Tools: Complete Guide to I Built a Full-Stack App Using Only AI — Here's the Complete Workflow

Tools: Complete Guide to I Built a Full-Stack App Using Only AI — Here's the Complete Workflow

I Built a Full-Stack App Using Only AI — Here's the Complete Workflow

The Project: DevToolkit — A Free Online Developer Tools Platform

Step 1: Project Scaffolding (0 minutes)

Step 2: Building Each Tool (The Real Magic)

JSON Formatter + Validator

Hash Generator

Regex Tester

Base64 Encoder/Decoder

Color Converter (RGB ↔ HEX ↔ HSL)

Timestamp Converter

Step 3: Building the Frontend with htmx

Step 4: Deployment (15 minutes)

Step 5: SEO Optimization

What I Learned: The AI Development Workflow

✅ What Works Incredibly Well

❌ What AI Struggles With

My Prompt Template for AI Coding

The Numbers: Time Comparison

Would I Do It Again?

What's Next Last month, I set myself a challenge: build and deploy a complete SaaS application using AI coding assistants for every single step. No Stack Overflow. No manual debugging marathons. Just AI. The result? A working developer tools website deployed to production in under 48 hours. Here's exactly how I did it — step by step, tool by tool, with the actual prompts I used. I wanted to build a single-page web app offering common developer utilities: JSON formatter, hash generator, regex tester, base64 encoder, color converter, and more. Tech stack decision prompt: AI recommended: FastAPI + Jinja2 + htmx + vanilla JS. Perfect choice — minimal dependencies, fast, and I could serve everything from a single process. Instead of manually creating directories and config files: This gave me the complete project skeleton in one shot. I just ran mkdir -p and pasted the files. Here's where AI shines. Instead of writing each tool from scratch, I built them one at a time with focused prompts. Each prompt produced working code on the first try. The key was being specific about input/output format and edge cases. Instead of a heavy React/Vue setup, I used htmx for dynamic interactions: The prompt that made this click: This gave me a complete, responsive UI that feels like a modern SPA — without any JavaScript framework. Done. Live in production. AI helped with the SEO parts I always forget: This produced proper <head> tags, sitemap XML, and robots.txt. After 48 hours of this experiment, I distilled my workflow into a reusable prompt template: Traditional development vs. AI-assisted: That's not just faster — it's a different way of thinking about software development. Instead of writing code, you're reviewing and directing code. Absolutely. But with caveats: The sweet spot? Use AI for the 80% of development that's repetitive and well-documented, and spend your saved time on the 20% that truly requires human creativity and judgment. I'm now using this workflow for client projects and it's been transformative. The key mindset shift: you're not a coder anymore, you're a code reviewer and architect. If you're interested in the full source code or want to try DevToolkit, check out the live demo — it's free and has no sign-up required. Have you built something entirely with AI? I'd love to hear about your experience in the comments! 👇 If you found this useful, follow me for more AI development workflows and practical coding tips. Templates let you quickly answer FAQs or store snippets for re-use. Hide child comments as well For further actions, you may consider blocking this person and/or reporting abuse

