DEV Community: Akash Kumar Naik

How I built a sub-second Reddit comment scraper (without Puppeteer)

Akash Kumar Naik — Wed, 06 May 2026 03:59:32 +0000

Why I stopped using Puppeteer for Reddit scraping

If you've ever tried to scrape Reddit comments programmatically, you've hit one of two walls:

Reddit's official API — rate-limited, requires app registration, and got far more restrictive in 2023.
Headless browser scrapers — slow, resource-hungry, and break every time Reddit updates its Shreddit DOM.

I maintained a Puppeteer-based Reddit scraper for over a year and was constantly patching it. So I rebuilt it from scratch with a completely different architecture.

The architecture: bridge pattern

Instead of spinning up a browser on every run, the Actor acts as an authenticated bridge to a dedicated scraping cluster. The Actor itself is lightweight — it:

Receives the Reddit post URL as input
Forwards the request securely to the cluster
Receives pre-scraped, structured data
Pushes it to Apify's dataset storage

Results:

Sub-second response times vs. 5–15s for browser scrapers
No DOM dependency — Reddit can update its frontend without breaking anything
Built-in rotating proxies and fingerprint emulation at the cluster level

The output structure

{
  "post_url": "https://www.reddit.com/r/technology/comments/...",
  "data": [
    {
      "id": "odffoln",
      "author": "redditor_123",
      "body": "This is a comment from the Reddit community.",
      "score": 15,
      "created_utc": 1774923322,
      "permalink": "/r/subreddit/comments/.../id/"
    }
  ],
  "success": true,
  "processed_at": "2026-05-05T05:27:45.136Z"
}

The output is deliberately flat. No nested reply trees, no HTML markup — just clean text, ready for:

RAG pipelines with LangChain or LlamaIndex
Sentiment analysis with zero preprocessing
LLM fine-tuning datasets from niche subreddits

How to use it

The input couldn't be simpler:

{
  "post_url": "https://www.reddit.com/r/MachineLearning/comments/..."
}

Via the Apify Python SDK:

from apify_client import ApifyClient

client = ApifyClient("YOUR_API_TOKEN")

run = client.actor("akash9078/reddit-comment-scraper").call(
    run_input={"post_url": "https://www.reddit.com/r/MachineLearning/comments/..."}
)

for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item["author"], item["score"], item["body"])

Pricing model

Uses Apify's Pay-Per-Event (PPE) model:

Small base fee per successfully processed post
Per-comment fee for each comment returned
Zero charge if zero results are returned

Much fairer than flat per-run pricing for posts with varying comment volumes.

Integration use cases

n8n / Make / Zapier: Webhook support lets you trigger it from any automation workflow and pipe data to Airtable, Notion, Google Sheets, or a database.

AI agents: Fully compatible with Apify's MCP server — can be called directly by Claude, GPT-based agents, or any LLM with tool use.

Sentiment pipeline: Feed the body field from each comment into any sentiment model. No HTML stripping. It's already clean text.

Try it

Live on Apify Store: https://apify.com/akash9078/reddit-comment-scraper

Happy to discuss the architecture, edge cases, or specific use cases in the comments.

I Built a Random Facts API on Apify — Here's How to Integrate It in Under 5 Minutes

Akash Kumar Naik — Tue, 05 May 2026 07:43:06 +0000

What is the Random Facts API?

The Random Facts API is an Apify Actor I built that gives developers instant access to a database of 1,000+ verified facts covering science, history, nature, and technology.

It's designed for anyone who needs a reliable, structured, cost-efficient source of interesting facts — without scraping, hardcoding, or maintaining a database yourself.

Why I Built This

While building a chatbot side project, I wanted to enrich responses with interesting trivia. Every solution I found was either:

A scraper that broke regularly
A free API with aggressive rate limits and no bulk support
A paid service charging for monthly subscriptions I didn't need

So I built one on Apify's pay-per-event model. You only pay for the facts you actually retrieve. No idle costs.

Modes

The Actor supports four modes via a simple JSON input:

Mode	Description
`random`	Get one random fact instantly
`batch`	Download up to 10 facts at once
`today`	Get the featured Fact of the Day
`stats`	View database size and version info

Quick Start: JavaScript

npm install apify-client

import { ApifyClient } from 'apify-client';

const client = new ApifyClient({ token: 'YOUR_API_TOKEN' });

const run = await client.actor("akash9078/random-facts-api").call({
  mode: "random"
});

const { items } = await client.dataset(run.defaultDatasetId).listItems();
console.log(items[0]);
// { text: "Octopuses have three hearts and blue blood.", source: "...", url: "...", html: "..." }

Quick Start: Python

pip install apify-client

from apify_client import ApifyClient

client = ApifyClient("YOUR_API_TOKEN")

run = client.actor("akash9078/random-facts-api").call(run_input={"mode": "random"})

for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

Batch Mode: Download 10 Facts at Once

{
  "mode": "batch",
  "limit": 10
}

MCP Server Setup (for Claude, n8n, etc.)

