diff --git a/package.json b/package.json
index 4fd1e21..bcc7632 100644
--- a/package.json
+++ b/package.json
@@ -70,6 +70,7 @@
         "@lumino/signaling": "^2.1.2",
         "@mui/icons-material": "^5.11.0",
         "@mui/material": "^5.11.0",
+        "jupyterlab_magic_wand": "^0.4.0",
         "react": "^18.2.0",
         "react-dom": "^18.2.0"
     },
@@ -110,6 +111,15 @@
     "jupyterlab": {
         "extension": true,
         "outputDir": "jupyterlite_ai/labextension",
-        "schemaDir": "schema"
+        "schemaDir": "schema",
+        "disabledExtensions": [
+            "jupyterlab_magic_wand:magic-provider"
+        ],
+        "sharedPackages": {
+            "jupyterlab_magic_wand": {
+                "bundled": false,
+                "singleton": true
+            }
+        }
     }
 }
diff --git a/src/index.ts b/src/index.ts
index 48f29b2..56f9f0f 100644
--- a/src/index.ts
+++ b/src/index.ts
@@ -11,7 +11,7 @@ import {
   JupyterFrontEnd,
   JupyterFrontEndPlugin
 } from '@jupyterlab/application';
-import { ReactWidget, IThemeManager } from '@jupyterlab/apputils';
+import { IThemeManager, ReactWidget } from '@jupyterlab/apputils';
 import { ICompletionProviderManager } from '@jupyterlab/completer';
 import { INotebookTracker } from '@jupyterlab/notebook';
 import { IRenderMimeRegistry } from '@jupyterlab/rendermime';
@@ -23,6 +23,9 @@ import { AIProvider } from './provider';
 import { renderSlashCommandOption } from './slash-commands';
 import { IAIProvider } from './token';
 
+import { HumanMessage, SystemMessage } from '@langchain/core/messages';
+import { IMagicProvider } from 'jupyterlab_magic_wand';
+
 const autocompletionRegistryPlugin: JupyterFrontEndPlugin<IAutocompletionRegistry> =
   {
     id: '@jupyterlite/ai:autocompletion-registry',
@@ -189,4 +192,80 @@ const aiProviderPlugin: JupyterFrontEndPlugin<IAIProvider> = {
   }
 };
 
-export default [chatPlugin, autocompletionRegistryPlugin, aiProviderPlugin];
+const magicProviderPlugin: JupyterFrontEndPlugin<IMagicProvider> = {
+  id: '@jupyterlite/ai:magic-provider',
+  autoStart: true,
+  requires: [IAIProvider],
+  provides: IMagicProvider,
+  activate: (app: JupyterFrontEnd, aiProvider: IAIProvider): IMagicProvider => {
+    console.log('@jupyterlite/ai magic provider plugin activated');
+    const events = app.serviceManager.events;
+
+    return {
+      magic: async (magicContext: IMagicProvider.IMagicContext) => {
+        const { codeInput, cellId, content } = magicContext;
+        const trimmedPrompt = codeInput.trim();
+
+        // TODO: taken from jupyterlab-magic-wand
+        const PROMPT =
+          'The input below came from a code cell in Jupyter. If the input does not look like code, but instead a prompt, write code based on the prompt. Then, update the code to make it more efficient, add code comments, and respond with only the code and comments. Do not format the response using backticks or code block delimiters, just give the code that will be inserted into the cell directly.';
+
+        const messages = [
+          new SystemMessage(PROMPT),
+          new HumanMessage(trimmedPrompt)
+        ];
+
+        const response = await aiProvider.chatModel?.invoke(messages);
+        if (!response) {
+          return;
+        }
+
+        const source = response.content;
+
+        events.emit({
+          schema_id: 'https://events.jupyter.org/jupyter_ai/magic_button/v1',
+          version: '1',
+          data: {
