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Generating project ideas…
Summary
- A lightweight, selfâhosted reverse proxy that detects and blocks AIâdriven scrapers using MLâbased request pattern analysis, TLS fingerprinting, and userâagent heuristics.
- Provides realâtime analytics, customizable honeypot endpoints, and a simple API for integrating with Nginx/Caddy or as a standalone service.
- Gives selfâhosted site owners a costâeffective alternative to Cloudflareâs paid bot protection.
Details
| Key |
Value |
| Target Audience |
Selfâhosted webmasters, openâsource project maintainers, small business owners |
| Core Feature |
AIâbot detection & blocking, honeypot traps, analytics dashboard |
| Tech Stack |
Go (proxy core), TensorFlow Lite (ML model), Docker, Prometheus + Grafana |
| Difficulty |
Medium |
| Monetization |
Revenueâready: $9/mo for premium analytics & autoâupdates |
Notes
- âCloudflare will even do it for free.â â users want cheaper, selfâhosted solutions.
- âI think the point of the post was how something useless (AI) and its poorly implemented scrapers is wrecking havocâŚâ â BotShield directly addresses this frustration.
- The honeypot feature can lure scrapers into a trap, providing data for further analysis and deterrence.
Summary
- A payâperâcrawl gateway that sits in front of any website, charging scrapers per request while allowing normal users free access.
- Integrates with existing CDN or reverse proxy setups; offers tokenâbased authentication and rate limiting.
- Enables site owners to monetize scraping traffic and offset hosting costs.
Details
| Key |
Value |
| Target Audience |
Content publishers, API providers, selfâhosted sites with high scrape traffic |
| Core Feature |
Perârequest billing, token issuance, dynamic rate limiting |
| Tech Stack |
Node.js (gateway), Stripe API, Redis (rateâlimit store), Docker |
| Difficulty |
Medium |
| Monetization |
Revenueâready: $0.01 per scrape + subscription for analytics |
Notes
- âCloudflare launched a product to do that last year: payâperâcrawl.â â ScrapePay offers a selfâhosted alternative.
- âI think the big nasty AI bots use 10s of thousands of IPs distributed all over China.â â By charging per request, site owners can recover costs from abusive traffic.
- âSome run git over ssh, and a domain login for https:// permission manager etc.â â ScrapePay can be configured to allow authenticated users while charging unauthenticated scrapers.
Summary
- A build tool that converts dynamic web applications (e.g., Git repos, blogs, forums) into static sites with minimal, wellâdefined endpoints.
- Automatically removes deep commit URLs, generates a strict robots.txt, and injects a âscraper trapâ that returns 404 for unknown paths.
- Reduces server load, mitigates bot traffic, and improves resilience against AI scrapers.
Details
| Key |
Value |
| Target Audience |
Openâsource project maintainers, personal bloggers, small CMS users |
| Core Feature |
Static site generation, URL pruning, robots.txt & honeypot integration |
| Tech Stack |
Python (build scripts), Jinja2 templates, GitHub Actions, Netlify/Surge for hosting |
| Difficulty |
Low |
| Monetization |
Hobby |
Notes
- âI made the same switch partly for ease of maintenance, but a side benefit is it's more resilient to this horrible modern era of scrapersâŚâ â StaticGuard delivers that benefit.
- âThe scrapers found the domain through cert registration in minutes, before there were any backlinks.â â By limiting exposed URLs, the attack surface shrinks dramatically.
- âMake only the HEAD of each branch available.â â StaticGuard implements this principle automatically, preventing deep scraping of commit histories.