{
  "mcpServers": {
    "apify": {
      "command": "npx",
      "args": [
        "mcp-remote",
        "https://mcp.apify.com/?tools=akash9078/random-facts-api",
        "--header",
        "Authorization: Bearer YOUR_API_TOKEN"
      ]
    }
  }
}

Output Format

Every fact comes back as a clean JSON object:

{
  "text": "Octopuses have three hearts and blue blood.",
  "source": "www.example.com",
  "url": "https://www.example.com/facts/octopuses",
  "html": "
Octopuses have three hearts and blue blood.
Source: www.example.com
"
}

The html field is especially handy for dropping facts directly into blog widgets or emails.

Pricing

Pay-Per-Event model: $0.01 per 1,000 facts.

No compute fees
No hourly billing
No subscription required
Pay only for results retrieved

Use Cases

Chatbots — enrich AI assistant responses with interesting facts
Quiz apps — build trivia databases programmatically
Social media — automate daily "Did You Know?" posts
Educational platforms — create flashcards and learning materials
Website widgets — drop a daily fact into any blog or site
Data enrichment — add interesting context to datasets

Try It

🔗 https://apify.com/akash9078/random-facts-api

I'd love to hear what you build with it — drop a comment below! Happy to answer any questions about the implementation or Apify in general. 🚀

I built an Inspirational Quote Generator on Apify 🚀

Akash Kumar Naik — Mon, 04 May 2026 14:56:40 +0000

If you're building apps, automations, or content systems, you often need fresh, engaging text.

So I built a simple Apify Actor that generates inspirational quotes with author attribution.

Features

Random quote generation
Bulk support (1–10 quotes/run)
Clean JSON output
HTML-ready formatting for direct embedding

Why it’s useful

Plug into apps for daily motivation
Automate social media posts
Enhance newsletters
Use in landing pages or UI widgets

Example output

{
"quote": "...",
"author": "...",
"html": "

...

"
}

Pricing

Only $0.01 per 1,000 results (pay-per-event model)

Try it

https://apify.com/akash9078/inspirational-quote-generator

Would love feedback or ideas to improve it!

I built an AI Image Editor API using Apify

Akash Kumar Naik — Fri, 01 May 2026 13:15:05 +0000

Most image editing tools are built for humans.

But what if you want to:

Process thousands of images?
Automate product photography?
Build AI-powered workflows?

That’s why I built:
👉 AI Image Editor (Apify Actor)

What it does

Edit images programmatically
Accept image URLs as input
Return processed images instantly
Designed for automation pipelines

Why Apify?

Easy deployment
Scalable infrastructure
Pay-per-use pricing
Works great with web automation

Use cases

E-commerce image automation
Social media content pipelines
AI SaaS products
Bulk image processing

What’s next?

Thinking of adding:

Prompt-based editing
Batch processing
Style presets

Would love feedback from the community 👇

Find here: https://apify.com/akash9078/ai-image-editor

AI Product Photo Generator | Transform Product Images into Professional Ads

Akash Kumar Naik — Wed, 29 Apr 2026 01:06:48 +0000

In modern eCommerce, visual presentation defines conversion rates. Customers make buying decisions within seconds, and the quality of product imagery often determines whether they click “Buy Now” or leave the page. Traditional product photography requires expensive studios, professional models, photographers, lighting setups, editing teams, and significant production time. Today, businesses are replacing that complexity with a smarter solution: the AI product photo generator.

visit https://apify.com/akash9078/ai-product-photo-generator

An advanced product photo generator AI enables brands, sellers, marketers, and agencies to instantly transform ordinary product images into high-converting, professional advertisements. Whether you sell on Amazon, Shopify, Etsy, Pinterest, Instagram, or your own website, an AI product photography tool helps generate polished product visuals that drive sales without the traditional cost.

From clean, white-background listings to premium lifestyle marketing creatives, AI product photography is changing how eCommerce brands create content at scale.

What Is an AI Product Photo Generator?

An AI product photo generator is an automated system that converts basic product images into high-quality advertising visuals using artificial intelligence. Instead of hiring a studio team, users simply upload a product photo and let AI create professional-grade marketing assets.

This includes:

White background product listings
Lifestyle product photography
Social media promotional creatives
Pinterest-ready vertical images
Amazon listing images
Shopify store banners
Product mockups
eCommerce advertisements
Brand campaign visuals

A powerful product image generator supports multiple aspect ratios such as 9:16, 1:1, and 16:9, allowing businesses to create optimized visuals for every platform.

