diff --git a/.gitignore b/.gitignore
index b18810b57..a0fffe99b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -132,3 +132,5 @@ dev.sh
 .jupyter_ystore.db
 
 .yarn
+
+.venv
diff --git a/README.md b/README.md
index a4c78f4f3..15f3eef4c 100644
--- a/README.md
+++ b/README.md
@@ -94,6 +94,17 @@ that include variable values.
 
 ![Sample with code interpolation and markdown output](./docs/source/_static/sample-markdown.png)
 
+
+## Code completion
+
+In a cell, press {Short cut configured in the bigcode sidebar} to trigger
+
+![Sample of pressing a shortcut key in code completion](./docs/source/_static/code-completion-setting-key-down.jpg)
+
+Press "enter" to accpet the proposition.
+
+![Sample of pressing enter after a successful request in code completion](./docs/source/_static/code-completion-setting-completion.jpg)
+
 ## JupyterLab extension
 
 The Jupyter AI extension for JupyterLab offers a native UI that enables multiple users
diff --git a/docs/source/_static/code-completion-setting-completion.jpg b/docs/source/_static/code-completion-setting-completion.jpg
new file mode 100644
index 000000000..fbe91bb6a
Binary files /dev/null and b/docs/source/_static/code-completion-setting-completion.jpg differ
diff --git a/docs/source/_static/code-completion-setting-key-down.jpg b/docs/source/_static/code-completion-setting-key-down.jpg
new file mode 100644
index 000000000..972708287
Binary files /dev/null and b/docs/source/_static/code-completion-setting-key-down.jpg differ
diff --git a/docs/source/_static/code-completion-setting.jpg b/docs/source/_static/code-completion-setting.jpg
new file mode 100644
index 000000000..f369d307a
Binary files /dev/null and b/docs/source/_static/code-completion-setting.jpg differ
diff --git a/docs/source/_static/debug-levels.jpg b/docs/source/_static/debug-levels.jpg
new file mode 100644
index 000000000..b44de6a8b
Binary files /dev/null and b/docs/source/_static/debug-levels.jpg differ
diff --git a/docs/source/users/index.md b/docs/source/users/index.md
index 83f91781d..ad7b717b5 100644
--- a/docs/source/users/index.md
+++ b/docs/source/users/index.md
@@ -743,3 +743,43 @@ The `--region-name` parameter is set to the [AWS region code](https://docs.aws.a
 The `--request-schema` parameter is the JSON object the endpoint expects as input, with the prompt being substituted into any value that matches the string literal `"<prompt>"`. For example, the request schema `{"text_inputs":"<prompt>"}` will submit a JSON object with the prompt stored under the `text_inputs` key.
 
 The `--response-path` option is a [JSONPath](https://goessner.net/articles/JsonPath/index.html) string that retrieves the language model's output from the endpoint's JSON response. For example, if your endpoint returns an object with the schema `{"generated_texts":["<output>"]}`, its response path is `generated_texts.[0]`.
+
+
+## Code completion
+
+### Usage
+
+We first need to configure the huggingface token and short cut
+
+![](../_static/code-completion-setting.jpg)
+
+In a cell, press {The short cut configured in the image above} to trigger
+
+![](../_static/code-completion-setting-key-down.jpg)
+
+Press "enter" to accpet the proposition.
+
+![](../_static/code-completion-setting-completion.jpg)
+
+
+### Configure
+
+Bigcode service url:
+
+- The endpoint URL of the Bigcode service. This is the base URL that the code completion system will connect to when requesting code completions.
+
+Huggingface Access Token:
+
+- Your personal access token for Huggingface's service. This token authenticates and authorizes your requests to the Huggingface API.
+
+Short cut for completion:
+
+- A shortcut or key combination that, when pressed, triggers the code completion feature.
+
+Max prompt tokens:
+
+- The maximum number of tokens that can be sent in the prompt to the code completion API.
+
+Max response tokens:
+
+- Set 'Max Response Tokens' judiciously; a higher value can slow response times, and since we don't support streaming, you'll await the entire response.
diff --git a/examples/code-completion/sklearn_digits.ipynb b/examples/code-completion/sklearn_digits.ipynb
new file mode 100644
index 000000000..2c98ae4dd
--- /dev/null
+++ b/examples/code-completion/sklearn_digits.ipynb
@@ -0,0 +1,83 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "dcbb2940-4d47-45ac-923a-f80eed1d26f5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# load Digits Dataset from sklearn\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f3a60c45-244b-49f2-8527-519c5a2557a6",
+   "metadata": {},
+   "source": [
+    "Print to show there are 1797 images (8 by 8 images for a dimensionality of 64)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0c159867-a499-4181-9713-d2558f1a258d",
+   "metadata": {},
+   "source": [
+    "Print to show there are 1797 labels (integers from 0–9)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e216707c-1ea7-446a-ac69-cd013e76b5f2",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fe688a3e-29cb-464d-9eef-7e17ce4b9dee",
+   "metadata": {},
+   "source": [
+    "Showing the Images and the Labels (Digits Dataset)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f2f5505f-32b1-4e22-8878-39f20e71335d",
+   "metadata": {},
+   "source": [
+    "This section is really just to show what the images and labels look like. It usually helps to visualize your data to see what you are working with."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4328fb40-b40c-4fde-8ef4-6a5b38c5dd10",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/packages/jupyter-ai/package.json b/packages/jupyter-ai/package.json
index 268f0753a..58f074c8d 100644
--- a/packages/jupyter-ai/package.json
+++ b/packages/jupyter-ai/package.json
@@ -73,6 +73,8 @@
     "@jupyterlab/ui-components": "^4",
     "@mui/icons-material": "^5.11.0",
     "@mui/material": "^5.11.0",
+    "mobx": "^6.10.0",
+    "mobx-react": "^9.0.0",
     "react": "^18.2.0",
     "react-dom": "^18.2.0",
     "react-markdown": "^8.0.6",
@@ -103,7 +105,7 @@
     "stylelint-config-standard": "~24.0.0",
     "stylelint-prettier": "^2.0.0",
     "ts-jest": "^29",
-    "typescript": "~4.3.0",
+    "typescript": "5.1.6",
     "y-protocols": "^1.0.5"
   },
   "sideEffects": [
diff --git a/packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts b/packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts
new file mode 100644
index 000000000..a7f42be80
--- /dev/null
+++ b/packages/jupyter-ai/src/bigcode/bigcode-code-completion.ts
@@ -0,0 +1,188 @@
+import { JupyterFrontEnd } from '@jupyterlab/application';
+import { EditorView } from '@codemirror/view';
+import { getNotebookContentUntilCursor } from '../utils/cell-context';
+import {
+  sendToBigCode,
+  processCompletionResult,
+  constructContinuationPrompt
+} from '../utils/bigcode-request';
+import {
+  insertAndHighlightCode,
+  removeTextStatus,
+  moveCursorToEnd,
+  replaceText
+} from '../utils/cell-modification';
+import {
+  addLoadingAnimation,
+  updateAnimation,
+  removeLoadingAnimation
+} from '../utils/animation';
+import { ICell } from '../types/cell';
+
+import CodeCompletionContextStore from '../contexts/code-completion-context-store';
+
+/**
+ * An object to track the state of the request and the visibility of the result.
+ * @property {boolean} loading - Indicates if a request is currently being made.
+ * @property {boolean} viewResult - Indicates if the result of a request is currently being displayed.
+ */
+const requestState = {
+  loading: false,
+  viewResult: false
+};
+
+/**
+ * Checks if the provided context is empty or not.
+ * @param {ICell[]} context - An array of cells representing the context.
+ * @returns {boolean} Returns true if the context is empty or undefined, otherwise false.
