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

雷峰网
雷峰网
T
Threatpost
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
T
Tailwind CSS Blog
IT之家
IT之家
H
Hackread – Cybersecurity News, Data Breaches, AI and More
WordPress大学
WordPress大学
博客园 - 司徒正美
Microsoft Azure Blog
Microsoft Azure Blog
Hugging Face - Blog
Hugging Face - Blog
Google DeepMind News
Google DeepMind News
阮一峰的网络日志
阮一峰的网络日志
博客园 - 三生石上(FineUI控件)
Google Online Security Blog
Google Online Security Blog
The GitHub Blog
The GitHub Blog
Martin Fowler
Martin Fowler
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
有赞技术团队
有赞技术团队
S
SegmentFault 最新的问题
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
Microsoft Security Blog
Microsoft Security Blog
Jina AI
Jina AI
G
GRAHAM CLULEY
D
Darknet – Hacking Tools, Hacker News & Cyber Security
C
Cyber Attacks, Cyber Crime and Cyber Security
A
About on SuperTechFans
Vercel News
Vercel News
The Cloudflare Blog
Cisco Talos Blog
Cisco Talos Blog
小众软件
小众软件
MyScale Blog
MyScale Blog
I
InfoQ
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
人人都是产品经理
人人都是产品经理
The Hacker News
The Hacker News
S
Security Affairs
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
MongoDB | Blog
MongoDB | Blog
Recent Commits to openclaw:main
Recent Commits to openclaw:main
量子位
酷 壳 – CoolShell
酷 壳 – CoolShell
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
F
Fortinet All Blogs
Latest news
Latest news
Last Week in AI
Last Week in AI
博客园 - 叶小钗
H
Heimdal Security Blog
Security Archives - TechRepublic
Security Archives - TechRepublic
V
Vulnerabilities – Threatpost
Project Zero
Project Zero

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
How I Built a Programmatic SEO Tool with 126K Pages Indexed in 30 Days (Built with AI Assistance)
Maxim Landol · 2026-05-12 · via DEV Community

How I Built a Programmatic SEO Tool with 126K Pages Indexed in 30 Days (Built with AI Assistance)

Last month I launched GradientGen — a free animated mesh gradient generator built with Next.js. 30 days later, Google has indexed 126,000+ pages.

I want to be completely transparent upfront: I built this almost entirely with AI assistance — primarily Claude (Anthropic) for architecture decisions, code generation, and debugging, and v0.dev (Vercel) for UI components. I'm not a senior developer. I understand the code, I make the decisions, but AI wrote most of it.

I'm sharing this because I think the "built with AI" part is just as interesting as the "126K pages indexed" part. Here's the full story.

What is GradientGen?

GradientGen is a free tool that generates animated mesh gradients, topography patterns, font pairings, color palettes, and contrast checkers. Every combination of colors produces a unique URL:

  • /mesh/ff0000-00ff00-0000ff — red, green, blue mesh gradient
  • /font-pairing/inter-and-roboto-on-ffffff-and-000000 — font pairing preview
  • /topography/ff0000-00ff00/seed123456 — topography pattern

Each URL is a fully rendered, interactive page with real CSS export functionality. The page is useful whether or not the user came from Google.

My Development Process with AI

I used Claude as my primary development partner throughout the entire project. Not just for boilerplate — for everything:

  • Architecture decisions ("should I use ISR or SSR for this?")
  • Debugging production errors from Coolify deployment logs
  • SEO strategy ("how do I generate server-side related links so Google can crawl them?")
  • Writing the pure JavaScript music theory engine
  • Fixing TypeScript errors that blocked deployments

My workflow was essentially: I describe what I want, Claude explains the tradeoffs, we decide together, Claude writes the code, I review and understand it, we deploy.

I also used v0.dev for the initial UI scaffold — it generated the component structure and visual design in minutes, which I then refined with Claude.

What I contributed: product decisions, SEO strategy, infrastructure setup, domain registration, understanding and reviewing every piece of code before deploying it.

Is this "real" development? I think so. The decisions are mine. The understanding is mine. The product is mine. AI is just a very fast, very capable coding partner.

Technical Stack

  • Next.js 15 with App Router
  • TypeScript — strict mode
  • Tailwind CSS
  • Deployed on Hetzner VPS via Coolify (self-hosted PaaS)
  • Zero external APIs — all generation is pure JavaScript math

The Core SEO Idea

Most programmatic SEO fails because pages are thin — templates with variables swapped in. My approach: every page is a working tool.

When someone visits /mesh/ff0000-00ff00-0000ff, they get:

  • A live animated gradient they can interact with
  • Real-time CSS export
  • Color names and hex codes
  • Related gradients for exploration
  • Contextual description of the palette

The page is useful whether or not the user came from Google. That's the test I apply to every page.