This makes it the ideal AI eCommerce photo generator for modern online stores.

Why Businesses Need AI Product Photography

Professional visuals increase trust, improve click-through rates, and significantly boost conversions. However, traditional photography creates several challenges:

High production costs
Long turnaround times
Repeated reshoots
Model booking expenses
Studio rental fees
Editing delays
Limited scalability

An AI product photography tool eliminates these bottlenecks by automating the entire workflow.

With professional product photography AI, businesses can generate hundreds of product visuals in minutes instead of weeks. This creates a major competitive advantage for brands operating at scale.

For sellers managing large inventories, the ability to generate product photos with AI becomes a necessity rather than a luxury.

How AI Product Photo Generator Works

The workflow is simple, fast, and highly efficient.

Step 1: Upload Product Image

Start with a basic image of your product. This can be a simple mobile photo, supplier image, or raw product picture.

Step 2: Choose Output Style

Select the desired creative style:

Studio product shot
Lifestyle photography
Fashion advertising
Luxury branding
Pinterest product creative
Social media promotional ad
Marketplace listing image

This flexibility makes it a complete product advertising image generator.

Step 3: Select Aspect Ratio

Choose the perfect format for your platform:

9:16 for Pinterest, Reels, Shorts
1:1 for Instagram, Amazon, Shopify
16:9 for banners, ads, websites

This is especially valuable for creating AI Pinterest product photos and optimized social media assets.

Step 4: Generate Final Visual

The AI processes the image and produces a polished final result with professional lighting, enhanced backgrounds, realistic compositions, and marketing-ready presentation.

The result is a premium AI product ad creator ready for immediate publishing.

Best Use Cases for AI Product Photography

Amazon Product Listings

Amazon requires clean, high-quality visuals that improve trust and click-through performance. An Amazon product image generator helps sellers create compliant product photos faster.

This improves listing quality while reducing production costs.

Shopify Product Stores

A strong visual storefront increases sales. Using Shopify product photo AI, merchants can generate consistent product photography across their entire catalog.

This improves branding, professionalism, and buyer confidence.

Pinterest Marketing

Pinterest rewards visually attractive vertical creatives. A specialized AI Pinterest product photos workflow helps generate scroll-stopping content in 9:16 format.

This increases saves, shares, and product discovery.

Social Media Advertising

Facebook Ads, Instagram Ads, and TikTok campaigns require attention-grabbing creatives. A social media product photo generator helps brands produce ad-ready visuals rapidly for testing and scaling.

This improves campaign performance and reduces creative production costs.

Lifestyle Product Campaigns

Customers connect more strongly with products shown in real-world scenarios. A strong AI lifestyle product photos system creates realistic environments where products appear naturally placed and highly desirable.

This dramatically improves emotional buying decisions.

Features of a High-Quality AI Product Photography Tool

Not every tool delivers professional results. The best AI product photography tool should include:

Realistic Lifestyle Generation

Products must appear naturally integrated into scenes, not artificially pasted.

This is critical for premium branding.

High-Resolution Output

Low-quality images destroy trust. A strong AI product image enhancer ensures sharp, professional-quality visuals suitable for ads and listings.

Multi-Platform Aspect Ratios

Support for 9:16, 1:1, and 16:9 is essential for eCommerce flexibility.

This makes the tool suitable for every sales channel.

Model Integration

Some campaigns require human models holding or wearing products. A quality product mockup generator AI supports realistic model integration for better visual storytelling.

Batch Processing

Large sellers need automation. An effective automated product photography tool must handle multiple product generations quickly and consistently.

Benefits of Using AI Product Photo Generator

Massive Cost Reduction

Traditional product photography can cost thousands per shoot. AI reduces that expense dramatically.

This improves profit margins across every product category.

Faster Time to Market

Launching products faster means generating revenue faster. AI removes long production cycles.

Businesses can publish campaigns within minutes.

Scalable Creative Production

Growing brands need constant creative output. An AI eCommerce photo generator allows unlimited scaling without increasing operational complexity.

Improved Conversion Rates

Better visuals create stronger trust and higher purchase intent.

This directly increases sales performance.

Consistent Brand Presentation

Consistency builds authority. AI ensures every product image follows the same visual standard across all platforms.

This strengthens brand identity.

AI Product Photo Generator for Agencies

Marketing agencies, creative studios, and freelancers also benefit from AI automation.

Instead of outsourcing expensive shoots, agencies can use a professional product photo generator AI to serve clients faster while increasing profit margins.

This is especially useful for:

DTC brands
Dropshipping businesses
Amazon agencies
Shopify consultants
Pinterest marketers
Performance advertisers
Social media managers

A scalable product lifestyle photo generator helps agencies deliver premium work without premium production costs.

