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Side-by-side: what they do, what they cost, what Kai actually thinks. Pass up to 4 tools via ?tools=claude,chatgpt,gemini.
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MagicSchool
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Aider
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TaglineRun any open-source AI model with an API call.AI platform built for teachers. Lesson plans + IEPs + admin.OpenAI's video model. Long clips, cinematic quality.Terminal-based AI pair programmer. Git-aware, model-flexible.
CategoryDev PlatformEducationVideoCoding
PricingPay per second of computeFree + $100/yr Plus + school plansIncluded with ChatGPT Plus/ProFree (open source) + whatever API you use
Best forDevelopers using open-source models (Flux, SDXL, Whisper, etc).Teachers prepping materials. School districts.ChatGPT subscribers experimenting with cinematic shots.Developers who want open-source tooling with full control.
Strengths
  • Tens of thousands of models (image, video, audio, LLMs)
  • One-line API for any model
  • Cog framework for custom model deploy
  • 60+ teacher-specific tools
  • Generous free tier
  • FERPA + COPPA compliant for schools
  • Up to 20-sec clips at 1080p
  • Strong physics + scene composition
  • Storyboard feature for longer narratives
  • Remix existing videos
  • Works in any terminal
  • Auto-commits changes with meaningful messages
  • Works with any model (Claude, GPT, local)
  • Minimal learning curve
Weaknesses
  • Cold starts on less-popular models
  • Pricing gets real at scale
  • Teacher-only focus
  • Less useful for students
  • Stricter content policy than competitors
  • Hit-or-miss on complex motion
  • Text-in-video still struggles
  • Terminal-only
  • Less agentic than Claude Code
  • Setup on Windows is fiddly
Kai's verdictS-tier for open-source model APIs. The default in this space.S-tier for teachers. If you teach K-12, start here this week.A-tier. Amazing when it works, frustrating when it doesn't. Runway still more reliable for pros.A-tier. The right answer if you want open-source + terminal-native + model-agnostic.
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