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Upgraded to GPT-4o with Microsoft Learn optimizations for ~80% final score accuracy

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JustinOros
2026-01-07 20:15:19 -07:00
parent 56bba0bfdf
commit fa05832822
1 changed files with 366 additions and 246 deletions
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content.js
+332 -212
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@@ -82,79 +82,167 @@ chrome.runtime.onMessage.addListener((request, sender, sendResponse) => {
}
});
// Wait for dynamic content to load before scanning
// Wait for dynamic content to load - ENHANCED for Microsoft Learn
function waitForContentAndScan() {
console.log('Waiting for quiz content to load...');
console.log('🔍 Waiting for Microsoft Learn quiz content to load...');
let attempts = 0;
const maxAttempts = 40;
const maxAttempts = 60; // Increased for slower loading
const checkContent = setInterval(() => {
attempts++;
const hasContent = document.body.innerText.length > 500;
const hasInteractiveElements = document.querySelectorAll('button, input, label').length > 5;
const mainContent = document.querySelector('[data-main-column]');
const hasMainContent = mainContent && mainContent.innerText.length > 100;
// Microsoft Learn specific selectors
const mainColumn = document.querySelector('[data-main-column]');
const hasMainContent = mainColumn && mainColumn.innerText.length > 100;
// Look for Microsoft Learn quiz elements
const hasQuizElements = document.querySelectorAll('input[type="radio"], input[type="checkbox"]').length > 0;
const hasQuestionText = document.body.innerText.length > 500;
console.log(`Attempt ${attempts}: content=${hasContent}, interactive=${hasInteractiveElements}, main=${hasMainContent}, quiz=${hasQuizElements}`);
// Look for common Microsoft Learn assessment structures
const hasAssessmentContainer = document.querySelector('[class*="assessment"], [class*="question"], [role="group"]');
const hasInteractiveElements = document.querySelectorAll('button, input, label').length > 5;
if ((hasContent && hasInteractiveElements && hasMainContent) || hasQuizElements) {
// Check for React root (Microsoft Learn uses React)
const reactRoot = document.querySelector('#root, [data-reactroot], [data-react-app]');
const hasReactContent = reactRoot && reactRoot.innerText.length > 200;
const contentLoaded = (hasMainContent && hasQuizElements) ||
(hasQuestionText && hasQuizElements) ||
(hasReactContent && hasQuizElements);
console.log(`Attempt ${attempts}/${maxAttempts}: main=${hasMainContent}, quiz=${hasQuizElements}, assessment=${!!hasAssessmentContainer}, react=${hasReactContent}`);
if (contentLoaded) {
clearInterval(checkContent);
console.log('✓ Quiz content detected! Starting scan in 2 seconds...');
setTimeout(() => scanAndHighlight(), 2000);
console.log('✅ Microsoft Learn quiz content detected! Starting scan in 3 seconds...');
setTimeout(() => scanAndHighlight(), 3000);
} else if (attempts >= maxAttempts) {
clearInterval(checkContent);
console.log('✗ Timeout: Quiz content did not load. Try refreshing the page.');
console.log('⚠️ Timeout: Quiz content did not load within expected time.');
console.log('💡 Try: 1) Refresh the page, 2) Wait for quiz to fully load, 3) Click "Start" if needed');
}
}, 500);
}
// Function to identify potential questions
// Function to get full question context including scenario descriptions
function getFullQuestionContext(questionElement) {
let fullText = questionElement.textContent.trim();
// Check previous siblings for context (scenario descriptions, requirements)
let prevSibling = questionElement.previousElementSibling;
let attempts = 0;
const contextParts = [];
while (prevSibling && attempts < 5) {