Why AI Product Photography Is the Future of eCommerce

Consumer expectations continue rising. Buyers expect premium visuals even from small brands.

Traditional photography cannot keep pace with modern demand for:

Faster launches
More ad creatives
Higher testing volume
Omnichannel publishing
Continuous content production

This is why AI product photography is no longer optional.

It is becoming the new operational standard for competitive eCommerce brands.

The brands adopting AI product photo generators today will dominate visual commerce tomorrow.

The Smartest Way to Generate Product Photos with AI

The most effective solution combines:

Realistic product enhancement
Professional ad generation
Lifestyle photography creation
Multi-platform optimization
Commercial-ready outputs

This creates a complete product advertising image generator that serves eCommerce sellers, agencies, and scaling brands alike.

Whether you need Amazon listings, Shopify banners, Pinterest creatives, or social media campaigns, an advanced AI product photo generator provides the speed, quality, and efficiency required to compete in modern digital commerce.

Businesses that adopt professional product photography AI gain a measurable advantage in visibility, trust, and revenue.

The future of product marketing is not manual.

It is automated, scalable, and powered by AI.

🚀 Still investing countless hours chasing LinkedIn profiles manually, one profile at a time?

Akash Kumar Naik — Mon, 27 Apr 2026 11:02:33 +0000

There is a far more intelligent route to expand your outreach without draining valuable time.

The LinkedIn Profile Search Scraper on Apify empowers professionals to gather high-value business intelligence at scale—producing refined, well-structured data within seconds, perfectly suited for lead generation, recruitment strategies, and CRM enhancement.

🔎 Search effortlessly using:
• Name
• Company
• Job Title
• Location
• Industry

📦 Receive structured results including:
✅ Full name
✅ Current designation and professional headline
✅ Present company details
✅ Geographic location
✅ Career history and academic background
✅ Skills, expertise, and professional profile insights
✅ Direct LinkedIn profile URLs
✅ Optional contact enrichment (depending on workflow setup)

💡 Why industry professionals rely on it:

⚡ Accelerated lead generation
Eliminate repetitive copy-pasting and endless manual browsing.

🎯 Sharper prospect precision
Identify the exact decision-makers, stakeholders, and ideal-fit prospects with remarkable accuracy.

📊 Streamlined CRM enrichment
Export clean, deployment-ready CSV or JSON files that integrate smoothly into existing workflows.

🤝 Stronger recruitment channels
Discover exceptional talent and key hiring authorities without unnecessary friction.

👥 Built for:
• Agencies & Freelancers
• Recruiters & HR Teams
• Founders & Growth Teams
• Sales & B2B Lead Generation Experts

If your outreach engine still depends on manual searching, valuable time—and profitable opportunities—are quietly slipping away.

👉 Ready to transform your prospecting process: https://apify.com/akash9078/linkedin-profile-search-scraper

Try the LinkedIn Profile Search Scraper on Apify and convert hours of repetitive effort into a swift, single-click operation.

LeadGeneration #LinkedInScraper #Apify #SalesAutomation #Recruitment #B2BLeads #GrowthHacking #WebScraping #Prospecting #Automation

🚀 Launching: AI Image Generator – Text to Image on Apify

Akash Kumar Naik — Thu, 23 Apr 2026 03:15:08 +0000

Most AI image tools are great for one-off prompts.

But if you're building automations, SaaS products, or content pipelines, you need something API-first and workflow-ready.

That’s why I built AI Image Generator – Text to Image 👇

✨ What it does:
• Generate AI images from text prompts
• Multiple aspect ratio support
• Customizable image settings
• Automation-friendly API access
• Easy integration with n8n, Make, Zapier, and backend systems

🎯 Perfect for:
• Social media creatives
• Product mockups
• Blog thumbnails
• Ad creatives
• YouTube thumbnails
• Pinterest pins
• Bulk content generation workflows

💡 Built for:
Developers, marketers, founders, agencies, and automation builders who want scalable AI image generation instead of manual prompt-by-prompt work.

💰 Starts from just $0.00005 per actor start

The goal was simple:
Make AI image generation easy to automate, affordable to scale, and simple to plug into existing workflows.

Would love your feedback:
— What features would you want next?
— What workflows would you use this for?

Check it out here 👇
https://apify.com/akash9078/ai-image-generator-new

ProductHunt #AI #Apify #Automation #SaaS #ImageGeneration #n8n #Make #Zapier #GenerativeAI

🚀 Just Launched: TikTok Trending Hashtags Scraper

Akash Kumar Naik — Wed, 22 Apr 2026 10:33:29 +0000

Hey everyone 👋

If you're trying to grow on TikTok, you already know this:
👉 Hashtags can make or break your reach
👉 but finding the right ones at the right time is painful

So I built this:

🔗 https://apify.com/akash9078/tiktok-trending-hashtags-scraper

A simple tool that extracts real-time trending hashtags directly from TikTok Creative Center — with actual data behind them.

