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FeynmanLM vs Anki

Anki is the standard-bearer of spaced repetition: free, open source, fifteen-plus years old, and beloved by med students and language learners. If your goal is memorizing thousands of discrete facts, Anki is hard to beat. FeynmanLM aims at a different target: understanding and retaining the sources you consume — articles, papers, podcasts, books — by explaining them back to an AI tutor rather than flipping self-graded cards.

At a glance

FeynmanLMAnki
PriceFree to download — nothing to buy, nothing recurringFree on desktop and Android; AnkiMobile for iOS is $24.99 one-time
AI costsPay-as-you-go from a prepaid balance ($5 free to start): any model in Chat at provider API price +15%, or 1¢ per tool call via an AI subscription you already pay forNo built-in AI; desktop-only community add-ons, bring-your-own-key
PlatformsNative macOS app (macOS 14+)Windows, macOS, Linux, iOS, Android, web review
Data storageLocal SQLite + files in your private iCloud containerLocal SQLite; free AnkiWeb sync or self-hosted sync
Source ingestionAutomatic: articles, papers, podcasts, books, YouTube, X postsNone — cards only; you author or import decks
Review methodFeynman-technique dialogue: explain it back, AI probes gapsSelf-graded flashcards (Again/Hard/Good/Easy), SM-2 or FSRS
AdaptivityAI rephrases, follows up on weak spots, asks whyCards are static; scheduling adapts, questions don't
ExportFiles in your iCloud Drive; SQLite you can openExcellent: .apkg/.colpkg/plain text, open format

Pricing verified July 2026 — see apps.ankiweb.net.

Pricing: neither one is a subscription

This is one comparison where the funding models agree: nobody is billing you every month. Anki is free (or $24.99 once on iOS). FeynmanLM is free to download — there's no purchase and no trial to run out — and you pay only for the AI you actually run, out of a prepaid balance topped up through Stripe. New accounts start with $5 of AI on the house.

There are two ways to spend that balance, and you can mix them. Use the in-app Chat with any model you like and you're billed that provider's own API list price plus a 15% margin, metered on the exact cost the provider reports. Or connect the Claude, ChatGPT, Gemini, or Grok subscription you already pay for over MCP and it's 1¢ per tool call — your subscription covers the thinking, the cent covers reading and writing your library. Anki, of course, charges nothing to run at all, because it has no AI to bill you for.

Where Anki is better

  • Cost and platform reach. Free almost everywhere — Windows, Linux, and Android included — and it will never send you an AI bill, because there's no AI in it.
  • Rote memorization at scale. For vocabulary, anatomy, drug names, dates — thousands of discrete facts — self-graded flashcards with FSRS scheduling are the proven tool.
  • Shared decks. Decades of community decks (med school, languages) you can download and start reviewing today.
  • Total ownership. Open source, local files, self-hostable sync. The strongest possible longevity story.
  • Zero AI dependency. Works offline forever, no API keys, no cloud anything.

Where FeynmanLM is better

  • Understanding, not recognition. Anki asks "do you remember this card?" and you grade yourself. FeynmanLM asks you to explain the concept from scratch while an AI tutor with the full source text checks your explanation, probes gaps, and asks follow-ups. Static cards can't probe a gap they don't know about — see Why Quizzing?
  • No card authoring. Anki's hidden cost is the hours spent making good cards. FeynmanLM skips the authoring step entirely: the source itself is the study material, and questions are generated fresh from it every session.
  • Sources flow in automatically. Safari reading list, Apple Podcasts follows, PDFs, papers, books, YouTube — FeynmanLM tracks what you actually consume. Anki has no concept of a source.
  • A study planner, not just a review queue. The weekly Schedule assigns sources to days and tracks completion and review history — closer to a study system than a card queue.
  • Modern native Mac experience. Reader, Read Aloud, in-app Chat — versus Anki's famously dated UI.

Which should you choose?

Choose Anki for high-volume rote memorization — exams with thousands of facts, language vocabulary — especially on Windows, Linux, or Android, or if you want a zero-cost, zero-cloud tool that will outlive every startup.

Choose FeynmanLM if your problem is the flood of articles, papers, podcasts, and books you consume and forget — and you want to be tested on real understanding without spending evenings authoring flashcards.

They're complementary: several FeynmanLM users keep Anki for pure memorization and use FeynmanLM as the comprehension loop over their reading.