+ */
+const isContextEmpty = (context: ICell[]): boolean => {
+  if (!context || context.length === 0) {
+    return true; // If the context is empty or undefined, we assume that the user did not write code
+  }
+
+  const combinedContent = context.reduce((acc, cell) => acc + cell.content, '');
+  return combinedContent.trim() === '';
+};
+
+/**
+ * Handles the success response of the code completion request.
+ * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
+ * @param {EditorView} view - The editor view instance.
+ * @param {{ generated_text: string }[]} result - The result array containing generated text.
+ */
+const requestSuccess = (
+  app: JupyterFrontEnd,
+  view: EditorView,
+  result: { generated_text: string }[]
+) => {
+  const resultCode = processCompletionResult(result);
+  requestState.viewResult = true;
+
+  if (resultCode === '') {
+    requestState.viewResult = false;
+    CodeCompletionContextStore.setCodeOnRequest('');
+  } else {
+    insertAndHighlightCode(
+      app,
+      CodeCompletionContextStore.codeOnRequest,
+      resultCode
+    );
+  }
+
+  updateAnimation(view, 'success');
+  requestState.loading = false;
+};
+
+/**
+ * Handles the failure of the code completion request.
+ * @param {EditorView} view - The editor view instance.
+ */
+const requestFailed = (view: EditorView) => {
+  CodeCompletionContextStore.setCodeOnRequest('');
+
+  updateAnimation(view, 'failed');
+  requestState.viewResult = false;
+  requestState.loading = false;
+};
+
+/**
+ * Initiates code completion based on the provided context.
+ * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
+ * @param {EditorView} view - The editor view instance.
+ * @returns {boolean} Indicates whether the function completed successfully.
+ */
+export const codeCompletion = (
+  app: JupyterFrontEnd,
+  view: EditorView
+): boolean => {
+  const context = getNotebookContentUntilCursor(app);
+
+  if (!context || isContextEmpty(context)) {
+    updateAnimation(view, 'failed');
+    console.error('continueWriting() => context is null');
+    return false;
+  }
+
+  if (requestState.loading || requestState.viewResult) {
+    console.error('continueWriting() => request is running');
+    return true;
+  }
+
+  console.debug('continueWriting() => context: ', context);
+
+  requestState.loading = true;
+  removeLoadingAnimation(view);
+  addLoadingAnimation(view);
+  CodeCompletionContextStore.setCodeOnRequest(
+    context[context.length - 1].content
+  );
+  const prompt = constructContinuationPrompt(
+    context,
+    CodeCompletionContextStore.maxPromptToken
+  );
+
+  console.debug('codeCompletion() => prompt: ', prompt);
+
+  sendToBigCode(prompt, CodeCompletionContextStore.maxResponseToken)
+    .then(result => {
+      console.debug('continueWriting() => state is success, result: ', result);
+      requestSuccess(app, view, result);
+    })
+    .catch(async err => {
+      console.error(await err);
+      requestFailed(view);
+    });
+
+  return true;
+};
+
+/**
+ * Removes custom colors from the text in the editor.
+ * @param {EditorView} view - The editor view instance.
+ * @returns {boolean} Indicates whether the function completed successfully.
+ */
+export const removeColor = (view: EditorView): boolean => {
+  if (
+    CodeCompletionContextStore.codeOnRequest === '' &&
+    !requestState.viewResult
+  ) {
+    console.debug(
+      'removeColor() => No request is running or no continuation code is showing'
+    );
+    return false;
+  }
+
+  requestState.viewResult = false;
+  removeTextStatus(view);
+  CodeCompletionContextStore.setCodeOnRequest('');
+  moveCursorToEnd(view);
+  console.debug('removeColor() => remove code customize color');
+  return true;
+};
+
+/**
+ * Handles any keypress events when a request is loading or a result is being displayed.
+ * @param {EditorView} view - The editor view instance.
+ * @returns {boolean} Indicates whether the function completed successfully.
+ */
+export const handleAnyKeyPress = (view: EditorView): boolean => {
+  if (requestState.loading) {
+    console.debug('handleAnyKeyPress() => request is loading');
+    return true;
+  }
+
+  if (
+    CodeCompletionContextStore.codeOnRequest !== '' ||
+    requestState.viewResult
+  ) {
+    console.debug(
+      'handleAnyKeyPress() => code for the user to cancel the display'
+    );
+    removeTextStatus(view);
+    replaceText(view, CodeCompletionContextStore.codeOnRequest);
+    CodeCompletionContextStore.setCodeOnRequest('');
+    requestState.viewResult = false;
+  }
+  return false;
+};
diff --git a/packages/jupyter-ai/src/components/bigcode-settings.tsx b/packages/jupyter-ai/src/components/bigcode-settings.tsx
new file mode 100644
index 000000000..d7e4c92f6
--- /dev/null
+++ b/packages/jupyter-ai/src/components/bigcode-settings.tsx
@@ -0,0 +1,141 @@
+// import React, { useEffect } from 'react';
+import React, { useEffect } from 'react';
+import { Box, TextField } from '@mui/material';
+import CodeCompletionContextstore from '../contexts/code-completion-context-store';
+import { observer } from 'mobx-react-lite';
+import { parseKeyboardEventToShortcut } from '../utils/keyboard';
+import Switch from '@mui/material/Switch';
+import Slider from '@mui/material/Slider';
+
+export const BigCodeSetting = observer(() => {
+  const { bigcodeUrl } = CodeCompletionContextstore;
+  const { accessToken } = CodeCompletionContextstore;
+
+  const setBigcodeUrlWrapper = (value: string) => {
+    CodeCompletionContextstore.setBigcodeUrl(value);
+  };
+
+  const setAccessTokenWrapper = (value: string) => {
+    CodeCompletionContextstore.setAccessToken(value);
+    console.debug('setAccessToken()');
+  };
+
+  const setHotKeyWrapper = (event: React.KeyboardEvent<HTMLInputElement>) => {
+    event.preventDefault();
+    const shortcutStr = parseKeyboardEventToShortcut(event);
+    CodeCompletionContextstore.setShortcutStr(shortcutStr);
+    console.debug('setHotKey() => The current hotkey is ', shortcutStr);
+  };
+
+  const toggleCodeCompletionWrapper = () => {
+    CodeCompletionContextstore.toggleCodeCompletion();
+  };
+
+  useEffect(() => {
+    CodeCompletionContextstore.setBigcodeUrl(
+      'https://api-inference.huggingface.co/models/bigcode/starcoderbase/'
+    );
+  }, []);
+
+  const changeMaxPromptTokens = (
+    event: Event,
+    newValue: number | number[],
+    activeThumb: number
+  ) => {
+    // For the current scene, it can only be number
+    if (typeof newValue === 'number') {
+      CodeCompletionContextstore.setMaxPromptTokens(newValue);
+    }
+  };
+
+  const changeMaxResponseokens = (
+    event: Event,
+    newValue: number | number[],
+    activeThumb: number
+  ) => {
+    // For the current scene, it can only be number
+    if (typeof newValue === 'number') {
+      CodeCompletionContextstore.setMaxResponseTokens(newValue);
+    }
+  };
+
+  return (
+    <Box
+      sx={{
+        padding: 4,
+        boxSizing: 'border-box',
+        '& > .MuiAlert-root': { marginBottom: 2 },
+        overflowY: 'auto'
+      }}
+    >
+      <h1 className="jp-ai-ChatSettings-header bigcode-setting-level-1-title">
+        Enable code completion
+        <Switch
+          checked={CodeCompletionContextstore.enableCodeCompletion}
+          onChange={toggleCodeCompletionWrapper}
+        />
+      </h1>
+      <div
+        className={
+          CodeCompletionContextstore.enableCodeCompletion
+            ? 'code-completion-setting-entered'
+            : 'code-completion-setting-exiting'
+        }
+      >
+        <h2 className="jp-ai-ChatSettings-header">Bigcode service url</h2>
+        <TextField
+          label="Bigcode service url"
+          value={bigcodeUrl}
+          fullWidth
+          type="text"
+          onChange={e => setBigcodeUrlWrapper(e.target.value)}
+        />
+        <h2 className="jp-ai-ChatSettings-header">Huggingface Access Token</h2>
+        <TextField
+          label="Huggingface Access Token"
+          value={accessToken}
+          fullWidth
+          type="password"
+          onChange={e => setAccessTokenWrapper(e.target.value)}
+        />
+        <h2 className="jp-ai-ChatSettings-header">Short cut for completion</h2>
+        <TextField
+          label="Please press the short cut you need"
+          value={CodeCompletionContextstore.shortcutStr}
+          fullWidth
+          type="text"
+          onKeyDown={setHotKeyWrapper}
+        />
+        <h1 className="jp-ai-ChatSettings-header bigcode-setting-level-1-title">
+          Advanced Settings
+        </h1>
+        <div className="bigcode-setting-configuration">
+          <h2 className="jp-ai-ChatSettings-header">Max prompt tokens</h2>
+          <div className="bigcode-settings-token">
+            <Slider
+              className="token-slider"
+              value={CodeCompletionContextstore.maxPromptToken}
+              onChange={changeMaxPromptTokens}
+              aria-label="Default"
+              valueLabelDisplay="auto"
+              min={100}
+              max={1000}
+            />
+          </div>
+          <h2 className="jp-ai-ChatSettings-header">Max response tokens</h2>
+          <div className="bigcode-settings-token">
+            <Slider
+              className="token-slider"
+              value={CodeCompletionContextstore.maxResponseToken}
+              onChange={changeMaxResponseokens}
+              aria-label="Default"
+              valueLabelDisplay="auto"
+              min={10}
+              max={200}
+            />
+          </div>
+        </div>
+      </div>
+    </Box>
+  );
+});
diff --git a/packages/jupyter-ai/src/contexts/code-completion-context-store.ts b/packages/jupyter-ai/src/contexts/code-completion-context-store.ts
new file mode 100644
index 000000000..b1d1206ab
--- /dev/null
+++ b/packages/jupyter-ai/src/contexts/code-completion-context-store.ts
@@ -0,0 +1,113 @@
+import { makeObservable, observable, action } from 'mobx';
+
+class CodeCompletionContextstore {
+  /**
+   * Whether to enable code completion function.
