惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

AWS News Blog
AWS News Blog
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
博客园 - Franky
大猫的无限游戏
大猫的无限游戏
Engineering at Meta
Engineering at Meta
T
Tailwind CSS Blog
T
The Blog of Author Tim Ferriss
L
LangChain Blog
Vercel News
Vercel News
N
Netflix TechBlog - Medium
Hacker News - Newest:
Hacker News - Newest: "LLM"
Spread Privacy
Spread Privacy
小众软件
小众软件
H
Help Net Security
The Last Watchdog
The Last Watchdog
Forbes - Security
Forbes - Security
WordPress大学
WordPress大学
Know Your Adversary
Know Your Adversary
Recent Commits to openclaw:main
Recent Commits to openclaw:main
H
Heimdal Security Blog
GbyAI
GbyAI
P
Privacy International News Feed
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
The Cloudflare Blog
爱范儿
爱范儿
V
V2EX
The Register - Security
The Register - Security
B
Blog RSS Feed
Apple Machine Learning Research
Apple Machine Learning Research
O
OpenAI News
Cisco Talos Blog
Cisco Talos Blog
Cloudbric
Cloudbric
Security Archives - TechRepublic
Security Archives - TechRepublic
S
Secure Thoughts
L
LINUX DO - 最新话题
Recorded Future
Recorded Future
P
Proofpoint News Feed
PCI Perspectives
PCI Perspectives
Hugging Face - Blog
Hugging Face - Blog
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
T
Tor Project blog
Latest news
Latest news
Project Zero
Project Zero
月光博客
月光博客
F
Fortinet All Blogs
A
Arctic Wolf
博客园 - 【当耐特】
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
Y
Y Combinator Blog
N
News and Events Feed by Topic

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
Coding an Extension that Summarises Web Pages with HTML, CSS, and JS
Helitha Rupasinghe · 2026-06-23 · via DEV Community

In this post, I will show you how you can create a Google Chrome extension that instantly summarises the current web page. We are going to build TLDR Master, a minimal, privacy-friendly extension that runs entirely in your browser.

The best part? No API keys or external services are required. We will write a lightweight TF-IDF algorithm in pure JavaScript to extract the most important sentences from any article.

Creating the project

First, let's set up our project structure. Create a new folder named TLDR-Master and add the following files:

TLDR-Master
  |- assets
    |- css
      |- popup.css
    |- images
      |- logo16.png
      |- logo48.png
      |- logo128.png
  |- manifest.json
  |- popup.html
  |- popup.js

Part 1: modifying our HTML file.

Our extension will use a popup UI that appears when the user clicks the extension icon. Open popup.html and set up the basic structure.

We need a header with our logo and a theme toggle button. We'll also add a section to display the word count and reading time, a control group to let users choose how many bullet points they want (3, 5, or 7), and a main button to trigger the summarisation.

<!DOCTYPE html>
<html lang="en">
<head>
  <meta charset="UTF-8">
  <link rel="stylesheet" href="assets/css/popup.css">
</head>
<body>
  <div class="container">
    <div class="header">
      <img src="assets/images/logo128.png" alt="Logo" class="logo">
      <div class="header-text">
        <h2>TL;DR</h2>
        <span class="subtitle">Page Summary</span>
      </div>
      <button id="theme-btn" title="Toggle dark / light mode">
        <!-- SVG Icons for Sun/Moon -->
      </button>
    </div>

    <div id="page-meta" class="page-meta hidden">
      <span id="word-count"></span>
      <span class="dot">·</span>
      <span id="read-time"></span>
    </div>

    <div class="controls">
      <span class="control-label">Bullets</span>
      <div class="pill-group" id="bullet-count">
        <button class="pill" data-value="3">3</button>
        <button class="pill active" data-value="5">5</button>
        <button class="pill" data-value="7">7</button>
      </div>
    </div>

    <div id="loading" class="loading hidden">
      <div class="spinner"></div>
      <span>Analysing page…</span>
    </div>

    <div id="output" class="hidden">
      <div class="summary-header">
        <span class="summary-label">Summary</span>
        <button id="copy-btn" class="icon-btn" title="Copy to clipboard">
          <!-- Copy Icon -->
        </button>
      </div>
      <ul id="summary-list"></ul>
    </div>

    <button id="summarize-btn" class="primary-btn">Summarise Page</button>
  </div>
  <script src="popup.js"></script>
</body>
</html>

Part 2: modifying our CSS file.