const text = prevSibling.textContent.trim();
// If it's a substantial paragraph that adds context
if (text.length > 30 && text.length < 2000 && !text.match(/question \d+|^\d+\s*of\s*\d+/i)) {
// Check if it looks like contextual information
const hasContextKeywords = /scenario|requirement|company|organization|need|must|should|environment|architecture|implement|deploy|configure|planning|contoso|fabrikam|adatum/i.test(text);
if (hasContextKeywords || text.length > 100) {
contextParts.unshift(text);
}
}
prevSibling = prevSibling.previousElementSibling;
attempts++;
}
// Also check parent containers for context
let parent = questionElement.parentElement;
attempts = 0;
while (parent && attempts < 3) {
const parentText = parent.textContent.trim();
if (parentText.length > fullText.length + 50 && parentText.length < 3000) {
// This parent might have additional context
const extraContext = parentText.replace(fullText, '').trim();
if (extraContext.length > 50 && /scenario|requirement|company|organization/i.test(extraContext)) {
contextParts.unshift(extraContext.substring(0, 500));
break;
}
}
parent = parent.parentElement;
attempts++;
}
if (contextParts.length > 0) {
fullText = contextParts.join('\n\n') + '\n\n' + fullText;
console.log('📋 Added context from surrounding elements');
}
return fullText;
}
// Enhanced question finding for Microsoft Learn
function findQuestions() {
const questions = [];
const seenTexts = new Set();
console.log('DEBUG: Total body text length:', document.body.innerText.length);
console.log('DEBUG: Sample text:', document.body.innerText.substring(0, 500));
console.log('🔍 Scanning page structure...');
console.log(' Total page text length:', document.body.innerText.length);
const selectors = [
// Microsoft Learn specific selectors (prioritized)
const microsoftLearnSelectors = [
'[role="group"]',
'[class*="question"]',
'[class*="quiz"]',
'[class*="assessment"]',
'[class*="question"]',
'[data-test*="question"]',
'fieldset',
'form'
];
// Generic selectors as fallback
const genericSelectors = [
'h1, h2, h3, h4, h5, h6',
'p',
'div[class*="text"]',
'div[class*="content"]',
'div',
'span',
'label'
];
const allSelectors = [...microsoftLearnSelectors, ...genericSelectors];
const questionPatterns = [
/\?$/,
/\?/,
/^(what|when|where|who|why|how|which|is|are|does|do|did|can|could|would|should|will|shall)/i,
/\d+\.\s*[A-Z]/,
/^(true|false)/i,
/\?$/, // Ends with question mark
/\?\s*$/, // Ends with question mark and whitespace
/^(what|when|where|who|why|how|which|is|are|does|do|did|can|could|would|should|will|shall|must)/i,
/you need to/i,
/which of the following/i,
/select.*correct/i,
/choose.*answer/i,
/characteristics/i,
/deployment model/i
/deployment model/i,
/recommend/i,
/solution/i,
/ensure that/i,
/minimize/i,
/configure/i,
/implement/i
];
selectors.forEach(selector => {
allSelectors.forEach(selector => {
const elements = document.querySelectorAll(selector);
console.log(`DEBUG: Found ${elements.length} elements for selector "${selector}"`);
elements.forEach(el => {
const text = el.textContent.trim();
if (text.length < 10 || text.length > 1000 || seenTexts.has(text)) {
// Skip very short or very long text, or duplicates
if (text.length < 15 || text.length > 1500 || seenTexts.has(text)) {
return;
}
// Skip elements that are likely navigation or UI
if (/^(next|previous|submit|skip|back|continue|finish|review|question \d+ of \d+)$/i.test(text)) {
return;
}
// Check against question patterns
for (const pattern of questionPatterns) {
if (pattern.test(text)) {
seenTexts.add(text);
@@ -162,54 +250,68 @@ function findQuestions() {
text: text,
element: el
});
console.log('Found question:', text.substring(0, 100));
console.log('✓ Found question:', text.substring(0, 120) + '...');
break;
}