URL Structure

Colors are hexadecimal — 16,777,216 possible values per color slot. With 2-6 colors per gradient, the combination space is essentially infinite:

/mesh/[hex1]-[hex2]-[hex3]-[hex4]
/topography/[hex1]-[hex2]-[hex3]/seed[number]
/font-pairing/[font1]-and-[font2]-on-[bg]-and-[text]
/palette/[hex1]-[hex2]-[hex3]-[hex4]-[hex5]
/contrast/[hex1]-[hex2]

Each one is a valid, functional, unique page.

How I Got 126K Pages Indexed in 30 Days

1. XML Sitemap at Scale

Dynamic sitemap with app/sitemap.ts — carefully selected color combinations representing the full color space systematically, not randomly.

export default function sitemap(): MetadataRoute.Sitemap {
  const urls = generateSitemapUrls()
  return urls.map(url => ({
    url,
    lastModified: new Date(),
    changeFrequency: 'monthly',
    priority: 0.8,
  }))
}

Enter fullscreen mode Exit fullscreen mode

2. Server-Side Internal Linking

Every page shows 12 related gradients generated deterministically from the current page's colors — seeded by the hex codes so the same URL always produces the same related links.

This was a key insight Claude helped me with: the related links need to be rendered server-side so Google sees them without executing JavaScript. Originally they were generated client-side after mount — Google couldn't follow them.

// lib/generate-related-links.ts — runs on the server
export function generateRelatedLinks(hexCodes: string[]): MatrixLink[] {
  const rand = pseudoRandomGenerator(hexCodes.join('-'));
  const links: MatrixLink[] = [];
  for (let i = 0; i < 12; i++) {
    // generate 12 deterministic related color combinations
    // ...
  }
  return links;
}

Enter fullscreen mode Exit fullscreen mode

This creates a web of interconnected pages — Google crawls one and finds 12 more, each with 12 more.

3. Rich Unique Metadata for Every Page

No two pages have the same title or description:

export async function generateMetadata({ params }) {
  const colorNames = hexCodes.map(hex => getNearestColorName(`#${hex}`));
  const seoName = getProgrammaticSeoName(`#${hexCodes[0]}`);

  return {
    title: `${seoName} Mesh Gradient for #${hexCodes[0].toUpperCase()} | GradientGen`,
    description: `Create a visually striking ${seoName} mesh gradient. 
    Blending ${colorNames.join(', ')}, ideal for UI/UX, branding, and design.`,
  };
}

Enter fullscreen mode Exit fullscreen mode

4. Fast Infrastructure

Google crawl budget is influenced by server speed. My VPS responds in ~106ms average.

The tradeoff: ISR caching millions of files hit inode limits on my VPS. The fix — a nightly cron job Claude helped me write:

# Clears ISR cache every night at 3:00 AM
0 3 * * * find /path/to/.next/server/app/ -type f -delete

Enter fullscreen mode Exit fullscreen mode

What the Data Shows After 30 Days

  • 126,000+ pages indexed by Google
  • 682 impressions in Google Search Console
  • 6 clicks (positioning is still low — this is normal for month 1)
  • 106ms average server response time
  • 100% OK (200) responses

The queries generating impressions:

  • Hex color codes (#f6e7b2, 6e6708)
  • Font names (monsieur la doulaise, biz udmincho)
  • Brand queries (gradientgen)

Exactly the long-tail keywords I was targeting.

What Didn't Work

Bing IndexNow batch mode — pushed all URLs in batches, Microsoft Webmaster flagged it as excessive load. Disabled it.

cacheMaxMemorySize: 0 — tried to prevent ISR cache buildup this way, caused client-side errors. Cron job is more reliable.

Honest Reflections on Building with AI

Building with AI is genuinely different from traditional development. Some honest observations:

What AI is great at:

  • Writing boilerplate and repetitive code instantly
  • Explaining why something doesn't work
  • Suggesting architectural patterns I wouldn't have known
  • Debugging cryptic error messages from deployment logs

What AI struggles with:

  • Keeping track of complex interdependencies across many files
  • Sometimes generates code that looks right but has subtle TypeScript errors
  • Can be overconfident about solutions that don't work

The real skill is knowing what to ask. Having a clear mental model of what you want to build, breaking it into logical pieces, and knowing when the AI's suggestion is wrong — that's still the human's job.

I don't think "built with AI" means "anyone can do it without effort." It means the barrier to building real products has dropped significantly. Which I think is a good thing.

What's Next

  • Waiting for Google to position the indexed pages for color queries
  • Building backlinks through design tool directories
  • Launching Chordamo — same programmatic SEO approach, for music chord progressions (12 keys × 8 modes × 28 genres × 6 chord options = 16,128 unique pages)

Questions Welcome

I'm happy to answer questions about any technical or SEO aspect in the comments.

GradientGen is completely free — no account required.