diff --git a/modules/__tests__/browseDirectory-test.js b/modules/__tests__/browseDirectory-test.js
index 7d64f39..220ca74 100644
--- a/modules/__tests__/browseDirectory-test.js
+++ b/modules/__tests__/browseDirectory-test.js
@@ -45,4 +45,16 @@ describe('A request to browse a directory', () => {
         });
     });
   });
+
+  describe('with invalid query params', () => {
+    it('strips them from the query string', done => {
+      request(server)
+        .get('/browse/react@16.8.0/umd/?invalid')
+        .end((err, res) => {
+          expect(res.statusCode).toBe(302);
+          expect(res.headers.location).toEqual('/browse/react@16.8.0/umd/');
+          done();
+        });
+    });
+  });
 });
diff --git a/modules/__tests__/browseFile-test.js b/modules/__tests__/browseFile-test.js
index b6c88cc..46c6871 100644
--- a/modules/__tests__/browseFile-test.js
+++ b/modules/__tests__/browseFile-test.js
@@ -31,4 +31,18 @@ describe('A request to browse a file', () => {
         });
     });
   });
+
+  describe('when the URL contains invalid query params', () => {
+    it('strips them from the URL', done => {
+      request(server)
+        .get('/browse/react@16.8.0/react.production.min.js?invalid')
+        .end((err, res) => {
+          expect(res.statusCode).toBe(302);
+          expect(res.headers.location).toBe(
+            '/browse/react@16.8.0/react.production.min.js'
+          );
+          done();
+        });
+    });
+  });
 });
diff --git a/modules/createServer.js b/modules/createServer.js
index 30d67d2..ed68165 100644
--- a/modules/createServer.js
+++ b/modules/createServer.js
@@ -12,6 +12,7 @@ import serveModule from './actions/serveModule.js';
 import serveStats from './actions/serveStats.js';
 
 import findEntry from './middleware/findEntry.js';
+import noQuery from './middleware/noQuery.js';
 import redirectLegacyURLs from './middleware/redirectLegacyURLs.js';
 import requestLog from './middleware/requestLog.js';
 import staticFiles from './middleware/staticFiles.js';
@@ -60,18 +61,18 @@ export default function createServer() {
 
         app.get(
           '*/',
+          noQuery(),
           validatePackageURL,
           validatePackageName,
-          validateQuery,
           validateVersion,
           serveDirectoryBrowser
         );
 
         app.get(
           '*',
+          noQuery(),
           validatePackageURL,
           validatePackageName,
-          validateQuery,
           validateVersion,
           serveFileBrowser
         );
diff --git a/modules/middleware/noQuery.js b/modules/middleware/noQuery.js
new file mode 100644
index 0000000..f5bd8fe
--- /dev/null
+++ b/modules/middleware/noQuery.js
@@ -0,0 +1,14 @@
+/**
+ * Strips all query params from the URL to increase cache hit rates.
+ */
+export default function noQuery() {
+  return (req, res, next) => {
+    const keys = Object.keys(req.query);
+
+    if (keys.length) {
+      return res.redirect(302, req.baseUrl + req.path);
+    }
+
+    next();
+  };
+}