+   */
+  @observable enableCodeCompletion = false;
+
+  /**
+   * Observable huggingface token for authentication purposes.
+   */
+  @observable accessToken = '';
+
+  /**
+   * Observable URL for the BigCode service.
+   */
+  @observable bigcodeUrl = '';
+
+  /**
+   * Observable state for the code being requested for completion.
+   */
+  @observable codeOnRequest = '';
+
+  /**
+   * Observable string representing the shortcut key combination for triggering code completion.
+   * Default is set to 'Ctrl + Space'.
+   */
+  @observable shortcutStr = 'Ctrl + Space';
+
+  /**
+   * Maximum prompt tokens when requested
+   */
+  @observable maxPromptToken = 400;
+
+  /**
+   * Maximum response tokens when requested
+   */
+  @observable maxResponseToken = 20;
+
+  constructor() {
+    makeObservable(this);
+
+    const dataPersistenceStr = localStorage.getItem(
+      '@jupyterlab-ai/CodeCompletionState'
+    );
+
+    if (dataPersistenceStr) {
+      const dataPersistence: IGlobalStore = JSON.parse(dataPersistenceStr);
+      this.enableCodeCompletion = dataPersistence.enableCodeCompletion;
+      this.bigcodeUrl = dataPersistence.bigcodeUrl;
+      this.shortcutStr = dataPersistence.shortcutStr;
+      this.maxPromptToken = dataPersistence.maxPromptToken;
+      this.maxResponseToken = dataPersistence.maxResponseToken;
+    }
+  }
+
+  saveDataToLoaclStorage() {
+    // Do not store sensitive information
+    localStorage.setItem(
+      '@jupyterlab-ai/CodeCompletionState',
+      JSON.stringify({
+        enableCodeCompletion: this.enableCodeCompletion,
+        bigcodeUrl: this.bigcodeUrl,
+        shortcutStr: this.shortcutStr,
+        maxPromptToken: this.maxPromptToken,
+        maxResponseToken: this.maxResponseToken
+      })
+    );
+  }
+
+  @action
+  setAccessToken(token: string): void {
+    this.accessToken = token;
+  }
+
+  @action
+  setBigcodeUrl(url: string): void {
+    this.bigcodeUrl = url;
+    this.saveDataToLoaclStorage();
+  }
+
+  @action
+  toggleCodeCompletion(): void {
+    this.enableCodeCompletion = !this.enableCodeCompletion;
+    this.saveDataToLoaclStorage();
+  }
+
+  @action
+  setCodeOnRequest(code: string): void {
+    this.codeOnRequest = code;
+  }
+
+  @action
+  setShortcutStr(shortcutStr: string): void {
+    this.shortcutStr = shortcutStr;
+    this.saveDataToLoaclStorage();
+  }
+
+  @action
+  setMaxPromptTokens(newValue: number): void {
+    this.maxPromptToken = newValue;
+    this.saveDataToLoaclStorage();
+  }
+
+  @action
+  setMaxResponseTokens(newValue: number): void {
+    this.maxResponseToken = newValue;
+    this.saveDataToLoaclStorage();
+  }
+}
+
+export default new CodeCompletionContextstore();
+export type IGlobalStore = CodeCompletionContextstore;
diff --git a/packages/jupyter-ai/src/icons.ts b/packages/jupyter-ai/src/icons.ts
index a510c17a7..f7f3d9038 100644
--- a/packages/jupyter-ai/src/icons.ts
+++ b/packages/jupyter-ai/src/icons.ts
@@ -4,6 +4,7 @@ import { LabIcon } from '@jupyterlab/ui-components';
 
 import chatSvgStr from '../style/icons/chat.svg';
 import jupyternautSvg from '../style/icons/jupyternaut.svg';
+import bigcodeSvg from '../style/icons/bigcode.svg';
 
 export const chatIcon = new LabIcon({
   name: 'jupyter-ai::chat',
@@ -15,4 +16,9 @@ export const jupyternautIcon = new LabIcon({
   svgstr: jupyternautSvg
 });
 
+export const bigCodeIcon = new LabIcon({
+  name: 'jupyter-ai::code-completion-settings',
+  svgstr: bigcodeSvg
+});
+
 export const Jupyternaut = jupyternautIcon.react;
diff --git a/packages/jupyter-ai/src/index.ts b/packages/jupyter-ai/src/index.ts
index e48e2b211..a5962981a 100644
--- a/packages/jupyter-ai/src/index.ts
+++ b/packages/jupyter-ai/src/index.ts
@@ -9,9 +9,11 @@ import { IDocumentWidget } from '@jupyterlab/docregistry';
 import { IGlobalAwareness } from '@jupyter/collaboration';
 import type { Awareness } from 'y-protocols/awareness';
 import { buildChatSidebar } from './widgets/chat-sidebar';
+import { buildBigcodeSidebar } from './widgets/bigcode-sidebar';
 import { SelectionWatcher } from './selection-watcher';
 import { ChatHandler } from './chat_handler';
 import { buildErrorWidget } from './widgets/chat-error';
+import { handleCodeCompletionKeyDown } from './keydown-handler';
 
 export type DocumentTracker = IWidgetTracker<IDocumentWidget>;
 
@@ -49,13 +51,29 @@ const plugin: JupyterFrontEndPlugin<void> = {
       chatWidget = buildErrorWidget();
     }
 
+    /**
+     * Initialize bigcode settings widget
+     */
+    const bigcodeWidget = buildBigcodeSidebar();
+
+    /**
+     * Initialize keydown handler
+     */
+    handleCodeCompletionKeyDown(app);
+
     /**
      * Add Chat widget to right sidebar
      */
     app.shell.add(chatWidget, 'left', { rank: 2000 });
 
+    /**
+     * Add Bigcode settings widget to right sidebar
+     */
+    app.shell.add(bigcodeWidget, 'left', { rank: 2001 });
+
     if (restorer) {
       restorer.add(chatWidget, 'jupyter-ai-chat');
+      restorer.add(bigcodeWidget, 'bigcode-code-completion');
     }
   }
 };
diff --git a/packages/jupyter-ai/src/keydown-handler.ts b/packages/jupyter-ai/src/keydown-handler.ts
new file mode 100644
index 000000000..922317bf9
--- /dev/null
+++ b/packages/jupyter-ai/src/keydown-handler.ts
@@ -0,0 +1,156 @@
+import { JupyterFrontEnd, LabShell } from '@jupyterlab/application';
+import { CodeMirrorEditor } from '@jupyterlab/codemirror';
+import { keymap } from '@codemirror/view';
+import { EditorView } from '@codemirror/view';
+import { Prec } from '@codemirror/state';
+import { StateEffect } from '@codemirror/state';
+import { Notebook } from '@jupyterlab/notebook';
+import { NotebookPanel } from '@jupyterlab/notebook';
+import { Extension } from '@codemirror/state';
+import { CodeEditor } from '@jupyterlab/codeeditor';
+
+import { getSpecificWidget } from './utils/instance';
+import {
+  codeCompletion,
+  removeColor,
+  handleAnyKeyPress
+} from './bigcode/bigcode-code-completion';
+import { parseKeyboardEventToShortcut } from './utils/keyboard';
+import GlobalStore from './contexts/code-completion-context-store';
+
+// Create a weak reference set to store the editor
+const mountedEditors = new WeakSet<CodeMirrorEditor>();
+
+/**
+ * Mounts a given extension to the editor instance.
