Project #13
RankEmber - Discover & Rank Top SaaS, AI Tools & Micro-Startups
RankEmber is a transparent, community-driven online directory for discovering and ranking SaaS products, AI tools, and micro-startups based on user engagement. The platform enables creators to submit projects, earn karma points, and explore new digital tools
Explore top-ranked AI tools, SaaS apps, boilerplates, and digital businesses. Upvoted by real builders and ranked by algorithmic time-decay velocity.
RankEmber (rankember.com) is a next-generation classifieds and discovery platform designed for makers, indie hackers, SaaS founders, and digital business sellers. Unlike traditional directories that rely on easily manipulated total view counts, RankEmber features a time-decay gravity ranking engine, anti-fraud view deduplication, direct lead attribution, and a gamified points economy that drives real community discovery and peer reviews.
Key Features
Algorithmic Time-Decay Ranking
- Hacker News & Reddit Style Gravity: Prevents the "rich-get-richer" monopoly where old listings stay on top forever.
- 48-Hour Velocity Decay: Fast-moving products with sudden momentum claim the Trending Today top spot.
- Multi-Signal Weighting: Combines unique daily views, authenticated upvotes, and high-intent buyer inquiries into a computed rank_score and trending_score with indexed database queries.
- Anti-Bot & Anti-Abuse View Engine
- SHA-256 IP & App Salt Hashing: GDPR/privacy-compliant tracking with zero raw IP storage.
- Daily Unique Constraints: Maximum 1 unique view counted per IP/User per listing per calendar day.
- Bot & Spider Filtering: Automatic detection and filtering of search crawler user agents.
- Lead & Outbound UTM Attribution
- /r/{slug} Referral Tracking: Outbound clicks to the creator's website/demo are logged in real-time.
- Automatic UTM Parameter Injection: Automatically appends utm_source=rankember&utm_medium=directory&utm_campaign=rankember_listing, allowing creators to see RankEmber referrals directly inside their own Google Analytics / Plausible.
- Direct Buyer Inquiries: Built-in offer & lead generation form (listing_inquiries) connecting buyers directly with founders.
- Gamified Points Economy ("Community Karma")
- The Cross-Discovery Flywheel: Founders earn points by exploring, testing demos, and leaving constructive feedback on peer products.
- Point Earning: Daily discovery streaks (+15 pts), verified reviews (+30 pts), outbound tests (+5 pts), upvotes (+2 pts).
- Point Sinks: Spend 250 points to boost a product to the 24-hour Community Spotlight, or unlock exclusive founder discounts & SaaS promo perks.
- High-Velocity Programmatic SEO & Syndication
- Schema.org Rich Snippets: Generates JSON-LD SoftwareApplication & Product markup with star ratings, pricing, and author metadata for Google Search.
- Master XML Sitemaps: Auto-generated /sitemap.xml with sub-sitemaps for listings (including Google Image extensions), categories, and stacks.
- RSS 2.0 Feeds: /feed.xml and /feed/category/{slug}.xml for newsletters, aggregators, and tech bots.
- IndexNow Instant Crawling: Pings search engines (Bing, Yandex, IndexNow) upon listing publication for rapid indexing.
- Dynamic Embeddable Badges
- Live SVG Badges (/badge/{slug}.svg): Founders can embed dynamic, lightweight SVG rank badges into their website headers or GitHub READMEs, generating organic backlinks to RankEmber.
- Curated Stacks (Software Playlists)
- Influencers and makers can publish custom collections (e.g., "My $10k/mo Micro-SaaS Stack"), creating high-converting long-tail SEO landing pages.
Tech Stack
- Framework: Laravel 12.x
- Language: PHP 8.2+
- Database: MySQL 8.0+ / PostgreSQL
- Caching & Queue Driver: Redis / Database
- CSS Framework: Tailwind CSS v4 with @tailwindcss/vite
- Real-time WebSockets: Laravel Reverb
- Process Manager: Supervisor (Queue workers & Reverb daemon)