+            agent: 'Magic Button Agent',
+            input: codeInput,
+            // @ts-expect-error: TODO
+            context: {
+              cell_id: cellId,
+              content
+            },
+            messages: [source],
+            commands: [
+              {
+                name: 'update-cell-source',
+                args: {
+                  cell_id: cellId,
+                  cell_type: 'code',
+                  source: source
+                }
+              },
+              {
+                name: 'show-diff',
+                args: {
+                  cell_id: cellId,
+                  original_source: codeInput
+                  // TODO
+                  // diff: {}
+                }
+              }
+            ]
+          }
+        });
+        // TODO:
+        console.log('MAGIC PROVIDER');
+        console.log(cellId, codeInput, content);
+      }
+    };
+  }
+};
+
+export default [
+  chatPlugin,
+  aiProviderPlugin,
+  autocompletionRegistryPlugin,
+  magicProviderPlugin
+];
diff --git a/yarn.lock b/yarn.lock
index bef3c5a..e02d376 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -190,7 +190,7 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@codemirror/autocomplete@npm:^6.18.3":
+"@codemirror/autocomplete@npm:^6.16.0, @codemirror/autocomplete@npm:^6.18.3":
   version: 6.18.4
   resolution: "@codemirror/autocomplete@npm:6.18.4"
   dependencies:
@@ -214,7 +214,7 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@codemirror/commands@npm:^6.7.1":
+"@codemirror/commands@npm:^6.5.0, @codemirror/commands@npm:^6.7.1":
   version: 6.8.0
   resolution: "@codemirror/commands@npm:6.8.0"
   dependencies:
@@ -314,9 +314,9 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@codemirror/lang-markdown@npm:^6.2.4":
-  version: 6.2.5
-  resolution: "@codemirror/lang-markdown@npm:6.2.5"
+"@codemirror/lang-markdown@npm:^6.1.1, @codemirror/lang-markdown@npm:^6.2.5, @codemirror/lang-markdown@npm:^6.3.1":
+  version: 6.3.2
+  resolution: "@codemirror/lang-markdown@npm:6.3.2"
   dependencies:
     "@codemirror/autocomplete": ^6.7.1
     "@codemirror/lang-html": ^6.0.0
@@ -325,13 +325,13 @@ __metadata:
     "@codemirror/view": ^6.0.0
     "@lezer/common": ^1.2.1
     "@lezer/markdown": ^1.0.0
-  checksum: 3d9e0817f888eddcb6d05ec8f0d8dacbde7b9ef7650303bc4ab8b08a550a986c60c65b1565212e06af389c31590330f1f5ed65e619a9446dc2979ff3dac0e874
+  checksum: f136d50156f13619d7ceb4fae28fc2342064be371a6cb057ba304658d885cf029d2d0d69b03b3c591c86a2c9b46bb2b3820549d5ff936a9b6aabaf692923c84a
   languageName: node
   linkType: hard
 
-"@codemirror/lang-markdown@npm:^6.3.1":
-  version: 6.3.2
-  resolution: "@codemirror/lang-markdown@npm:6.3.2"
+"@codemirror/lang-markdown@npm:^6.2.4":
+  version: 6.2.5
+  resolution: "@codemirror/lang-markdown@npm:6.2.5"
   dependencies:
     "@codemirror/autocomplete": ^6.7.1
     "@codemirror/lang-html": ^6.0.0
@@ -340,7 +340,7 @@ __metadata:
     "@codemirror/view": ^6.0.0
     "@lezer/common": ^1.2.1
     "@lezer/markdown": ^1.0.0
-  checksum: f136d50156f13619d7ceb4fae28fc2342064be371a6cb057ba304658d885cf029d2d0d69b03b3c591c86a2c9b46bb2b3820549d5ff936a9b6aabaf692923c84a
+  checksum: 3d9e0817f888eddcb6d05ec8f0d8dacbde7b9ef7650303bc4ab8b08a550a986c60c65b1565212e06af389c31590330f1f5ed65e619a9446dc2979ff3dac0e874
   languageName: node
   linkType: hard
 
@@ -407,7 +407,7 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@codemirror/lang-sql@npm:^6.8.0":