+ * @param {CodeMirrorEditor} editor - The editor instance.
+ * @param {Extension} extension - The extension to be mounted.
+ */
+const mountExtension = (
+  editor: CodeMirrorEditor,
+  extension: Extension
+): void => {
+  // If the editor has already been processed
+  if (mountedEditors.has(editor)) {
+    return;
+  }
+
+  // It is possible that the editor has not been initialized normally
+  if (!('editor' in editor)) {
+    return;
+  }
+
+  const view = editor.editor as EditorView;
+  const tr = view.state.update({
+    effects: StateEffect.appendConfig.of(extension)
+  });
+
+  view.dispatch(tr);
+  mountedEditors.add(editor);
+};
+
+/**
+ * Mounts the editor with a delay to ensure its instantiation is complete.
+ * @param {CodeEditor.IEditor | null} editor - The editor instance, might be null.
+ * @param {Extension} extension - The extension to be mounted.
+ */
+const mountEditorWithDelay = (
+  editor: CodeEditor.IEditor | null,
+  extension: Extension
+) => {
+  if (editor && editor instanceof CodeMirrorEditor) {
+    const waitCellInitTimer = setTimeout(() => {
+      const codeMirrorEditor = editor as CodeMirrorEditor;
+      mountExtension(codeMirrorEditor, extension);
+      clearTimeout(waitCellInitTimer);
+    }, 0);
+  }
+};
+
+/// Generates a keydown extension for handling various keypress events.
+const generateKeyDownExtension = (app: JupyterFrontEnd): Extension => {
+  return Prec.highest(
+    keymap.of([
+      {
+        any: (view: EditorView, event: KeyboardEvent) => {
+          if (!GlobalStore.enableCodeCompletion) {
+            return false;
+          }
+
+          const parsedShortcut = parseKeyboardEventToShortcut(event);
+          console.debug('keyboard press: ', parsedShortcut);
+
+          if (parsedShortcut === GlobalStore.shortcutStr) {
+            console.debug('keyboard press: codeCompletion function is Running');
+            return codeCompletion(app, view);
+          }
+
+          if (event.code === 'Enter') {
+            console.debug('keyboard press: removeColor function is Running');
+            return removeColor(view);
+          }
+
+          return handleAnyKeyPress(view);
+        }
+      }
+    ])
+  );
+};
+
+/**
+ * Initializes keydown event handlers for the JupyterFrontEnd application.
+ * This function sets up listeners for changes in the current widget and mounts the editor accordingly.
+ * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
+ */
+const initializeKeyDownHandlers = (app: JupyterFrontEnd) => {
+  if (!(app.shell instanceof LabShell)) {
+    throw 'Shell is not an instance of LabShell. Jupyter AI does not currently support custom shells.';
+  }
+
+  const extension = generateKeyDownExtension(app);
+
+  // Listen for changes in the current weiget
+  app.shell.currentChanged.connect(async (sender, args) => {
+    const currentWidget = args.newValue;
+    if (!currentWidget || !(currentWidget instanceof NotebookPanel)) {
+      return;
+    }
+
+    await currentWidget.context.ready;
+    const content = getSpecificWidget(currentWidget);
+
+    if (content instanceof Notebook) {
+      // Prioritize the cell selected by default when loading the notebook. In "content.activeCellChanged.connect", the editor of the cell selected by default is empty
+      const firstCell = content.activeCell;
+      if (firstCell) {
+        const firstCellEditor = firstCell.editor as CodeMirrorEditor;
+        mountEditorWithDelay(firstCellEditor, extension);
+      }
+
+      // When the selected cell changes
+      content.activeCellChanged.connect(async (sender, cell) => {
+        if (!cell) {
+          return;
+        }
+
+        await cell.ready;
+        mountEditorWithDelay(cell.editor, extension);
+      });
+    }
+  });
+};
+
+/**
+ * The main function to handle code completion on keydown events.
+ * It initializes the keydown handlers after ensuring that the notebook is fully loaded.
+ * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
+ * @returns {Promise<void>}
+ */
+export const handleCodeCompletionKeyDown = async (
+  app: JupyterFrontEnd
+): Promise<void> => {
+  // Wait for the notebook to finish initializing
+  await app.start();
+  initializeKeyDownHandlers(app);
+  console.log('handleCodeCompletionKeyDown is start...');
+};
diff --git a/packages/jupyter-ai/src/types/cell.ts b/packages/jupyter-ai/src/types/cell.ts
new file mode 100644
index 000000000..42e1ad097
--- /dev/null
+++ b/packages/jupyter-ai/src/types/cell.ts
@@ -0,0 +1,7 @@
+export type ICellType = null | 'markdown' | 'code' | 'output';
+
+// This cell is used as logic for code completion
+export interface ICell {
+  content: string;
+  type: ICellType;
+}
diff --git a/packages/jupyter-ai/src/utils/animation.ts b/packages/jupyter-ai/src/utils/animation.ts
new file mode 100644
index 000000000..03f29b3d4
--- /dev/null
+++ b/packages/jupyter-ai/src/utils/animation.ts
@@ -0,0 +1,79 @@
+import { EditorView } from '@codemirror/view';
+
+/**
+ * Adds a rotating circle loading animation to the left side of the EditorView's DOM.
+ * Removes any existing loading animations before adding a new one.
+ *
+ * @param {EditorView} view - The instance of ProseMirror's EditorView.
+ * @returns {HTMLElement | null} The created circle animation element or null if the target div is not found.
+ */
+export function addLoadingAnimation(view: EditorView): HTMLElement | null {
+  removeLoadingAnimation(view);
+  const cellNode = view.dom.closest('.jp-Cell');
+  if (!cellNode) {
+    return null;
+  }
+
+  const targetDiv = cellNode.querySelector(
+    '.lm-Widget.jp-InputPrompt.jp-InputArea-prompt'
+  );
+  const circle = document.createElement('div');
+  circle.className = 'circle-loading-animation';
+  targetDiv?.appendChild(circle);
+
+  return circle;
+}
+
+/**
+ * Updates the animation state to either 'success' or 'failed'.
+ * If a loading circle doesn't exist, it will be created.
