Agentic IDE Benchmarks, MCP Fixes & Cloud FinOps
We test Model Context Protocol servers, multi-turn LLM agent loops, and low-RAM self-hosted AI bots against reproducible physical and cloud testbeds. Exact terminal error fixes, zero sponsored bias.
🛠️ Interactive Paste-and-Fix Developer Utilities
Client-side tools to validate configs, calculate token burn, and generate production scripts without transmitting your data.
MCP Config Validator & Windows Path Fixer
Fix unescaped backslashes, bare npx spawn failures on Windows 11, and calculate token schema bloat.
Agent Loop Cost Calculator
Simulate token compounding across 1–30 turn agent tasks with prompt caching discounts across Sonnet, Gemini, and OpenAI.
Calculate Costs →1GB VPS AI Bot Memory Sizer
Calculate peak RAM for Playwright, Telegram bots, and Crawl4AI workers to prevent OOMKilled crashes.
4K Video Bitrate & FFmpeg Builder
Calculate target bitrate and generate production CLI commands for CBR and VBR 2-pass encoding pipelines.
Generate Command →🔌 MCP Server Debugging
Diagnose spawn npx ENOENT, stdio connection drops, token schema bloat, and WSL2 bridging across Antigravity and Claude Desktop.
📊 LLM API & Cloud FinOps
Deep benchmarks on prompt caching break-even cutoffs, batch API discounts, multi-model routing, and token compounding economics.
Explore LLM FinOps Benchmarks →🚀 Self-Hosted AI Infrastructure
Production deployment blueprints for running Crawl4AI, Telegram bots, Supabase webhooks, and FFmpeg pipelines on 1GB VPS instances.
Explore Self-Hosted Blueprints →