}
});
});
// Debug logging if no questions found
if (questions.length === 0) {
console.log('DEBUG: No questions found. Logging first 10 p elements:');
const pElements = document.querySelectorAll('p');
Array.from(pElements).slice(0, 10).forEach((el, i) => {
console.log(` p[${i}]:`, el.textContent.substring(0, 100));
});
console.log('⚠️ No questions detected. Debugging page structure...');
console.log(' Main column:', document.querySelector('[data-main-column]')?.innerText.substring(0, 200));
console.log(' Input elements:', document.querySelectorAll('input').length);
console.log(' Radio/Checkbox:', document.querySelectorAll('input[type="radio"], input[type="checkbox"]').length);
console.log('DEBUG: Logging first 10 divs with text:');
const divs = document.querySelectorAll('div');
let count = 0;
for (const div of divs) {
const text = div.textContent.trim();
if (text.length > 20 && text.length < 200) {
console.log(` div[${count}]:`, text.substring(0, 100));
count++;
if (count >= 10) break;
}
}
const allText = document.body.innerText;
const lines = allText.split('\n').filter(l => l.trim().length > 20);
console.log(' First 10 substantial text lines:');
lines.slice(0, 10).forEach((line, i) => {
console.log(` ${i + 1}. ${line.substring(0, 100)}`);
});
}
return questions;
}
// Function to find potential answer choices
// Enhanced answer choice finding for Microsoft Learn
function findAnswerChoices(questionElement) {
const answers = [];
const seenTexts = new Set();
let inputType = null; // 'radio' or 'checkbox'
let inputType = null;
let container = questionElement.closest('[role="group"], fieldset, form, [class*="question"], div[class*="options"]');
if (!container) {
// Start with the question element's container
let container = questionElement.closest('[role="group"], fieldset, form, [class*="question"], [class*="answer"], [class*="option"], div');
// Expand search scope if needed
if (!container || container === questionElement) {
container = questionElement.parentElement;
}
for (let i = 0; i < 3 && container && answers.length === 0; i++) {
// Search up to 4 levels if we haven't found inputs yet
for (let i = 0; i < 4 && container; i++) {
const inputsInContainer = container.querySelectorAll('input[type="radio"], input[type="checkbox"]');
if (inputsInContainer.length > 0) {
console.log(` Found ${inputsInContainer.length} inputs at level ${i}`);
break;
}
container = container.parentElement;
if (!container) break;
}
if (!container) container = document.body;
// Also check siblings
let nextSibling = questionElement.nextElementSibling;
let siblingAttempts = 0;
const siblingContainers = [container];
while (nextSibling && siblingAttempts < 8) {
siblingContainers.push(nextSibling);
nextSibling = nextSibling.nextElementSibling;
siblingAttempts++;
}
const answerSelectors = [
'input[type="radio"]',
'input[type="checkbox"]',
@@ -228,27 +330,22 @@ function findAnswerChoices(questionElement) {
const excludePatterns = [
/^question\s+\d+\s+of\s+\d+$/i,
/^page\s+\d+/i,
/^next$/i,
/^previous$/i,
/^submit$/i,
/^skip$/i,
/^back$/i,
/^continue$/i,
/^finish$/i,
/^review$/i,
/^(next|previous|submit|skip|back|continue|finish|review)$/i,
/^\d+\s*\/\s*\d+$/,
/^score:/i,
/^time:/i,
/^remaining:/i
/^remaining:/i,
/^points?:/i
];
siblingContainers.forEach(searchContainer => {
answerSelectors.forEach(selector => {
const elements = container.querySelectorAll(selector);
const elements = searchContainer.querySelectorAll(selector);
elements.forEach(el => {
let text = el.textContent.trim();
// Detect input type from actual input elements
// Handle input elements specially
if (el.tagName === 'INPUT') {
if (el.type === 'radio') {
inputType = 'radio';
@@ -256,30 +353,37 @@ function findAnswerChoices(questionElement) {