+ *
+ * @param {EditorView} view - The instance of ProseMirror's EditorView.
+ * @param {('success' | 'failed')} state - The new state for the animation.
+ */
+export function updateAnimation(
+  view: EditorView,
+  state: 'success' | 'failed'
+): void {
+  let circle = getLoadingCircle(view);
+  if (!circle) {
+    circle = addLoadingAnimation(view);
+  }
+
+  if (state === 'success') {
+    circle?.classList.add('circle-success');
+  } else if (state === 'failed') {
+    circle?.classList.add('circle-failed');
+  }
+
+  // It will disappear automatically after 1.5s
+  setTimeout(() => {
+    removeLoadingAnimation(view);
+  }, 1500);
+}
+
+/**
+ * Retrieves the loading circle from the closest cell of the given view.
+ *
+ * @param {EditorView} view - The instance of ProseMirror's EditorView.
+ * @returns {HTMLElement | null | undefined} The loading circle element or null/undefined if not found.
+ */
+function getLoadingCircle(view: EditorView): HTMLElement | null | undefined {
+  return view.dom
+    .closest('.jp-Cell')
+    ?.querySelector('.circle-loading-animation');
+}
+
+/**
+ * Removes all loading/success/failed animations from the closest cell of the given view.
+ *
+ * @param {EditorView} view - The instance of ProseMirror's EditorView.
+ */
+export const removeLoadingAnimation = (view: EditorView): void => {
+  const circles = view.dom
+    .closest('.jp-Cell')
+    ?.querySelectorAll('.circle-loading-animation');
+  circles?.forEach(circle => {
+    circle.remove();
+  });
+};
diff --git a/packages/jupyter-ai/src/utils/bigcode-request.ts b/packages/jupyter-ai/src/utils/bigcode-request.ts
new file mode 100644
index 000000000..55ecc413e
--- /dev/null
+++ b/packages/jupyter-ai/src/utils/bigcode-request.ts
@@ -0,0 +1,131 @@
+import CodeCompletionContextStore from '../contexts/code-completion-context-store';
+import { ICell } from '../types/cell';
+
+/**
+ * Generates the appropriate prompt string based on the cell type.
+ * The cell type can be either 'code' or 'markdown'.
+ *
+ * @param {ICell} cell - The cell object which includes the type and content.
+ * @returns {string} The generated prompt string for the cell.
+ */
+const getPromptForCell = (cell: ICell): string => {
+  let cellPrompt = '';
+  switch (cell.type) {
+    case 'code':
+      cellPrompt += '<jupyter_code>';
+      break;
+    case 'markdown':
+      cellPrompt += '<jupyter_text>';
+      break;
+    case 'output':
+      cellPrompt += '<jupyter_output>';
+      break;
+  }
+  return cellPrompt + cell.content;
+};
+
+function countSpaces(str: string) {
+  const matches = str.match(/ /g);
+  return matches ? matches.length : 0;
+}
+
+/**
+ * Constructs a continuation prompt based on the provided context.
+ * It concatenates the prompts for all the cells in the context.
+ *
+ * @param {ICell[] | null} context - An array of cells representing the context.
+ * @returns {string | null} The constructed continuation prompt or null if context is empty.
+ */
+export const constructContinuationPrompt = (
+  context: ICell[] | null,
+  maxTokens: number
+): string | null => {
+  if (!context || context.length === 0) {
+    return null;
+  }
+
+  let prompt = '';
+  for (let i = context.length - 1; i >= 0; i--) {
+    prompt = getPromptForCell(context[i]) + prompt;
+    if (countSpaces(prompt) > maxTokens) {
+      break;
+    }
+  }
+
+  return '<start_jupyter>' + prompt;
+};
+
+/**
+ * Sends the given prompt to the BigCode service for code completion.
+ * It requires the BigCode service URL and the Huggingface Access Token to be set in the CodeCompletionContextStore.
+ *
+ * @param {string | null} prompt - The prompt string to be sent for code completion.
+ * @returns {Promise<{ generated_text: string }[]>} A promise that resolves with the generated text or rejects with an error.
+ */
+export const sendToBigCode = async (
+  prompt: string | null,
+  max_tokens: number
+): Promise<{ generated_text: string }[]> => {
+  const { bigcodeUrl } = CodeCompletionContextStore;
+  const { accessToken } = CodeCompletionContextStore;
+  console.log(prompt);
+  if (!bigcodeUrl || !accessToken) {
+    alert('BigCode service URL or Huggingface Access Token not set.');
+    return new Promise((resolve, reject) => {
+      reject('BigCode service URL or Huggingface Access Token not set.');
+    });
+  }
+
+  if (!prompt) {
+    return new Promise((resolve, reject) => {
+      reject('Prompt is null');
+    });
+  }
+
+  const bodyData = {
+    inputs: prompt,
+    stream: false,
+    parameters: {
+      temperature: 0.01,
+      return_full_text: false,
+      max_tokens,
+      stop: ['<jupyter_output>']
+    }
+  };
+
+  const response = fetch(bigcodeUrl, {
+    method: 'POST',
+    headers: {
+      'Content-Type': 'application/json',
+      Authorization: `Bearer ${accessToken}`
+    },
+    body: JSON.stringify(bodyData)
+  });
+
+  const responseResult = await response;
+  // Check if response status code is in the range 200-299
+  if (!responseResult.ok) {
+    return new Promise((resolve, reject) => {
+      reject(responseResult.json());
+    });
+  }
+
+  return responseResult.json();
+};
+
+/**
+ * Processes the result received from the BigCode service.
+ * It extracts the generated text from the result and removes any placeholder strings.
+ *
+ * @param {{ generated_text: string }[]} result - The result array containing generated text.
+ * @returns {string} The processed generated text.
+ */
+export const processCompletionResult = (
+  result: { generated_text: string }[]
+): string => {
+  if (result.length === 0) {
+    return '';
+  }
+
+  return result[0].generated_text.replace('<jupyter_output>', '');
+};
diff --git a/packages/jupyter-ai/src/utils/cell-context.ts b/packages/jupyter-ai/src/utils/cell-context.ts
new file mode 100644
index 000000000..d18a91025
--- /dev/null
+++ b/packages/jupyter-ai/src/utils/cell-context.ts
@@ -0,0 +1,206 @@
+import { JupyterFrontEnd } from '@jupyterlab/application';
+import { CodeEditor } from '@jupyterlab/codeeditor';
+import { DocumentWidget } from '@jupyterlab/docregistry';
+import { Notebook } from '@jupyterlab/notebook';
+import { CodeCell, MarkdownCell, Cell } from '@jupyterlab/cells';
+
+import { ICell, ICellType } from '../types/cell';
+
+import { getSpecificWidget, getEditorByWidget } from './instance';
+
+/**
+ * Get the text from the current editor.
+ *
+ * @param {CodeEditor.IEditor} editor - The editor instance.
+ * @returns {string} - The text data of the current cell.
+ */
+export const getTextByEditor = (editor: CodeEditor.IEditor): string => {
+  return editor.model.sharedModel.getSource();
+};
+
+/**
+ * Splits a string into lines, accounting for escaped newlines.
+ *
+ * @param {string} input - The string to split.
+ * @returns {string[]} - An array of split lines.
+ */
+export const splitString = (input: string): string[] => {
+  // Split by newline, but ignore escaped newlines
+  return input.split(/(?<!\\)\n/).map(part => part.replace('\\\\n', '\\n'));
+};
+
+/**
+ * Retrieves the code of the current cell in the Jupyter environment.
+ *
+ * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
+ * @returns {string | null} - The code from the current cell or null if not available.
+ */
+export const getCellCode = (app: JupyterFrontEnd): string | null => {
+  const currentWidget = app.shell.currentWidget;
+
+  if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
+    return null;
+  }
+
+  const content = getSpecificWidget(currentWidget);
+  const editor = getEditorByWidget(content);
+
+  if (editor) {
+    return getTextByEditor(editor);
+  }
+
+  return null;
+};
+
+/**
+ * Gets the text from the current editor up to the current cursor position.
