Context Snipe
Developer Security Tool — From Zero to Monetized SaaS
AI coding assistants (Copilot, Cursor, Claude) suggest code without seeing what files the developer actually has open — leading to wrong variables, deprecated functions, and security vulnerabilities. No existing tool bridged the gap between the IDE's visual state and the AI's context window.
Built a closed-source Rust + Tauri binary that captures the developer's live IDE state (open files, active tabs, dependency tree) and feeds it directly to their AI assistant via MCP protocol. Zero telemetry. Fully local. Shipped with 4 live Stripe payment plans, 52 SEO blog posts for organic acquisition, and a full AEO infrastructure targeting 12 AI answer engines.
Measured Impact
Outcome in Numbers.
Delta Analysis
Before vs. After.
Infrastructure
Systems Deployed.
Closed-source Rust binary — zero telemetry
MCP protocol integration for AI assistants
Live IDE state capture (open files, tabs, deps)
4 Stripe payment links (Pro + Security tiers)
52-post SEO content engine with AEO
Pre-rendered HTML for 12 AI answer engines
Automated sitemap generation (109 URLs)
Cloudflare Pages global CDN deployment
"We built the product, the content engine, the monetization, and the deployment pipeline — all in 14 days. This is what AI-accelerated development actually looks like when the operator knows what to build."
Next Operation
Ready for Deployment?
Every project starts with a 30-minute engineering discovery call. Zero sales pitches — just an honest assessment of your challenge.