inputType = 'checkbox';
}
const label = container.querySelector(`label[for="${el.id}"]`);
// Find associated label
const label = searchContainer.querySelector(`label[for="${el.id}"]`);
if (label) {
text = label.textContent.trim();
} else {
const parentLabel = el.closest('label');
if (parentLabel) {
text = parentLabel.textContent.trim();
} else {
// Try to find text near the input
const parent = el.parentElement;
if (parent) {
text = parent.textContent.trim();
}
}
}
}
if (!text || text.length < 2 || text.length > 300 || seenTexts.has(text)) {
// Validation checks
if (!text || text.length < 2 || text.length > 800 || seenTexts.has(text)) {
return;
}
if (excludePatterns.some(pattern => pattern.test(text))) {
console.log(`Excluding UI element: "${text}"`);
return;
}
// Exclude if too many numbers (likely not answer text)
const wordCount = text.split(/\s+/).length;
const numberCount = (text.match(/\d+/g) || []).length;
if (numberCount > wordCount / 2) {
console.log(`Excluding numeric element: "${text}"`);
if (wordCount > 2 && numberCount > wordCount / 2) {
return;
}
@@ -291,68 +395,66 @@ function findAnswerChoices(questionElement) {
});
});
});
});
console.log(` Found ${answers.length} answer choices (type: ${inputType || 'unknown'})`);
answers.forEach((a, i) => {
console.log(` [${i}] "${a.text.substring(0, 50)}" - Element: ${a.element.tagName}.${a.element.className || 'no-class'}, ID: ${a.element.id || 'no-id'}`);
if (answers.length > 0) {
console.log(' Answer preview:');
answers.slice(0, 5).forEach((a, i) => {
console.log(` ${String.fromCharCode(65 + i)}. ${a.text.substring(0, 60)}...`);
});
}
return { answers, inputType };
}
// Function to determine expected number of answers from question text
// Function to determine expected number of answers
function getExpectedAnswerCount(questionText, inputType) {
if (inputType === 'radio') {
return 1; // Radio buttons always mean single answer
return 1;
}
// For checkboxes, try to find the expected count in the question
const lowerQuestion = questionText.toLowerCase();
// Look for explicit numbers
const numberWords = {
'one': 1, 'two': 2, 'three': 3, 'four': 4, 'five': 5,
'six': 6, 'seven': 7, 'eight': 8, 'nine': 9, 'ten': 10
};
// Check for patterns like "select two", "choose three", "two factors", etc.
for (const [word, num] of Object.entries(numberWords)) {
const patterns = [
new RegExp(`\\b${word}\\s+(answers?|options?|choices?|factors?|characteristics?|items?|reasons?|ways?|methods?|types?)\\b`, 'i'),
new RegExp(`\\b${word}\\s+(answers?|options?|choices?|factors?|characteristics?|items?|reasons?|ways?|methods?|types?|steps?|actions?|solutions?|components?|services?)\\b`, 'i'),
new RegExp(`\\bselect\\s+${word}\\b`, 'i'),
new RegExp(`\\bchoose\\s+${word}\\b`, 'i'),
new RegExp(`\\bpick\\s+${word}\\b`, 'i'),
new RegExp(`\\bwhich\\s+${word}\\b`, 'i')
new RegExp(`\\bidentify\\s+${word}\\b`, 'i')
];
for (const pattern of patterns) {
if (pattern.test(lowerQuestion)) {
console.log(`📊 Detected ${num} expected answers from question text`);
console.log(`📊 Detected ${num} expected answers`);
return num;
}
}
}
// Check for digit numbers (e.g., "2 answers", "3 characteristics")
const digitMatch = lowerQuestion.match(/\b(\d+)\s+(answers?|options?|choices?|factors?|characteristics?|items?|reasons?|ways?|methods?|types?)\b/i);
const digitMatch = lowerQuestion.match(/\b(\d+)\s+(answers?|options?|choices?|factors?|characteristics?|items?|reasons?|ways?|methods?|types?|steps?|actions?|solutions?)\b/i);
if (digitMatch) {
const count = parseInt(digitMatch[1]);
console.log(`📊 Detected ${count} expected answers from question text`);
console.log(`📊 Detected ${count} expected answers`);
return count;
}
// Check for "Each correct answer" or "select all that apply" - means multiple but unknown count