Let's make our popup look clean and modern. Open assets/css/popup.css.

We will use CSS variables to easily implement a light and dark mode. We can toggle this by adding a data-theme="dark" attribute to the HTML. We also style the "pill" buttons for the bullet count and a nice spinner for when the extension is analysing the page.

/* ── Design tokens — light mode ── */
:root {
  --bg:          #ffffff;
  --surface:     #f4f4f8;
  --text:        #1a1a2e;
  --accent:      #0076ff;
  --accent-hover:#0062d6;
}

/* ── Dark mode tokens ── */
html[data-theme="dark"] {
  --bg:          #141420;
  --surface:     #1e1e30;
  --text:        #e2e2f0;
  --accent:      #3385ff;
  --accent-hover:#1a6fe8;
}

body {
  font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif;
  width: 360px;
  margin: 0;
  background: var(--bg);
  color: var(--text);
  transition: background 0.2s, color 0.2s;
}

.primary-btn {
  background: var(--accent);
  color: #fff;
  border: none;
  border-radius: 8px;
  padding: 11px 16px;
  font-size: 14px;
  font-weight: 600;
  cursor: pointer;
  width: 100%;
  transition: background 0.15s;
}

.primary-btn:hover {
  background: var(--accent-hover);
}

Part 3: modifying our JS file.

This is where the magic happens! Open popup.js.

Because we want to keep everything local and private, we aren't sending the page text to an external AI. Instead, we inject a script directly into the active tab to extract the text and score it.

First, let's handle the UI logic, like the theme toggle and the bullet count selection:

// ── Theme toggle ───────────────────────────────────────────────────────────
document.getElementById('theme-btn').addEventListener('click', () => {
  const isDark = document.documentElement.getAttribute('data-theme') === 'dark';
  const next = isDark ? 'light' : 'dark';

  if (next === 'dark') {
    document.documentElement.setAttribute('data-theme', 'dark');
  } else {
    document.documentElement.removeAttribute('data-theme');
  }
  chrome.storage.local.set({ theme: next });
});

// ── Bullet-count pill toggle ───────────────────────────────────────────────
let bulletCount = 5;
document.querySelectorAll('.pill').forEach(btn => {
  btn.addEventListener('click', () => {
    document.querySelectorAll('.pill').forEach(b => b.classList.remove('active'));
    btn.classList.add('active');
    bulletCount = parseInt(btn.dataset.value, 10);
  });
});

Finally, we return the top N sentences to the popup, sorted by their original order in the document, and display them as a bulleted list!

Part 4: modifying our Manifest.Json file.

Finally, we need to tell Chrome about our extension. Open manifest.json. We are using Manifest V3 and we need a few specific permissions:

  • activeTab: To access the currently open tab.
  • scripting: To inject our extraction script into the page.
  • clipboardWrite: So users can copy the summary.
  • storage: To save their preferred theme (light or dark).
{
  "manifest_version": 3,
  "name": "TLDR Web Summariser",
  "version": "1.2",
  "description": "Summarises the current web page instantly without API keys or external dependencies.",
  "permissions": [
    "activeTab",
    "scripting",
    "clipboardWrite",
    "storage"
  ],
  "action": {
    "default_popup": "popup.html",
    "default_icon": {
      "16": "assets/images/logo16.png",
      "48": "assets/images/logo48.png",
      "128": "assets/images/logo128.png"
    }
  },
  "icons": {
    "16": "assets/images/logo16.png",
    "48": "assets/images/logo48.png",
    "128": "assets/images/logo128.png"
  }
}

Deployment

Deployment

To test your new extension:

  1. Open Chrome and navigate to chrome://extensions/.
  2. Enable "Developer mode" in the top right corner.
  3. Click "Load unpacked" and select your TLDR-Master folder.
  4. Click the extension icon in your browser toolbar while on any article, and hit "Summarise Page"!

Conclusion

You've just built a fully functional, offline web summariser using only HTML, CSS, and vanilla JavaScript! By leveraging the chrome.scripting API and a classic NLP algorithm, you can provide immense value without relying on paid APIs or compromising user privacy.

Check out the full source code and contribute on GitHub: TLDR Master.