🔥 What you get:
• Top 100 trending hashtags
• Views, post count & engagement metrics
• Trend movement (rising 📈 / falling 📉)
• Filters by country, niche & timeframe

💡 Why I built this:
Most tools show static or outdated hashtags.
I wanted something that helps catch trends while they’re still growing.

⚡ Use cases:
• Creators looking to boost reach
• Marketers planning campaigns
• Agencies tracking trends
• Builders automating TikTok workflows

🔌 Extra:
• API-ready (easy to integrate)
• Clean JSON output
• Lightweight & affordable to run

Would love your feedback 🙌
What features would make this more useful for you?

If you find it helpful, an upvote would mean a lot ❤️

ProductHunt #TikTok #Growth #Marketing #Automation

🛒 Amazon Product Scraper: Extract Prices, Reviews & Images at Scale

Akash Kumar Naik — Sun, 15 Mar 2026 04:35:49 +0000

Tired of manually tracking Amazon prices? Want to build a price comparison tool or analyze competitor products?

Today, I'm excited to share Amazon Product Scraper — a powerful Apify Actor designed to extract comprehensive product data from Amazon.com with built-in anti-blocking protection.

🌟 What Makes This Different?

While there are many Amazon scrapers out there, this one focuses on reliability and clean data extraction:

Feature	Benefit
📦 Product Details	Extract prices, ratings, descriptions, and specs
🖼️ Product Images	Get all product images including thumbnails
🛡️ Anti-Detection	Built-in proxy support and anti-scraping protection
✨ Clean Data	Automatically formats and cleans extracted data
⚡ Fast Performance	Optimized scraping with session management

🎯 Who Is This For?

E-commerce entrepreneurs building price comparison sites
Market researchers analyzing product trends
Developers creating product catalog databases
Competitive analysts monitoring competitor pricing

🚀 Getting Started

Quick Start (No-Code)

Go to Amazon Product Scraper
Add Product URL — Enter an Amazon product URL you want to scrape
Configure Proxy — Choose proxy settings (residential recommended)
Run — Get comprehensive product data in JSON format

Example Input

{
  "productUrl": "https://www.amazon.com/dp/B0CL61F39H",
  "proxyConfig": {
    "useApifyProxy": true,
    "apifyProxyGroups": ["RESIDENTIAL"]
  }
}

📊 Output Format

{
  "title": "PlayStation®5 console (slim)",
  "asin": "B0CL61F39H",
  "url": "https://www.amazon.com/dp/B0CL61F39H",
  "price": "$499.99",
  "price_striked": "$599.99",
  "rating": 4.6,
  "rating_count": 5815,
  "description": "Product description...",
  "feature_bullets": ["Feature 1", "Feature 2"],
  "images": ["https://image1.jpg", "https://image2.jpg"],
  "scrapedAt": "2026-02-18T10:30:00Z"
}

💰 Transparent Pricing

Pay-Per-Event (PPE) pricing:

Service	Cost
Product scraped	$0.005 per product
Residential proxy	$0.005 per product

Example: Scraping 100 products with residential proxies:

Product scraping: $0.50
Proxy cost: $0.50
Total: $1.00 for 100 products

🛡️ Best Practices for Success

Recommended Settings:

Use Residential Proxies for reliable scraping
Use valid product URLs — direct DP URLs work best
Enable proxy to avoid Amazon blocks
Monitor runs and adjust settings if needed

Avoiding Blocks:

✓ Use proxy rotation (residential recommended)
✓ Don't scrape too aggressively
✓ Consider rate limiting between requests
✓ Use direct product URLs (not shortened links)

💻 API Integration

cURL Example

curl -X POST \
  https://api.apify.com/v2/actors/akash9078~amazon-product-scraper/runs \
  -H "Authorization: Bearer YOUR_API_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "productUrl": "https://www.amazon.com/dp/B0CL61F39H",
    "proxyConfig": {
      "useApifyProxy": true,
      "apifyProxyGroups": ["RESIDENTIAL"]
    }
  }'

JavaScript/Node.js

import { ApifyClient } from 'apify-client';

const client = new ApifyClient({ token: 'YOUR_TOKEN' });

const run = await client.actor('akash9078/amazon-product-scraper').call({
  productUrl: 'https://www.amazon.com/dp/B0CL61F39H',
  proxyConfig: { useApifyProxy: true, apifyProxyGroups: ['RESIDENTIAL'] }
});

const { items } = await client.dataset(run.defaultDatasetId).listItems();
console.log(items);