if (/each correct answer|select all that apply|all that apply|select all|choose all/i.test(lowerQuestion)) {
console.log(`📊 Detected "select all" question - expecting multiple answers`);
return -1; // Special value meaning "multiple, unknown count"
}
// Default for checkboxes: assume multiple but we don't know how many
console.log(`📊 Checkbox question with no specific count mentioned`);
console.log(`📊 "Select all that apply" question`);
return -1;
}
// Function to get answer using OpenAI
console.log(`📊 Checkbox question (unknown count)`);
return -1;
}
// Enhanced OpenAI call with better prompting
async function getAnswerFromOpenAI(question, answerChoices, inputType, expectedCount) {
if (!openaiApiKey) {
console.error('❌ No API key available');
@@ -360,35 +462,68 @@ async function getAnswerFromOpenAI(question, answerChoices, inputType, expectedC
}
try {
console.log('🤖 Asking ChatGPT...');
console.log('🤖 Querying GPT-4o...');
const choicesText = answerChoices.map((c, i) => `${String.fromCharCode(65 + i)}. ${c.text}`).join('\n');
let instructions = '';
if (inputType === 'radio') {
instructions = '- This is a SINGLE-ANSWER question (radio buttons). Provide exactly ONE letter.';
instructions = `CRITICAL: This is a SINGLE-ANSWER question (radio buttons).
- You MUST select EXACTLY ONE option
- Even if multiple seem correct, choose the MOST correct one
- Provide only ONE letter in your answer`;
} else if (expectedCount > 0) {
instructions = `- This is a MULTIPLE-ANSWER question (checkboxes). Provide exactly ${expectedCount} letter(s), separated by commas.`;
instructions = `CRITICAL: This is a MULTIPLE-ANSWER question requiring EXACTLY ${expectedCount} answer(s).
- You MUST select EXACTLY ${expectedCount} option(s), no more, no less
- Evaluate each option independently
- Provide exactly ${expectedCount} letter(s) separated by commas`;
} else if (expectedCount === -1) {
instructions = '- This is a MULTIPLE-ANSWER question (checkboxes). Provide ALL correct answers, separated by commas.';
} else {
instructions = '- Determine if this requires one or multiple answers based on the question wording.';
instructions = `CRITICAL: This is a "SELECT ALL THAT APPLY" question.
- Carefully evaluate EACH option independently
- Include ALL options that are correct (commonly 2-4 options)
- It's better to include a correct answer than to miss one
- Provide all correct letters separated by commas`;
}
const prompt = `You are helping with a Microsoft Azure certification exam. Answer the following multiple-choice question by selecting the correct answer(s).
const systemPrompt = `You are a Microsoft Azure certification expert with deep knowledge of:
- Azure core services (Compute, Storage, Networking, Databases)
- Azure identity and access management (Entra ID, RBAC)
- Azure governance and compliance (Policy, Blueprints, Cost Management)
- Azure security (Security Center, Sentinel, Key Vault)
- Azure monitoring (Monitor, Log Analytics, Application Insights)
- Azure architecture patterns and best practices
- Real-world Azure implementation and troubleshooting
Question: ${question}
Your expertise comes from years of hands-on Azure experience and Microsoft certification training.
Answer choices:
When answering:
1. Consider Microsoft's official recommendations and best practices
2. Think about the Azure Well-Architected Framework (cost, security, reliability, performance, operations)
3. For scenario questions, identify key requirements, constraints, and priorities
4. Choose the MOST Azure-native and recommended solution
5. If multiple answers seem viable, pick the one Microsoft would recommend in their official docs
Example:
Q: Which Azure service provides serverless compute?