+ *
+ * @param {CodeEditor.IEditor} editor - The editor instance.
+ * @returns {string[]} - An array of lines up to the cursor position.
+ */
+const getTextBeforeCursor = (editor: CodeEditor.IEditor): string[] => {
+  // Get the cursor position, e.g. {column: 2, line: 1}
+  const position = editor.getCursorPosition();
+  const text = getTextByEditor(editor);
+  // Split by newline
+  const codeLines = splitString(text);
+
+  const codeLinesPositionBefore = [];
+  // Iterate from the first cell to the position of the active cell
+  for (let index = 0; index <= position.line; index++) {
+    // If iterating to the current cell
+    if (index === position.line) {
+      codeLinesPositionBefore.push(codeLines[index].slice(0, position.column));
+      continue;
+    }
+
+    codeLinesPositionBefore.push(codeLines[index]);
+  }
+
+  return codeLinesPositionBefore;
+};
+
+/**
+ * Retrieves the text of the current cell up to the cursor position.
+ *
+ * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
+ * @returns {string[] | null} - An array of lines up to the cursor position or null if not available.
+ */
+export const getTextBeforeCursorFromApp = (
+  app: JupyterFrontEnd
+): string[] | null => {
+  const currentWidget = app.shell.currentWidget;
+
+  if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
+    return null;
+  }
+
+  const content = getSpecificWidget(currentWidget);
+  const editor = getEditorByWidget(content);
+
+  if (editor) {
+    return getTextBeforeCursor(editor);
+  }
+
+  return null;
+};
+
+/**
+ * Retrieves the output text from a given cell based on its type.
+ *
+ * The function extracts outputs from CodeCell instances based on their output type:
+ * - For 'execute_result' type, it retrieves the data.
+ * - For 'stream' type, it retrieves the text.
+ * - For 'error' type, it retrieves the error value (evalue).
+ *
+ * If the cell is not an instance of CodeCell or has no valid output type, an empty string is returned.
+ *
+ * @param {Cell} cell - The cell from which to extract the output.
+ * @returns {string} - The combined output text from the cell.
+ */
+const getCellOutput = (cell: Cell): string => {
+  if (!(cell instanceof CodeCell)) {
+    return '';
+  }
+
+  return cell.model.sharedModel.outputs.reduce((acc, output) => {
+    console.log(output);
+    switch (output.output_type) {
+      case 'execute_result':
+        if (output.data) {
+          // Maybe there are other ways, but I didn't find it
+          const outputData = JSON.parse(JSON.stringify(output.data));
+          if ('text/plain' in outputData) {
+            return acc + outputData['text/plain'];
+          }
+        }
+        return output.data ? acc + JSON.stringify(output.data) : acc;
+      case 'stream':
+        return acc + output.text;
+      case 'error':
+        return acc + output.evalue;
+      default:
+        return acc;
+    }
+  }, '');
+};
+
+const getCellDetails = (cell: Cell, isActiveCell: boolean): ICell[] => {
+  const cellType: ICellType =
+    cell instanceof CodeCell
+      ? 'code'
+      : cell instanceof MarkdownCell
+      ? 'markdown'
+      : null;
+
+  const results: ICell[] = [];
+
+  const editor = cell.editor;
+  if (editor) {
+    const text = isActiveCell
+      ? getTextBeforeCursor(editor).join('\n')
+      : getTextByEditor(editor);
+    results.push({ type: cellType, content: text });
+  }
+
+  results.push({ type: 'output', content: getCellOutput(cell) });
+
+  return results;
+};
+
+/**
+ * Retrieves all cell content up to the current active cell position.
+ *
+ * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
+ * @returns {ICell[] | null} - An array of ICell objects with their content or null if not available.
+ */
+export const getNotebookContentUntilCursor = (
+  app: JupyterFrontEnd
+): ICell[] | null => {
+  const currentWidget = app.shell.currentWidget;
+
+  if (!currentWidget || !(currentWidget instanceof DocumentWidget)) {
+    return null;
+  }
+
+  const content = getSpecificWidget(currentWidget);
+  if (!(content instanceof Notebook)) {
+    return null;
+  }
+
+  const activeCellIndex = content.activeCellIndex;
+
+  const cellsUpToCursor = content.widgets
+    .slice(0, activeCellIndex + 1)
+    .flatMap((cell, index) => getCellDetails(cell, index === activeCellIndex));
+
+  // Check if the last cell type is 'output' and remove it
+  if (
+    cellsUpToCursor.length > 0 &&
+    cellsUpToCursor[cellsUpToCursor.length - 1].type === 'output'
+  ) {
+    cellsUpToCursor.pop();
+  }
+
+  return cellsUpToCursor;
+};
diff --git a/packages/jupyter-ai/src/utils/cell-modification.ts b/packages/jupyter-ai/src/utils/cell-modification.ts
new file mode 100644
index 000000000..963ef4052
--- /dev/null
+++ b/packages/jupyter-ai/src/utils/cell-modification.ts
@@ -0,0 +1,195 @@
+import { JupyterFrontEnd } from '@jupyterlab/application';
+import { DocumentWidget } from '@jupyterlab/docregistry';
+import { CodeMirrorEditor } from '@jupyterlab/codemirror';
+import { EditorView } from '@codemirror/view';
+import { StateEffect, StateField } from '@codemirror/state';
+import { Decoration, DecorationSet } from '@codemirror/view';
+import { CodeEditor } from '@jupyterlab/codeeditor';
+import { splitString } from './cell-context';
+
+/**
+ * State effect definition for clearing text effects.
+ */
+const clearTextEffectState = StateEffect.define({});
+
+/**
+ * Removes any text status effects from the provided editor view.
+ *
+ * @param {EditorView} view - The EditorView instance where text statuses are to be removed.
+ */
+export function removeTextStatus(view: EditorView): void {
+  view.dispatch({
+    effects: clearTextEffectState.of(null)
+  });
+}
+
+/**
+ * Decoration definition for marking text with a 'gray-color' CSS class.
+ */
+const grayTextMark = Decoration.mark({ class: 'gray-color' });
+
+/**
+ * Base theme for gray text decorations.
+ */
+const grayTextTheme = EditorView.baseTheme({
+  '.gray-color > span': { color: 'gray !important' },
+  '.gray-color ': { color: 'gray !important' }
+});
+
+/**
+ * State effect definition for changing the text status over a specified range.
+ */
+const changeRangeTextStatus = StateEffect.define<{ from: number; to: number }>({
+  map: ({ from, to }, change) => ({
+    from: change.mapPos(from),
+    to: change.mapPos(to)
+  })
+});
+
+/**
+ * State field definition for tracking gray text decorations.
+ */
+const grayTextStateField = StateField.define<DecorationSet>({
+  create() {
+    return Decoration.none;
+  },
+  update(grayTexts, tr) {
+    grayTexts = grayTexts.map(tr.changes);
+    for (const e of tr.effects) {
+      if (e.is(changeRangeTextStatus)) {
+        grayTexts = grayTexts.update({
+          add: [grayTextMark.range(e.value.from, e.value.to)]
+        });
+      }
+    }
+    if (tr.effects.some(e => e.is(clearTextEffectState))) {
+      return Decoration.none;
+    }
+
+    return grayTexts;
+  },
+  provide: f => EditorView.decorations.from(f)
+});
+
+/**
+ * Applies gray text decoration to a specified range within an editor view.
+ *
+ * @param {EditorView} view - The EditorView instance where the decoration is to be applied.
+ * @param {number} start - The start position of the range.
+ * @param {number} end - The end position of the range.
+ * @returns {boolean} Indicates whether the operation was successful.