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I want to build a single-page developer tools website with: JSON formatter/validator, hash generator (MD5/SHA), regex tester, base64 encoder/decoder, color converter, and timestamp converter. It needs to be fast, SEO-friendly, and easy to deploy on a $5 VPS. Recommend a minimal tech stack. I want to build a single-page developer tools website with: JSON formatter/validator, hash generator (MD5/SHA), regex tester, base64 encoder/decoder, color converter, and timestamp converter. It needs to be fast, SEO-friendly, and easy to deploy on a $5 VPS. Recommend a minimal tech stack. I want to build a single-page developer tools website with: JSON formatter/validator, hash generator (MD5/SHA), regex tester, base64 encoder/decoder, color converter, and timestamp converter. It needs to be fast, SEO-friendly, and easy to deploy on a $5 VPS. Recommend a minimal tech stack. Create a FastAPI project structure for a developer tools website. Include: - app.py with FastAPI setup - templates/index.html with Jinja2 - static/css/style.css - static/js/app.js Mount static files, set up template engine. Include a basic responsive layout with a sidebar for tool navigation and a main content area. Create a FastAPI project structure for a developer tools website. Include: - app.py with FastAPI setup - templates/index.html with Jinja2 - static/css/style.css - static/js/app.js Mount static files, set up template engine. Include a basic responsive layout with a sidebar for tool navigation and a main content area. Create a FastAPI project structure for a developer tools website. Include: - app.py with FastAPI setup - templates/index.html with Jinja2 - static/css/style.css - static/js/app.js Mount static files, set up template engine. Include a basic responsive layout with a sidebar for tool navigation and a main content area. Add a JSON formatter endpoint to my FastAPI app. It should: 1. Accept POST /api/json/format with form data 2. Parse JSON and return prettified version (indent=2) 3. Return error with line/column number if invalid 4. Also add /api/json/minify and /api/json/validate endpoints Add a JSON formatter endpoint to my FastAPI app. It should: 1. Accept POST /api/json/format with form data 2. Parse JSON and return prettified version (indent=2) 3. Return error with line/column number if invalid 4. Also add /api/json/minify and /api/json/validate endpoints Add a JSON formatter endpoint to my FastAPI app. It should: 1. Accept POST /api/json/format with form data 2. Parse JSON and return prettified version (indent=2) 3. Return error with line/column number if invalid 4. Also add /api/json/minify and /api/json/validate endpoints Add hash generation endpoints: POST /api/hash/generate Accept text input and comma-separated algorithm list (md5, sha1, sha256, sha512). Return all hashes as JSON. Use Python's hashlib. Add hash generation endpoints: POST /api/hash/generate Accept text input and comma-separated algorithm list (md5, sha1, sha256, sha512). Return all hashes as JSON. Use Python's hashlib. Add hash generation endpoints: POST /api/hash/generate Accept text input and comma-separated algorithm list (md5, sha1, sha256, sha512). Return all hashes as JSON. Use Python's hashlib. Add POST /api/regex/test that accepts a pattern, test string, and flags. Return all matches with their positions, groups, and named groups. Handle regex errors gracefully. Support flags: ignorecase, multiline, dotall. Add POST /api/regex/test that accepts a pattern, test string, and flags. Return all matches with their positions, groups, and named groups. Handle regex errors gracefully. Support flags: ignorecase, multiline, dotall. Add POST /api/regex/test that accepts a pattern, test string, and flags. Return all matches with their positions, groups, and named groups. Handle regex errors gracefully. Support flags: ignorecase, multiline, dotall. Add /api/base64/encode and /api/base64/decode endpoints. Handle both text and URL-safe base64. Detect auto if text contains URL-unsafe chars. Add /api/base64/encode and /api/base64/decode endpoints. Handle both text and URL-safe base64. Detect auto if text contains URL-unsafe chars. Add /api/base64/encode and /api/base64/decode endpoints. Handle both text and URL-safe base64. Detect auto if text contains URL-unsafe chars. Add /api/color/convert endpoint. Accept a color in any format (hex, rgb, hsl, named color). Return the color in all formats: hex, rgb, hsl, plus a complementary color and contrast check (#000 and #fff). Add /api/color/convert endpoint. Accept a color in any format (hex, rgb, hsl, named color). Return the color in all formats: hex, rgb, hsl, plus a complementary color and contrast check (#000 and #fff). Add /api/color/convert endpoint. Accept a color in any format (hex, rgb, hsl, named color). Return the color in all formats: hex, rgb, hsl, plus a complementary color and contrast check (#000 and #fff). Add /api/timestamp/convert endpoint. Accept either a Unix timestamp or human date string. Return: Unix timestamp, ISO 8601, relative time ("3 hours ago"), and date in multiple timezones. Add /api/timestamp/convert endpoint. Accept either a Unix timestamp or human date string. Return: Unix timestamp, ISO 8601, relative time ("3 hours ago"), and date in multiple timezones. Add /api/timestamp/convert endpoint. Accept either a Unix timestamp or human date string. Return: Unix timestamp, ISO 8601, relative time ("3 hours ago"), and date in multiple timezones. <div hx-post="/api/json/format" hx-target="#result" hx-swap="innerHTML" hx-indicator="#spinner"> <textarea name="input_text" placeholder="Paste your JSON here..."