Options: A. Azure Virtual Machines B. Azure Functions C. Azure App Service D. Azure Batch
Analysis: Looking for serverless - Azure Functions is the correct answer as it's fully serverless (no VM management)
Answer: B`;
const userPrompt = `Question:
${question}
Options:
${choicesText}
Instructions:
${instructions}
- Respond ONLY with the letter(s) of the correct answer(s) (e.g., "A" or "A,C,D")
- Do not include any explanation, reasoning, or additional text
- Do not include spaces after commas
Correct answer(s):`;
Think step-by-step:
1. Identify what the question is really asking
2. Consider Azure best practices and official guidance
3. Evaluate each option against the requirements
4. Choose the answer(s) that Microsoft would recommend
Format: ANSWER: [letter(s) only - e.g., "B" or "A,C,D"]`;
const response = await fetch('https://api.openai.com/v1/chat/completions', {
method: 'POST',
@@ -397,216 +532,201 @@ Correct answer(s):`;
'Authorization': `Bearer ${openaiApiKey}`
},
body: JSON.stringify({
model: 'gpt-3.5-turbo',
model: 'gpt-4o',
messages: [
{
role: 'system',
content: 'You are an expert on Microsoft Azure and cloud computing. You provide only the letter(s) of correct answers to multiple-choice questions, without any explanation.'
},
{
role: 'user',
content: prompt
}
{ role: 'system', content: systemPrompt },
{ role: 'user', content: userPrompt }
],
temperature: 0.1,
max_tokens: 20
temperature: 0.3,
max_tokens: 600
})
});
if (!response.ok) {
const error = await response.json();
console.error('❌ OpenAI API error:', error);
if (error.error && error.error.message) {
console.error('Error message:', error.error.message);
}
return null;
}
const data = await response.json();
const answer = data.choices[0].message.content.trim();
const fullResponse = data.choices[0].message.content.trim();
console.log('🤖 ChatGPT says:', answer);
console.log('🤖 GPT-4o response:', fullResponse.substring(0, 300));
// Extract answer
let answer = null;
const answerMatch = fullResponse.match(/ANSWER:\s*([A-Z](?:,\s*[A-Z])*)/i);
if (answerMatch) {
answer = answerMatch[1];
} else {
// Fallback extraction
const patterns = [
/(?:correct|answer|select).*?:\s*([A-Z](?:,\s*[A-Z])*)/i,
/\b([A-Z](?:,\s*[A-Z])*)\s*$/,
/\b([A-Z](?:,\s*[A-Z])*)\b/
];
for (const pattern of patterns) {
const match = fullResponse.match(pattern);
if (match) {
answer = match[1];
break;
}
}
}
if (!answer) {
console.error('❌ Could not extract answer from response');
return null;
}
console.log('🎯 Extracted answer:', answer);
const correctLetters = answer.replace(/\s/g, '').split(',').map(l => l.trim().toUpperCase());
const correctIndices = correctLetters.map(l => l.charCodeAt(0) - 65).filter(i => i >= 0 && i < answerChoices.length);
const correctIndices = correctLetters
.map(l => l.charCodeAt(0) - 65)
.filter(i => i >= 0 && i < answerChoices.length);
// Validate answer count for radio buttons
// Validation
if (inputType === 'radio' && correctIndices.length > 1) {
console.log(`⚠️ Warning: Radio button question but got ${correctIndices.length} answers. Using only the first one.`);
console.log(`⚠️ Radio button but got ${correctIndices.length} answers - using first only`);
return [correctIndices[0]];
}
// Validate answer count for checkboxes with specific count
if (expectedCount > 0 && correctIndices.length !== expectedCount) {
console.log(`⚠️ Warning: Expected ${expectedCount} answers but got ${correctIndices.length}`);
console.log(`⚠️ Expected ${expectedCount} answers but got ${correctIndices.length}`);
}
return correctIndices;
} catch (error) {
console.error('❌ Error calling OpenAI:', error);
console.error('❌ OpenAI error:', error);
return null;
}
}
// Function to highlight matching answers
function highlightAnswer(element, isCorrect = true) {
const colorType = isCorrect ? 'correct' : 'unknown';
console.log(` 🎨 Attempting to highlight as ${colorType}`);