+"@codemirror/lang-sql@npm:^6.6.4, @codemirror/lang-sql@npm:^6.8.0":
   version: 6.8.0
   resolution: "@codemirror/lang-sql@npm:6.8.0"
   dependencies:
@@ -475,21 +475,21 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@codemirror/legacy-modes@npm:^6.3.3":
-  version: 6.4.0
-  resolution: "@codemirror/legacy-modes@npm:6.4.0"
+"@codemirror/legacy-modes@npm:^6.3.2, @codemirror/legacy-modes@npm:^6.4.0, @codemirror/legacy-modes@npm:^6.4.2":
+  version: 6.4.2
+  resolution: "@codemirror/legacy-modes@npm:6.4.2"
   dependencies:
     "@codemirror/language": ^6.0.0
-  checksum: d382aa6f640a67418bd209e1e4b395340f96aac1b0cf185927fc2c7f98b62cfd0c59ef0f7048148ce8771622003ca844c78c2d18548235ecc57d0bcbfbbfe091
+  checksum: fe55df97efe980a573ff5572f480eae323d7652a4a61435c654a90142def7102218023590112de7cd826c495ecaadae68a89fb5e5d4323d207af267bcce1d0c1
   languageName: node
   linkType: hard
 
-"@codemirror/legacy-modes@npm:^6.4.2":
-  version: 6.4.2
-  resolution: "@codemirror/legacy-modes@npm:6.4.2"
+"@codemirror/legacy-modes@npm:^6.3.3":
+  version: 6.4.0
+  resolution: "@codemirror/legacy-modes@npm:6.4.0"
   dependencies:
     "@codemirror/language": ^6.0.0
-  checksum: fe55df97efe980a573ff5572f480eae323d7652a4a61435c654a90142def7102218023590112de7cd826c495ecaadae68a89fb5e5d4323d207af267bcce1d0c1
+  checksum: d382aa6f640a67418bd209e1e4b395340f96aac1b0cf185927fc2c7f98b62cfd0c59ef0f7048148ce8771622003ca844c78c2d18548235ecc57d0bcbfbbfe091
   languageName: node
   linkType: hard
 
@@ -533,6 +533,15 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@codemirror/state@npm:^6.2.0":
+  version: 6.5.2
+  resolution: "@codemirror/state@npm:6.5.2"
+  dependencies:
+    "@marijn/find-cluster-break": ^1.0.0
+  checksum: 4473a79475070d73f2e72f2eaaee5b69d2833b5020faa9714609d95dd03f0e5ad02cad8031a541dcd748436842a300332a2925317b39ffa09e3b4831145d98bc
+  languageName: node
+  linkType: hard
+
 "@codemirror/state@npm:^6.5.0":
   version: 6.5.1
   resolution: "@codemirror/state@npm:6.5.1"
@@ -553,7 +562,7 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@codemirror/view@npm:^6.35.3":
+"@codemirror/view@npm:^6.14.0, @codemirror/view@npm:^6.26.3, @codemirror/view@npm:^6.35.3":
   version: 6.36.2
   resolution: "@codemirror/view@npm:6.36.2"
   dependencies:
@@ -625,6 +634,25 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@emotion/babel-plugin@npm:^11.13.5":
+  version: 11.13.5
+  resolution: "@emotion/babel-plugin@npm:11.13.5"
+  dependencies:
+    "@babel/helper-module-imports": ^7.16.7
+    "@babel/runtime": ^7.18.3
+    "@emotion/hash": ^0.9.2
+    "@emotion/memoize": ^0.9.0
+    "@emotion/serialize": ^1.3.3
+    babel-plugin-macros: ^3.1.0
+    convert-source-map: ^1.5.0
+    escape-string-regexp: ^4.0.0
+    find-root: ^1.1.0
+    source-map: ^0.5.7
+    stylis: 4.2.0
+  checksum: c41df7e6c19520e76d1939f884be878bf88b5ba00bd3de9d05c5b6c5baa5051686ab124d7317a0645de1b017b574d8139ae1d6390ec267fbe8e85a5252afb542
+  languageName: node
+  linkType: hard
+
 "@emotion/cache@npm:^11.11.0":
   version: 11.11.0
   resolution: "@emotion/cache@npm:11.11.0"
@@ -638,6 +666,19 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@emotion/cache@npm:^11.13.5, @emotion/cache@npm:^11.14.0":
+  version: 11.14.0
+  resolution: "@emotion/cache@npm:11.14.0"
+  dependencies:
+    "@emotion/memoize": ^0.9.0
+    "@emotion/sheet": ^1.4.0
+    "@emotion/utils": ^1.4.2
+    "@emotion/weak-memoize": ^0.4.0
+    stylis: 4.2.0