+ */
+export function applyGrayTextToSelection(
+  view: EditorView,
+  start: number,
+  end: number
+): boolean {
+  if (start === end) {
+    return false;
+  }
+  const effects: StateEffect<unknown>[] = [
+    changeRangeTextStatus.of({ from: start, to: end })
+  ];
+
+  if (!view.state.field(grayTextStateField, false)) {
+    effects.push(
+      StateEffect.appendConfig.of([grayTextStateField, grayTextTheme])
+    );
+  }
+
+  view.dispatch({ effects });
+  return true;
+}
+
+/**
+ * Calculates the line and column position of the cursor based on the provided code string.
+ *
+ * @param {string} code - The code string.
+ * @returns {CodeEditor.IPosition} The calculated position of the cursor.
+ */
+export const calculatePointerPosition = (
+  code: string
+): CodeEditor.IPosition => {
+  const lines = splitString(code);
+  return {
+    line: lines.length - 1,
+    column: lines[lines.length - 1].length
+  };
+};
+
+/**
+ * Inserts the new code into the active cell of the Jupyter environment, highlighting the inserted portion.
+ *
+ * @param {JupyterFrontEnd} app - The JupyterFrontEnd application instance.
+ * @param {string} oldCode - The original code string.
+ * @param {string} newCode - The new code string to be appended.
+ * @returns {boolean} Indicates whether the operation was successful.
+ */
+export const insertAndHighlightCode = (
+  app: JupyterFrontEnd,
+  oldCode: string,
+  newCode: string
+): boolean => {
+  // Get the currently active document window
+  const currentWidget = app.shell.currentWidget;
+  if (!(currentWidget instanceof DocumentWidget)) {
+    return false;
+  }
+
+  // content is also of type widget, just wrapped in a widget container
+  const { content } = currentWidget;
+  // The cell being currently operated on
+  const activeCell = content.activeCell;
+  // The CodeMirror instance object of the cell being currently operated on
+  const editor = activeCell.editor as CodeMirrorEditor;
+  if (editor) {
+    const prePosition = calculatePointerPosition(oldCode);
+    const view = editor.editor;
+    // Update the current code
+    editor.model.sharedModel.setSource(oldCode + newCode);
+
+    // Restore the mouse pointer to its previous position, otherwise it will point to the 0 position
+    editor.setCursorPosition(prePosition);
+
+    // Change the color of the added code to gray
+    return applyGrayTextToSelection(
+      view,
+      oldCode.length,
+      (oldCode + newCode).length
+    );
+  }
+
+  return false;
+};
+
+/**
+ * Moves the cursor to the end of the document in the provided editor view.
+ *
+ * @param {EditorView} view - The EditorView instance where the cursor is to be moved.
+ */
+export const moveCursorToEnd = (view: EditorView): void => {
+  const endPos = view.state.doc.length; // Get the document's length
+  const transaction = view.state.update({
+    selection: { anchor: endPos, head: endPos }, // Set both anchor and head to the end position
+    scrollIntoView: true // Optionally scroll the view to show the cursor
+  });
+
+  view.dispatch(transaction);
+};
+
+/**
+ * Replaces all the text in the provided editor view with the given new text.
+ *
+ * @param {EditorView} view - The EditorView instance where text is to be replaced.
+ * @param {string} newText - The new text to replace the existing content.
+ */
+export const replaceText = (view: EditorView, newText: string): void => {
+  // Create a new transaction to replace all text and move the cursor
+  const tr = view.state.update({
+    changes: { from: 0, to: view.state.doc.length, insert: newText }, // Replace all text with newText
+    selection: { anchor: newText.length, head: newText.length }, // Move cursor to the end of newText
+    scrollIntoView: true // Optionally scroll to show the cursor
+  });
+
+  view.dispatch(tr);
+};
diff --git a/packages/jupyter-ai/src/utils/instance.ts b/packages/jupyter-ai/src/utils/instance.ts
new file mode 100644
index 000000000..476e64379
--- /dev/null
+++ b/packages/jupyter-ai/src/utils/instance.ts
@@ -0,0 +1,36 @@
+import { DocumentWidget } from '@jupyterlab/docregistry';
+import { Widget } from '@lumino/widgets';
+import { CodeEditor } from '@jupyterlab/codeeditor';
+import { Notebook } from '@jupyterlab/notebook';
+
+/**
+ * Extracts the content widget from a given DocumentWidget.
+ *
+ * @param {DocumentWidget} widget - The DocumentWidget instance from which the content is to be extracted.
+ * @returns {Widget} - The content of the DocumentWidget.
+ */
+export const getSpecificWidget = (widget: DocumentWidget): Widget => {
+  const { content } = widget;
+  return content;
+};
+
+/**
+ * Retrieves the editor associated with the provided content widget.
+ *
+ * If the content is an instance of a Notebook, this function will return the editor of the active cell.
+ *
+ * @param {Widget} content - The content widget instance.
+ * @returns {CodeEditor.IEditor | null | undefined} - The associated editor instance, or null/undefined if not found.
+ */
+export const getEditorByWidget = (
+  content: Widget
+): CodeEditor.IEditor | null | undefined => {
+  let editor: CodeEditor.IEditor | null | undefined;
+
+  // Check if the content is an instance of a Notebook
+  if (content instanceof Notebook) {
+    editor = content.activeCell?.editor;
+  }
+
+  return editor;
+};
diff --git a/packages/jupyter-ai/src/utils/keyboard.ts b/packages/jupyter-ai/src/utils/keyboard.ts
new file mode 100644
index 000000000..2ce08830a
--- /dev/null
+++ b/packages/jupyter-ai/src/utils/keyboard.ts
@@ -0,0 +1,31 @@
+/**
+ * Parses a keyboard event to produce a human-readable shortcut string.
+ *
+ * Given a KeyboardEvent, this function generates a string representation of the key combination,
+ * e.g., "Ctrl + Shift + A".
+ *
+ * @param {React.KeyboardEvent<HTMLInputElement> | KeyboardEvent} event - The keyboard event to parse.
+ * @returns {string} - The string representation of the key combination.