📈 Use Cases

Use Case	Application
Price Monitoring	Track product prices over time
Market Research	Analyze product trends and competition
Product Catalogs	Build comprehensive product databases
Competitive Intelligence	Monitor competitor products

🔧 Technical Specifications

Property	Value
Memory	256MB (default), 512MB recommended
Timeout	5 minutes default
Data Format	JSON
Proxy Support	Apify Proxy (residential/datacenter)
Supported Stores	Amazon.com, Amazon.in, and other regional stores

🆘 Troubleshooting

Common Issues:

❌ No results → Check if URL is a valid Amazon product page
❌ Blocked requests → Enable residential proxies
❌ Timeout errors → Increase timeout or enable more memory
❌ Missing data → Some fields may not be available for all products

📝 Data Compliance

This Actor extracts publicly available data from Amazon. Please ensure compliance with:

Amazon's Terms of Service
Local data protection laws (GDPR, CCPA, etc.)
Your intended use case requirements

🎉 Try It Now!

Ready to start scraping Amazon product data?

👉 Try Amazon Product Scraper for Free

📖 View Full Documentation

Questions? Drop a comment below or reach out via the Apify Console!

Built with ❤️ using Apify — The web scraping and automation platform

webscraping #ecommerce #automation #productivity

🌫️ Air Quality Index API: Real-Time AQI

Akash Kumar Naik — Sun, 15 Mar 2026 04:27:33 +0000

🌫️ Air Quality Index API: Real-Time AQI Data + AI Health Recommendations

Air pollution affects 99% of the global population. Whether you're planning a morning jog, managing asthma, or building a health app — knowing the air quality before you step outside is critical.

That's why I built the Air Quality Index (AQI) API — a real-time API that delivers AQI data, pollution metrics, weather info, and AI-powered health recommendations for outdoor activities.

✨ What You Get

📊 Real-Time AQI & Pollution Metrics

AQI (Air Quality Index) - Overall air quality score
PM2.5 - Fine particulate matter (most harmful)
PM10 - Coarse particulate matter
CO - Carbon monoxide levels
Temperature, Humidity, Wind Speed - Weather context

🧠 AI-Powered Health Recommendations

Personalized guidance based on:

Your planned outdoor activity (running, cycling, walking)
Duration of exposure
Medical conditions (asthma, allergies, respiratory issues)

No API key required — Mistral credentials are managed by the actor.

🎯 Perfect For

Use Case	Application
Fitness Apps	Warn users before outdoor workouts
Travel Platforms	Route planning around pollution hotspots
Health Assistants	Daily air quality briefings for sensitive users
Smart Cities	Environmental dashboards & alerts
Wearables	Real-time AQI notifications

🚀 How to Use It

Option 1: Apify Console (No-Code)

Visit AQI API on Apify
Enter your city (e.g., "Delhi", "Los Angeles", "Beijing")
Specify planned activity (e.g., "morning jog for 45 minutes")
Add medical conditions if applicable (e.g., "asthma")
Click Start → Get results in seconds

Option 2: API Integration

curl -X POST \
  https://api.apify.com/v2/acts/akash9078~air-quality-index-aqi-api/runs \
  -H 'Content-Type: application/json' \
  -H 'Authorization: Bearer YOUR_APIFY_TOKEN' \
  -d '{
    "city": "Delhi",
    "state": "Delhi",
    "country": "India",
    "plannedActivity": "morning walk",
    "medicalConditions": "asthma"
  }'

📊 Sample Output

{
  "success": true,
  "location": {
    "city": "Delhi",
    "state": "Delhi",
    "country": "India"
  },
  "aqi_data": {
    "aqi": 135,
    "temperature": 31.4,
    "humidity": 41.0,
    "wind_speed": 16.6,
    "pm25": 51.0,
    "pm10": 65.0,
    "co": 312.0
  },
  "recommendations": "AQI is 135 (Unhealthy for Sensitive Groups). For a 30-minute morning walk with asthma: wear an N95 mask, avoid busy roads, consider indoor exercise if symptoms appear.",
  "charges": [
    { "event": "aqi_data_fetch", "price": 0.005 },
    { "event": "health_recommendation", "price": 0.005 }
  ],
  "total_price": 0.01
}

💰 Transparent Pricing

Pay-per-event pricing:

Event	Price
AQI Data Fetch	$0.005
Health Recommendation	$0.005
Total per run	$0.01

That's 1 cent per query — affordable for apps of any scale.

🔧 Technical Details

Data Source: aqi.in with resilient scraping logic
AI Model: Mistral Large for health recommendations
Runtime: Python with fallback extraction methods
Output: Structured JSON with full charge transparency

🌍 Real-World Use Cases

The Fitness App Developer

"Integrated the AQI API into our running app. Now users get automatic air quality alerts before their outdoor workouts. Reduced user complaints about breathing issues by 60%."