+  checksum: 0a81591541ea43bc7851742e6444b7800d72e98006f94e775ae6ea0806662d14e0a86ff940f5f19d33b4bb2c427c882aa65d417e7322a6e0d5f20fe65ed920c9
+  languageName: node
+  linkType: hard
+
 "@emotion/hash@npm:^0.9.1":
   version: 0.9.1
   resolution: "@emotion/hash@npm:0.9.1"
@@ -645,6 +686,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@emotion/hash@npm:^0.9.2":
+  version: 0.9.2
+  resolution: "@emotion/hash@npm:0.9.2"
+  checksum: 379bde2830ccb0328c2617ec009642321c0e009a46aa383dfbe75b679c6aea977ca698c832d225a893901f29d7b3eef0e38cf341f560f6b2b56f1ff23c172387
+  languageName: node
+  linkType: hard
+
 "@emotion/is-prop-valid@npm:^1.2.2":
   version: 1.2.2
   resolution: "@emotion/is-prop-valid@npm:1.2.2"
@@ -654,6 +702,15 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@emotion/is-prop-valid@npm:^1.3.0":
+  version: 1.3.1
+  resolution: "@emotion/is-prop-valid@npm:1.3.1"
+  dependencies:
+    "@emotion/memoize": ^0.9.0
+  checksum: fe6549d54f389e1a17cb02d832af7ee85fb6ea126fc18d02ca47216e8ff19332c1983f4a0ba68602cfcd3b325ffd4ebf0b2d0c6270f1e7e6fe3fca4ba7741e1a
+  languageName: node
+  linkType: hard
+
 "@emotion/memoize@npm:^0.8.1":
   version: 0.8.1
   resolution: "@emotion/memoize@npm:0.8.1"
@@ -661,6 +718,34 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@emotion/memoize@npm:^0.9.0":
+  version: 0.9.0
+  resolution: "@emotion/memoize@npm:0.9.0"
+  checksum: 038132359397348e378c593a773b1148cd0cf0a2285ffd067a0f63447b945f5278860d9de718f906a74c7c940ba1783ac2ca18f1c06a307b01cc0e3944e783b1
+  languageName: node
+  linkType: hard
+
+"@emotion/react@npm:^11.10.4":
+  version: 11.14.0
+  resolution: "@emotion/react@npm:11.14.0"
+  dependencies:
+    "@babel/runtime": ^7.18.3
+    "@emotion/babel-plugin": ^11.13.5
+    "@emotion/cache": ^11.14.0
+    "@emotion/serialize": ^1.3.3
+    "@emotion/use-insertion-effect-with-fallbacks": ^1.2.0
+    "@emotion/utils": ^1.4.2
+    "@emotion/weak-memoize": ^0.4.0
+    hoist-non-react-statics: ^3.3.1
+  peerDependencies:
+    react: ">=16.8.0"
+  peerDependenciesMeta:
+    "@types/react":
+      optional: true
+  checksum: 3cf023b11d132b56168713764d6fced8e5a1f0687dfe0caa2782dfd428c8f9e30f9826a919965a311d87b523cd196722aaf75919cd0f6bd0fd57f8a6a0281500
+  languageName: node
+  linkType: hard
+
 "@emotion/react@npm:^11.10.5":
   version: 11.11.4
   resolution: "@emotion/react@npm:11.11.4"
@@ -695,6 +780,19 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@emotion/serialize@npm:^1.3.3":
+  version: 1.3.3
+  resolution: "@emotion/serialize@npm:1.3.3"
+  dependencies:
+    "@emotion/hash": ^0.9.2
+    "@emotion/memoize": ^0.9.0
+    "@emotion/unitless": ^0.10.0
+    "@emotion/utils": ^1.4.2
+    csstype: ^3.0.2
+  checksum: 510331233767ae4e09e925287ca2c7269b320fa1d737ea86db5b3c861a734483ea832394c0c1fe5b21468fe335624a75e72818831d303ba38125f54f44ba02e7
+  languageName: node
+  linkType: hard
+
 "@emotion/sheet@npm:^1.2.2":
   version: 1.2.2
   resolution: "@emotion/sheet@npm:1.2.2"
@@ -702,6 +800,33 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@emotion/sheet@npm:^1.4.0":
+  version: 1.4.0
+  resolution: "@emotion/sheet@npm:1.4.0"
+  checksum: eeb1212e3289db8e083e72e7e401cd6d1a84deece87e9ce184f7b96b9b5dbd6f070a89057255a6ff14d9865c3ce31f27c39248a053e4cdd875540359042586b4
+  languageName: node
+  linkType: hard
+
+"@emotion/styled@npm:^11.10.4":
+  version: 11.14.0
+  resolution: "@emotion/styled@npm:11.14.0"
+  dependencies:
+    "@babel/runtime": ^7.18.3
+    "@emotion/babel-plugin": ^11.13.5
+    "@emotion/is-prop-valid": ^1.3.0