+ */
+export const parseKeyboardEventToShortcut = (
+  event: React.KeyboardEvent<HTMLInputElement> | KeyboardEvent
+): string => {
+  const keyCombo: string[] = [];
+  if (event.ctrlKey) {
+    keyCombo.push('Ctrl');
+  }
+  if (event.altKey) {
+    keyCombo.push('Alt');
+  }
+  if (event.shiftKey) {
+    keyCombo.push('Shift');
+  }
+  if (event.metaKey) {
+    keyCombo.push('Meta');
+  }
+  if (['Shift', 'Alt', 'Control', 'Meta'].indexOf(event.key) === -1) {
+    keyCombo.push(event.code);
+  }
+
+  return keyCombo.join(' + ');
+};
diff --git a/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx b/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx
new file mode 100644
index 000000000..7a926e8b6
--- /dev/null
+++ b/packages/jupyter-ai/src/widgets/bigcode-sidebar.tsx
@@ -0,0 +1,17 @@
+import React from 'react';
+import { ReactWidget } from '@jupyterlab/apputils';
+import { BigCodeSetting } from '../components/bigcode-settings';
+import { bigCodeIcon } from '../icons';
+
+export function buildBigcodeSidebar(): ReactWidget {
+  const BigCodeWidget = ReactWidget.create(
+    <div>
+      <BigCodeSetting />
+    </div>
+  );
+
+  BigCodeWidget.id = 'jupyter-ai::bigcode-code-completion';
+  BigCodeWidget.title.icon = bigCodeIcon;
+  BigCodeWidget.title.caption = 'bigcode code Completion';
+  return BigCodeWidget;
+}
diff --git a/packages/jupyter-ai/style/animation.css b/packages/jupyter-ai/style/animation.css
new file mode 100644
index 000000000..828514bca
--- /dev/null
+++ b/packages/jupyter-ai/style/animation.css
@@ -0,0 +1,56 @@
+.circle-loading-animation {
+  width: 15px;
+  height: 15px;
+  border-radius: 50%;
+  border: 2px solid transparent;
+  border-top-color: #ffca28;
+  animation: spin 1s linear infinite;
+  position: absolute;
+  right: 15px;
+  bottom: 5px;
+  z-index: 1000;
+}
+
+.circle-success {
+  border-color: green;
+  animation: fade-in-out 2s forwards, spin 0s;
+}
+
+.circle-failed {
+  border-color: red;
+  animation: fade-in-out 2s forwards, spin 0s;
+}
+
+@keyframes spin {
+  0% {
+    transform: rotate(0deg);
+  }
+
+  100% {
+    transform: rotate(360deg);
+  }
+}
+
+@keyframes fade-in-out {
+  0% {
+    opacity: 1;
+  }
+
+  100% {
+    opacity: 0;
+  }
+}
+
+.code-completion-setting-entering,
+.code-completion-setting-exiting,
+.code-completion-setting-exited {
+  opacity: 0;
+  transform: translateY(20px);
+  transition: opacity 300ms, transform 300ms;
+}
+
+.code-completion-setting-entered {
+  opacity: 1;
+  transform: translateY(0);
+  transition: opacity 300ms, transform 300ms;
+}
diff --git a/packages/jupyter-ai/style/base.css b/packages/jupyter-ai/style/base.css
index 9163cb517..b403956e0 100644
--- a/packages/jupyter-ai/style/base.css
+++ b/packages/jupyter-ai/style/base.css
@@ -7,3 +7,5 @@
 @import './expandable-text-field.css';
 @import './react-markdown.css';
 @import './chat-settings.css';
+@import './animation.css';
+@import './bigcode-setting.css';
diff --git a/packages/jupyter-ai/style/bigcode-setting.css b/packages/jupyter-ai/style/bigcode-setting.css
new file mode 100644
index 000000000..eb652ae65
--- /dev/null
+++ b/packages/jupyter-ai/style/bigcode-setting.css
@@ -0,0 +1,8 @@
+.bigcode-setting-level-1-title {
+  font-size: 1.56em;
+}
+
+.bigcode-setting-configuration {
+  width: 90%;
+  margin: auto;
+}
diff --git a/packages/jupyter-ai/style/icons/bigcode.svg b/packages/jupyter-ai/style/icons/bigcode.svg
new file mode 100644
index 000000000..e3b4692d6
--- /dev/null
+++ b/packages/jupyter-ai/style/icons/bigcode.svg
@@ -0,0 +1,3 @@
+<svg xmlns="http://www.w3.org/2000/svg" version="1.0" viewBox="0 0 2083 2083">
+  <path fill="#616161" d="m816 1-2 1c-2-1-20 6-20 8h-2l-1 1-1 2h-1l-1 1-5 4-2 2-2 3-2 2-2 2-6 7-5 7c-4 4-5 6-9 13-2 4-3 6-4 5h-1c1 1 0 3-2 5l-2 4-2 4-1 3-1 1v2l-2 2-1 3-1 2-2 2v3l-2 3-1 2v2l-1 1-2 2-1 3-1 2v1l-2 2v3l-1 1-1 1v3l-1 1v1l-1 1-1 1c1 2 0 5-1 5l-1 1-2 7-1 4-1 1-1 3-2 3v1l-1 4-2 7-1 3-5 13-2 5v3l-1 3-1 4c-3 6-4 12-4 13l-1 2-1 3v2l-1 2-1 3-1 5-2 8-2 8v3l-1 1v4l-1 2c-1-1-1 0-1 1v7l-2 6v2l-1 7-1 4-1 3-2 15c-1 1-1 1 0 0l1 2-1 7-3 21v11a207 207 0 0 1-2 31v15l-1 3v2a136 136 0 0 1 0 33v19l1 2v2l-1 15v20c-1 1-1 1 0 0l1 1c-2 2-2 6-1 7v2l1 2h-1l-1 5 1 6 1 2-1 9-1 6v7l-1 4-2 7c-2 2-3 3-6 3l-6-1-5-1c-4 0-9-2-7-3l-1-1h-2l-1-1h-1l-1-1a67 67 0 0 1-19-5l-7-2-6-1-2-1h-2l-2-1h-1l-2-1h-6l-1-2h-4l-5-1c-2-2-9-3-9-2h-1c-1-1-2-2-3-1l-1-1-1-1a263 263 0 0 0-9-1l-2-1-3-1-2-1h-3l-2-1h-4l-4-1-5-1-3-1c-1-1-1-1 0 0h-3l-2-1h-2l-4-1-4-1-3-1h-4l-3-1-2-1-8-1h-7l-1-1-2-1h-14l-2-1h-7l-6-1h-2c-1 1-1 1 0 0h-18a49 49 0 0 1-15-1h-63c-1-1-1-1 0 0h-4a119 119 0 0 0-30 0h-57l-5 1h-21l-9 1-9 1-3-1h-1c1 1 0 1-8 1l-2 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5l-1 3-1 2-1 1-1 3v3l-3 3v3l-1 2s-2 1-2 3l-1 3-2 2-4 6-3 5-2 3-1 1-3 4-5 6-3 4-1 1c-1-1-2 2-2 3l-1 1-3 2-3 3-2 2-3 4-5 4a235 235 0 0 1-30 25l-8 6-4 3-6 4c-1 2-4 3-5 3l-4 4-4 2s-3 1-2 2l-1 1c-1 0-5 2-6 4l-3 1-3 2-1 1-3 1-3 2-4 3-3 2h-1l-4 3-5 2-3 2c-2 0-4 2-5 3s-1 1 0 0l-1-1-1 2-1 1c-1-1-6 1-6 2l-1 1h-1l-2 1-6 2-11 3c-1 0-2 0-1 1h-3l-1 1h-1l-1 1-5 1h-9l-5 1-3 1h-5l-6-3c-4-1-14-10-12-10v-1c-2-1-5-6-5-8l-1-2v-5c0-6 2-13 4-13l1-1 1-1 1-2c0-1 12-13 15-14l3-4 4-2 2-3 1-1 4-2 4-3v-1l1-1c1 1 4-1 4-2l2-2 3-2 1-1 2-1 3-2 3-2 2-2 4-3 4-3 2-1c1-1 1-1 0 0 0 1 3-1 9-7l4-2 2-2 1-1 4-3 3-2 14-11 2-2 3-2c1-2 3-3 3-2l1-1 3-4c5-4 6-7 3-8l-2-3h-1v-1l-1-2-8-5-7-6-1-1-1-1-4-3-7-5-1-1-1-1-3-2-3-2-2-1-2-1-2-2c-1-1-1-2-2-1l-2-1-2-2-4-2-5-4-2-2-7-5-7-7h-2l-1-1c0-2-3-3-4-3v-1l-1-1-2-2-3-3-2-2-2-3-4-3-3-4-2-3-2-2-2-3-1-1-1-1-2-3-2-2-1-2v-3l-2-2-2-5-1-4v-15l4-8 1-1c0-2 3-5 5-5v-2h3c-1-2 0-3 3-2l1-1h15z"/>
+</svg>
diff --git a/packages/jupyter-ai/tsconfig.json b/packages/jupyter-ai/tsconfig.json
index 08aa797ab..a2aeaf9c6 100644
--- a/packages/jupyter-ai/tsconfig.json
+++ b/packages/jupyter-ai/tsconfig.json
@@ -18,8 +18,9 @@
     "strict": true,
     "strictNullChecks": true,
     "skipLibCheck": true,
-    "target": "ES2018",
-    "types": ["jest"]
+    "target": "ES2019",
+    "types": ["jest"],
+    "experimentalDecorators": true
   },
   "include": ["src/**/*"]
 }
diff --git a/yarn.lock b/yarn.lock
index 435bbde51..684a9238d 100644
--- a/yarn.lock
+++ b/yarn.lock
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