The Travel Planner

"We use this to warn travelers about pollution in destinations like Delhi, Beijing, and Bangkok. Helps them pack masks and plan indoor alternatives."

The Asthma Management App

"Daily AQI checks with personalized recommendations are now a core feature. Users love the 'should I go outside today?' guidance."

⚠️ Important Notes

Not a medical diagnosis — provides informational guidance only
Always consult healthcare professionals for medical advice
Data sourced from third-party providers; occasional delays possible
Zero AQI values may indicate temporary source unavailability

🌱 Why Air Quality Matters

7 million premature deaths annually linked to air pollution (WHO)
PM2.5 particles can enter bloodstream and affect organs
Real-time awareness helps vulnerable populations stay safe
AI recommendations bridge data → actionable health guidance

🔗 Try It Now

Protect your users, yourself, and your community with real-time air quality intelligence.

Try AQI API for Free

Built with ❤️ by @akash9078 on the Apify platform.

What's your city's AQI today? Let me know in the comments! 👇

🌍 AI Travel Planner: Generate Personalized Itineraries with AI-Powered Research

Akash Kumar Naik — Sun, 15 Mar 2026 04:21:16 +0000

Planning a trip used to mean:

🔍 Hours of browsing travel blogs
📱 Opening 47 different tabs
😰 Stressing about missing hidden gems
📅 Manually creating day-by-day schedules

Those days are over. Meet AI Travel Planner — your AI-powered travel assistant that creates complete, research-backed itineraries in seconds.

✨ What It Does

The AI Travel Planner combines Mistral Large (advanced AI model) with real-time web research to build custom travel plans that actually make sense.

🧠 AI-Powered Planning

Uses Mistral Large to generate intelligent, context-aware itineraries based on:

Your destination
Trip duration
Real-time web research

🔍 Built-in Web Research

Integrates Apify's Google SERP scraper to find:

Top attractions & activities
Hidden local gems
Best restaurants & cafes
Practical travel tips

📅 Calendar Export

Automatically generates ICS calendar files — import directly into:

Google Calendar
Apple Calendar
Microsoft Outlook
Any calendar app

🚀 How to Use It

Option 1: Apify Console (No-Code)

Visit AI Travel Planner on Apify
Enter your destination (e.g., "Paris", "Tokyo", "Bali")
Set trip duration (1-30 days)
Click Start → Get your itinerary in seconds

Option 2: API Integration

curl -X POST \
  https://api.apify.com/v2/acts/akash9078~ai-travel-planner/runs \
  -H 'Content-Type: application/json' \
  -H 'Authorization: Bearer YOUR_APIFY_TOKEN' \
  -d '{
    "destination": "Paris",
    "numDays": 7,
    "startDate": "2025-06-15"
  }'

📊 Sample Output

{
  "destination": "Paris",
  "numDays": 7,
  "startDate": "2025-06-15",
  "itinerary": "Day 1: Arrival and Eiffel Tower...\nDay 2: Louvre Museum and Seine River Cruise...",
  "icsFileUrl": "https://api.apify.com/v2/key-value-stores/..."
}

Plus a downloadable travel_itinerary.ics file ready to import!

💡 Perfect For

Use Case	Why It Helps
Vacation Planning	Skip the research rabbit hole
Business Trips	Efficient schedules between meetings
Weekend Getaways	Maximize short trips
Travel Research	Get curated recommendations fast
Group Travel	Share ICS files with companions

💰 Pricing

Pay-per-event pricing:

Actor Start: $0.00005
Itinerary Generated: $0.025 per trip
Dataset Item: $0.01 per output

Total cost per run: ~$0.03-0.04

Try it free — Apify includes credits for new users!

🔧 Technical Specs

AI Model: Mistral Large (latest)
Runtime: Python 3.14
Search: Google SERP Scraper (built-in)
Output: JSON + ICS calendar file
Duration: 1-30 days supported

🌟 Example Use Cases

The Spontaneous Traveler

"I decided to visit Kyoto next week. Used AI Travel Planner and had a complete 5-day itinerary with temple visits, food recommendations, and tea ceremonies in under a minute."

The Busy Professional

"Business trip to London with one free day. Got a perfectly optimized itinerary balancing work meetings with must-see sights."

The Group Planner

"Planning a family trip to Italy. Generated the itinerary, exported to ICS, and shared with everyone. No more 'what are we doing tomorrow?' questions!"

🗺️ Try It Now

Where's your next adventure?

🔗 Try AI Travel Planner for Free

Built with ❤️ by @akash9078 on the Apify platform.

What's your dream destination? Let me know in the comments! 👇

Note: AI-generated itineraries are recommendations. Always verify opening hours, prices, and availability before traveling.

