`
+  });
+
+  test("big data", () => {
+    const values = [...Array(10000)].map((val, i) => String(i));
+    const includes = jest.fn((v, query) => v.includes(query));
+    let comparisons = 0;
+    const newComparisons = () => {
+      const recent = includes.mock.calls.length - comparisons;
+      comparisons += recent;
+      return recent;
+    };
+    const filter = makeCachingFilterFunction(values, includes);
+    // Intial search
+    expect(filter("").length).toEqual(10000);
+    expect(newComparisons()).toBe(0); // Looks at zero
+
+    expect(filter("1").length).toEqual(3439);
+    expect(newComparisons()).toBe(10000); // Looks at all elements
+
+    expect(filter("12").length).toEqual(299);
+    expect(newComparisons()).toBe(3439);
+
+    expect(filter("123").length).toEqual(20);
+    expect(newComparisons()).toBe(299);
+
+    expect(filter("1234").length).toEqual(1);
+    expect(newComparisons()).toBe(20);
+
+    expect(filter("12345").length).toEqual(0);
+    expect(newComparisons()).toBe(1);
+
+    // A variation on the initial non-empty query
+    expect(filter("11").length).toEqual(280);
+    expect(newComparisons()).toBe(3439);
+
+    expect(filter("111").length).toEqual(19);
+    expect(newComparisons()).toBe(280);
+
+    expect(filter("1111").length).toEqual(1);
+    expect(newComparisons()).toBe(19);
+  });
+});
diff --git a/js/utils.ts b/js/utils.ts
index f72fa7af..7fb21842 100644
--- a/js/utils.ts
+++ b/js/utils.ts
@@ -367,3 +367,51 @@ export function getWindowSize(): { width: number; height: number } {
     )
   };
 }
+
+export function weakMapMemoize<T extends object, R>(
+  func: (value: T) => R
+): (value: T) => R {
+  const cache = new WeakMap();
+  return (value: T) => {
+    if (!cache.has(value)) {
+      cache.set(value, func(value));
+    }
+    return cache.get(value);
+  };
+}
+
+interface Cache<V> {
+  results?: V[];
+  subCaches: { [char: string]: Cache<V> };
+}
+
+// Is this a premature optimizaiton? Probably. But it's my side-project so I can
+// do what I like. :P
+export function makeCachingFilterFunction<V>(
+  values: V[],
+  includes: (v: V, query: string) => boolean
+) {
+  const cache: Cache<V> = {
+    results: values,
+    subCaches: {}
+  };
+  return (query: string): V[] => {
+    let queryCache: Cache<V> = cache;
+    let lastResults: V[] = values;
+    for (const char of query) {
+      let letterCaches = queryCache.subCaches[char];
+      if (!letterCaches) {
+        letterCaches = queryCache.subCaches[char] = { subCaches: {} };
+      } else if (letterCaches.results) {
+        lastResults = letterCaches.results;
+      }
+      queryCache = letterCaches;
+    }
+
+    if (!queryCache.results) {
+      queryCache.results = lastResults.filter(v => includes(v, query));
+    }
+
+    return queryCache.results;
+  };
+}