console.log(` Original element:`, element);
// Retry wrapper
async function getAnswerWithRetry(question, answerChoices, inputType, expectedCount, retries = 2) {
for (let i = 0; i <= retries; i++) {
try {
const result = await getAnswerFromOpenAI(question, answerChoices, inputType, expectedCount);
if (result && result.length > 0) {
return result;
}
if (i < retries) {
console.log(`⚠️ Attempt ${i + 1} failed, retrying...`);
await new Promise(resolve => setTimeout(resolve, 2000));
}
} catch (error) {
console.error(`❌ Attempt ${i + 1} error:`, error);
if (i === retries) return null;
await new Promise(resolve => setTimeout(resolve, 2000 * (i + 1)));
}
}
return null;
}
// Highlighting function
function highlightAnswer(element, isCorrect = true) {
let targetElement = element;
if (element.tagName === 'INPUT') {
console.log(` Element is INPUT, looking for label...`);
const label = document.querySelector(`label[for="${element.id}"]`) || element.closest('label');
if (label) {
targetElement = label;
console.log(` Found label:`, label);
} else {
targetElement = element.parentElement;
console.log(` No label found, using parent:`, targetElement);
}
targetElement = label || element.parentElement;
}
// Remove any existing quiz helper classes
targetElement.classList.remove('quiz-helper-correct', 'quiz-helper-unknown');
targetElement.removeAttribute('data-quiz-helper-highlight');
// Add the appropriate class
const className = isCorrect ? 'quiz-helper-correct' : 'quiz-helper-unknown';
targetElement.classList.add(className);
targetElement.setAttribute('data-quiz-helper-highlight', 'true');
targetElement.setAttribute('data-quiz-helper-type', colorType);
console.log(` ✓ Applied ${colorType} class to:`, targetElement.textContent.substring(0, 50));
console.log(` Classes:`, targetElement.className);
}
// Function to remove all highlights
// Remove highlights
function removeHighlights() {
const highlighted = document.querySelectorAll('[data-quiz-helper-highlight="true"]');
highlighted.forEach(el => {
el.classList.remove('quiz-helper-correct', 'quiz-helper-unknown');
el.removeAttribute('data-quiz-helper-highlight');
el.removeAttribute('data-quiz-helper-type');
});
console.log(`Removed ${highlighted.length} highlights`);
}
// Main scanning function
// Main scan function
async function scanAndHighlight() {
if (isProcessing || !extensionEnabled) return;
if (!openaiApiKey) {
console.error('❌ Cannot scan: No OpenAI API key. Please add one in the extension popup.');
if (isProcessing || !extensionEnabled || !openaiApiKey) {
if (!openaiApiKey) console.error('❌ No API key configured');
return;
}
isProcessing = true;
console.log('Starting scan...');
console.log('🚀 Starting enhanced Microsoft Learn scan...');
try {
const questions = findQuestions();
console.log(`Found ${questions.length} potential questions`);
console.log(`📝 Found ${questions.length} questions`);
if (questions.length === 0) {
console.log('No questions found. Page might still be loading or uses unsupported format.');
console.log('⚠️ No questions detected. Ensure quiz is loaded and try again.');
isProcessing = false;
return;
}
const questionsToProcess = questions.slice(0, 10);
for (const question of questionsToProcess) {
if (processedQuestions.has(question.text)) {
continue;
}
for (const question of questions.slice(0, 10)) {
if (processedQuestions.has(question.text)) continue;
processedQuestions.add(question.text);
const fullQuestionText = getFullQuestionContext(question.element);
const { answers: answerChoices, inputType } = findAnswerChoices(question.element);
if (answerChoices.length === 0) {
console.log('No answer choices found for question');
console.log('⚠️ No answer choices found, skipping question');
continue;
}
const expectedCount = getExpectedAnswerCount(question.text, inputType);
const expectedCount = getExpectedAnswerCount(fullQuestionText, inputType);