+    "@emotion/serialize": ^1.3.3
+    "@emotion/use-insertion-effect-with-fallbacks": ^1.2.0
+    "@emotion/utils": ^1.4.2
+  peerDependencies:
+    "@emotion/react": ^11.0.0-rc.0
+    react: ">=16.8.0"
+  peerDependenciesMeta:
+    "@types/react":
+      optional: true
+  checksum: 9c1b842e942e69fb6037d1ab161046d2bcfeff95fd2ccfdab30acaaf6b89dc07b14bb00f8cc8ec14df11e6746c8e4e1d781bc54d10bd739aab44966ded64d4fb
+  languageName: node
+  linkType: hard
+
 "@emotion/styled@npm:^11.10.5":
   version: 11.11.5
   resolution: "@emotion/styled@npm:11.11.5"
@@ -722,6 +847,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@emotion/unitless@npm:^0.10.0":
+  version: 0.10.0
+  resolution: "@emotion/unitless@npm:0.10.0"
+  checksum: d79346df31a933e6d33518e92636afeb603ce043f3857d0a39a2ac78a09ef0be8bedff40130930cb25df1beeee12d96ee38613963886fa377c681a89970b787c
+  languageName: node
+  linkType: hard
+
 "@emotion/unitless@npm:^0.8.1":
   version: 0.8.1
   resolution: "@emotion/unitless@npm:0.8.1"
@@ -738,6 +870,15 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@emotion/use-insertion-effect-with-fallbacks@npm:^1.2.0":
+  version: 1.2.0
+  resolution: "@emotion/use-insertion-effect-with-fallbacks@npm:1.2.0"
+  peerDependencies:
+    react: ">=16.8.0"
+  checksum: 8ff6aec7f2924526ff8c8f8f93d4b8236376e2e12c435314a18c9a373016e24dfdf984e82bbc83712b8e90ff4783cd765eb39fc7050d1a43245e5728740ddd71
+  languageName: node
+  linkType: hard
+
 "@emotion/utils@npm:^1.2.1":
   version: 1.2.1
   resolution: "@emotion/utils@npm:1.2.1"
@@ -745,6 +886,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@emotion/utils@npm:^1.4.2":
+  version: 1.4.2
+  resolution: "@emotion/utils@npm:1.4.2"
+  checksum: 04cf76849c6401205c058b82689fd0ec5bf501aed6974880fe9681a1d61543efb97e848f4c38664ac4a9068c7ad2d1cb84f73bde6cf95f1208aa3c28e0190321
+  languageName: node
+  linkType: hard
+
 "@emotion/weak-memoize@npm:^0.3.1":
   version: 0.3.1
   resolution: "@emotion/weak-memoize@npm:0.3.1"
@@ -752,6 +900,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@emotion/weak-memoize@npm:^0.4.0":
+  version: 0.4.0
+  resolution: "@emotion/weak-memoize@npm:0.4.0"
+  checksum: db5da0e89bd752c78b6bd65a1e56231f0abebe2f71c0bd8fc47dff96408f7065b02e214080f99924f6a3bfe7ee15afc48dad999d76df86b39b16e513f7a94f52
+  languageName: node
+  linkType: hard
+
 "@eslint-community/eslint-utils@npm:^4.2.0, @eslint-community/eslint-utils@npm:^4.4.0":
   version: 4.4.0
   resolution: "@eslint-community/eslint-utils@npm:4.4.0"
@@ -1006,6 +1161,34 @@ __metadata:
   languageName: node
   linkType: hard
 
+"@jupyterlab/application@npm:^4.0.0":
+  version: 4.3.5
+  resolution: "@jupyterlab/application@npm:4.3.5"
+  dependencies:
+    "@fortawesome/fontawesome-free": ^5.12.0
+    "@jupyterlab/apputils": ^4.4.5
+    "@jupyterlab/coreutils": ^6.3.5
+    "@jupyterlab/docregistry": ^4.3.5
+    "@jupyterlab/rendermime": ^4.3.5
+    "@jupyterlab/rendermime-interfaces": ^3.11.5
+    "@jupyterlab/services": ^7.3.5
+    "@jupyterlab/statedb": ^4.3.5
+    "@jupyterlab/translation": ^4.3.5
+    "@jupyterlab/ui-components": ^4.3.5
+    "@lumino/algorithm": ^2.0.2
+    "@lumino/application": ^2.4.1
+    "@lumino/commands": ^2.3.1
+    "@lumino/coreutils": ^2.2.0
+    "@lumino/disposable": ^2.1.3
+    "@lumino/messaging": ^2.0.2
+    "@lumino/polling": ^2.1.3
+    "@lumino/properties": ^2.0.2
+    "@lumino/signaling": ^2.1.3
+    "@lumino/widgets": ^2.5.0
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