></textarea> <button type="submit">Format</button> </div> <div id="result"></div> <div hx-post="/api/json/format" hx-target="#result" hx-swap="innerHTML" hx-indicator="#spinner"> <textarea name="input_text" placeholder="Paste your JSON here..."></textarea> <button type="submit">Format</button> </div> <div id="result"></div> <div hx-post="/api/json/format" hx-target="#result" hx-swap="innerHTML" hx-indicator="#spinner"> <textarea name="input_text" placeholder="Paste your JSON here..."></textarea> <button type="submit">Format</button> </div> <div id="result"></div> Build a responsive UI for my developer tools site using htmx. Each tool should: - Have a clean card-based layout - Show a loading spinner during API calls - Display results with syntax highlighting - Have a "copy to clipboard" button - Work on mobile without horizontal scrolling Use CSS Grid for the layout. Dark mode support. Build a responsive UI for my developer tools site using htmx. Each tool should: - Have a clean card-based layout - Show a loading spinner during API calls - Display results with syntax highlighting - Have a "copy to clipboard" button - Work on mobile without horizontal scrolling Use CSS Grid for the layout. Dark mode support. Build a responsive UI for my developer tools site using htmx. Each tool should: - Have a clean card-based layout - Show a loading spinner during API calls - Display results with syntax highlighting - Have a "copy to clipboard" button - Work on mobile without horizontal scrolling Use CSS Grid for the layout. Dark mode support. Create a systemd service file for my FastAPI app running on port 8000 with uvicorn. Also give me an nginx config that: - Proxies / to the FastAPI app - Enables gzip compression - Adds security headers - Handles static file caching Create a systemd service file for my FastAPI app running on port 8000 with uvicorn. Also give me an nginx config that: - Proxies / to the FastAPI app - Enables gzip compression - Adds security headers - Handles static file caching Create a systemd service file for my FastAPI app running on port 8000 with uvicorn. Also give me an nginx config that: - Proxies / to the FastAPI app - Enables gzip compression - Adds security headers - Handles static file caching sudo cp devtoolkit.service /etc/systemd/system/ sudo systemctl enable devtoolkit sudo systemctl start devtoolkit sudo nginx -t && sudo systemctl reload nginx sudo cp devtoolkit.service /etc/systemd/system/ sudo systemctl enable devtoolkit sudo systemctl start devtoolkit sudo nginx -t && sudo systemctl reload nginx sudo cp devtoolkit.service /etc/systemd/system/ sudo systemctl enable devtoolkit sudo systemctl start devtoolkit sudo nginx -t && sudo systemctl reload nginx Generate meta tags, Open Graph tags, and structured data (JSON-LD) for a developer tools website. Include WebApplication schema. Optimize for "online JSON formatter", "hash generator online", "regex tester" keywords. Generate meta tags, Open Graph tags, and structured data (JSON-LD) for a developer tools website. Include WebApplication schema. Optimize for "online JSON formatter", "hash generator online", "regex tester" keywords. Generate meta tags, Open Graph tags, and structured data (JSON-LD) for a developer tools website. Include WebApplication schema. Optimize for "online JSON formatter", "hash generator online", "regex tester" keywords. I'm building [feature description] for my [tech stack] project. Context: - Current file structure: [list files] - Existing patterns: [describe patterns] - Requirements: [specific requirements] Please generate: 1. The complete code with inline comments 2. Any necessary imports or dependencies 3. Error handling for edge cases 4. Brief explanation of your approach I'm building [feature description] for my [tech stack] project. Context: - Current file structure: [list files] - Existing patterns: [describe patterns] - Requirements: [specific requirements] Please generate: 1. The complete code with inline comments 2. Any necessary imports or dependencies 3. Error handling for edge cases 4. Brief explanation of your approach I'm building [feature description] for my [tech stack] project. Context: - Current file structure: [list files] - Existing patterns: [describe patterns] - Requirements: [specific requirements] Please generate: 1. The complete code with inline comments 2. Any necessary imports or dependencies 3. Error handling for edge cases 4. Brief explanation of your approach - Complex CSS animations — often produces verbose, non-performant code - Cross-browser quirks — sometimes suggests non-standard APIs - Security hardening — you still need to review every line - Performance optimization — needs specific guidance, not generic advice - Always provide context — don't make the AI guess your project structure - Be specific about inputs/outputs — define exact data types and formats - Mention existing patterns — AI will follow your conventions - Request edge case handling — this is where most bugs hide - Iterate in small chunks — one feature at a time, not the whole app - I wouldn't use AI for a mission-critical production system without thorough code review - The AI is a force multiplier, not a replacement — you still need to understand what you're building - Security is your responsibility — always audit authentication, input validation, and data handling - Testing still matters — AI-generated code needs tests just like human-written code