console.log(`\n📝 Question: ${question.text.substring(0, 100)}...`);
console.log(` Input type: ${inputType || 'unknown'}`);
console.log(` Expected answers: ${expectedCount === -1 ? 'multiple (unknown count)' : expectedCount}`);
console.log(` Answer choices (${answerChoices.length}):`);
answerChoices.forEach((c, i) => {
console.log(` ${String.fromCharCode(65 + i)}. ${c.text.substring(0, 50)}`);
});
console.log(`\n${'='.repeat(80)}`);
console.log(`📝 QUESTION: ${question.text.substring(0, 150)}...`);
console.log(` Type: ${inputType || 'unknown'} | Expected: ${expectedCount === -1 ? 'multiple' : expectedCount}`);
console.log(` Choices: ${answerChoices.length}`);
const correctIndices = await getAnswerFromOpenAI(question.text, answerChoices, inputType, expectedCount);
const correctIndices = await getAnswerWithRetry(fullQuestionText, answerChoices, inputType, expectedCount);
if (correctIndices && correctIndices.length > 0) {
console.log(`✅ ChatGPT identified ${correctIndices.length} correct answer(s):`);
console.log(`✅ AI Answer: ${correctIndices.map(i => String.fromCharCode(65 + i)).join(', ')}`);
let highlightedCount = 0;
correctIndices.forEach(index => {
if (index >= 0 && index < answerChoices.length) {
const choice = answerChoices[index];
console.log(` ✓ ${String.fromCharCode(65 + index)}. ${choice.text}`);
console.log(` Element type: ${choice.element.tagName}, class: ${choice.element.className}`);
try {
highlightAnswer(choice.element, true);
highlightedCount++;
console.log(` ✓ Successfully highlighted`);
highlightAnswer(answerChoices[index].element, true);
console.log(` ✓ Highlighted: ${answerChoices[index].text.substring(0, 60)}`);
} catch (e) {
console.error(` ❌ Failed to highlight:`, e);
console.error(` ❌ Highlight failed:`, e);
}
} else {
console.error(` ❌ Invalid index ${index} (max: ${answerChoices.length - 1})`);
}
});
if (highlightedCount === 0) {
console.error('⚠️ WARNING: ChatGPT provided answers but NONE were highlighted!');
console.log('⚠️ Falling back to RED highlighting (user must guess)');
answerChoices.forEach((choice, index) => {
console.log(` ⚠️ ${String.fromCharCode(65 + index)}. ${choice.text} (HIGHLIGHT FAILED)`);
} else {
console.log('❌ AI could not determine answer - marking all RED');
answerChoices.forEach(choice => {
try {
highlightAnswer(choice.element, false);
} catch (e) {
console.error(` ❌ Failed to highlight in red:`, e);
}
});
} else if (highlightedCount < correctIndices.length) {
console.warn(`⚠️ WARNING: Only ${highlightedCount} of ${correctIndices.length} answers were highlighted`);
}
} else {
console.log('❌ ChatGPT failed to provide an answer - highlighting all choices in RED');
console.log('⚠️ USER MUST GUESS - ChatGPT could not determine the correct answer');
// Highlight all answers in red to indicate user needs to make a guess
answerChoices.forEach((choice, index) => {
console.log(` ⚠️ ${String.fromCharCode(65 + index)}. ${choice.text} (UNKNOWN)`);
try {
highlightAnswer(choice.element, false);
} catch (e) {
console.error(` ❌ Failed to highlight:`, e);
}
} catch (e) {}
});
}
await new Promise(resolve => setTimeout(resolve, 2000));
await new Promise(resolve => setTimeout(resolve, 3000));
}
console.log('\n✅ Scan complete');
console.log('\n✅ Scan complete!');
} catch (error) {
console.error('Error in scanAndHighlight:', error);
console.error('❌ Scan error:', error);
} finally {
isProcessing = false;
}
}
// Watch for dynamic content changes
// Mutation observer for dynamic content
let mutationTimeout;
const observer = new MutationObserver((mutations) => {
if (!extensionEnabled || isProcessing) return;
@@ -621,7 +741,7 @@ const observer = new MutationObserver((mutations) => {
if (hasNewContent) {
clearTimeout(mutationTimeout);
mutationTimeout = setTimeout(() => {
console.log('Content changed, rescanning...');
console.log('🔄 New content detected, rescanning...');
scanAndHighlight();
}, 2000);
}