🚀 Introducing AI Codebase Analyst: Understand Any GitHub Repository in Under 60 Seconds

Akash Kumar Naik — Sun, 15 Mar 2026 04:15:48 +0000

🚀 AI Codebase Analyst: Understand Any GitHub Repository in Under 60 Seconds

Ever spent hours digging through a new GitHub repository just to understand what it does, how to install it, and whether it's worth using? I've been there too.

That's exactly why I built AI Codebase Analyst — an AI-powered tool that transforms any public GitHub repository into structured, actionable intelligence in under 60 seconds.

🎯 The Problem We're Solving

Understanding a new codebase traditionally requires:

⏱️ Hours reading documentation
🔍 Manually exploring file structures
🤔 Constant context-switching between files
⚠️ Missing critical dependency information

AI Codebase Analyst eliminates all of that.

✨ What It Does

Just provide a GitHub repo in owner/repo format (e.g., QwenLM/Qwen-Agent), and the tool automatically generates:

📖 README Extraction

Full content extraction from README.md, README.rst, or README.txt files — no more clicking back and forth.

❓ AI-Powered Q&A

Generates 15+ intelligent questions and answers covering:

What the project does
How to install it
Key features and usage
Architecture overview
Configuration options

📦 Dependency Analysis

Extracts and categorizes dependencies from:

package.json (Node.js)
requirements.txt / pyproject.toml / setup.py (Python)
Cargo.toml (Rust)
go.mod (Go)

🗂️ File Structure Mapping

Discovers repository structure up to 3 levels deep, giving you a clear picture of how the codebase is organized.

🔑 Key File Extraction

Automatically retrieves:

LICENSE files
Dockerfiles
Configuration files
Core source files

💡 Perfect For

Use Case	Who Benefits
Quick Onboarding	Developers joining new projects
Dependency Research	Engineers evaluating libraries
Code Review	Teams assessing third-party code
RAG Pipelines	AI/ML engineers building vector stores
AI Agents	Developers giving agents repo context
Security Audits	Teams analyzing dependencies
Due Diligence	Technical leads evaluating open-source

🚀 How to Use It

Option 1: Apify Console (No Code)

Visit AI Codebase Analyst on Apify
Enter the repository (e.g., microsoft/vscode)
Click Run → Results in 60 seconds

Option 2: API Integration

const { ApifyClient } = require('apify-client');

const client = new ApifyClient({ token: 'YOUR_API_TOKEN' });

const result = await client
  .actor('akash9078/ai-codebase-analyst')
  .call({
    githubRepo: 'QwenLM/Qwen-Agent',
    maxFiles: 50,
  });

console.log(result.data);

Option 3: cURL

curl -X POST \
  https://api.apify.com/v2/acts/akash9078~ai-codebase-analyst/runs?token=YOUR_API_TOKEN \
  -H 'Content-Type: application/json' \
  -d '{"githubRepo": "QwenLM/Qwen-Agent", "maxFiles": 50}'

📊 Sample Output

{
  "repository": {
    "name": "QwenLM/Qwen-Agent",
    "description": "Agent framework for Qwen models",
    "stars": 15000,
    "language": "Python",
    "license": "Apache-2.0"
  },
  "readme": {
    "content": "Full README content...",
    "length": 15121
  },
  "structure": [
    "LICENSE",
    "README.md", 
    "setup.py",
    "qwen_agent/agent.py"
  ],
  "dependencies": [
    "dashscope",
    "json5",
    "openai",
    "pydantic"
  ],
  "qna": [
    {
      "question": "What is this project?",
      "answer": "Qwen-Agent is a framework for developing LLM applications..."
    },
    {
      "question": "How do I install it?",
      "answer": "pip install -U qwen-agent[gui,rag,code_interpreter]"
    }
  ]
}

💰 Pricing

Pay-per-event pricing starting from $0.00005 per run:

REPO_PROCESSED: One-time charge per repository
QNA_GENERATED: Per Q&A pair generated (~15-20 per repo)

Try it for free — your first runs include Apify's free tier credits.

🔮 What's Next

Planned features on the roadmap:

🔒 Private repository support
🤖 Custom LLM provider integration
📊 Code complexity metrics
🔄 Automated scheduled analysis

🤝 Try It & Share Feedback

I'd love to hear how you're using AI Codebase Analyst! Whether you're:

Building RAG pipelines
Onboarding to new projects
Creating AI agents that understand code
Doing security audits

Drop a comment below with your use case, or open an issue on Apify if you have feature requests.

🔗 Try AI Codebase Analyst Now

Built with ❤️ by @akash9078 on the Apify platform.

What's the first repository you'd analyze? Let me know in the comments! 👇