Skopos Get launch updates

In development for Windows and Mac

Your MCAT study, planned every day to test day.

Skopos is a free desktop study app for the MCAT. It builds each day around your exam date, teaches from open textbooks, tests you with exam-format questions and brings every flashcard back shortly before you would forget it.

A one minute film of the real app: the daily plan, exam-format questions, explanations, flashcards, textbook sources, progress and practice exams.
  • 4.87 / 5Explanation quality in a blind review, against 4.10 for UWorld
  • 4.60 / 5Flashcard accuracy in a blind review of 96 cards
  • FreeDoes not require an account or a subscription
  • LocalStudy data stays on your computer, in an encrypted database

Features

One app for the whole study day.

Reading, questions, flashcards and practice exams sit in one plan. Press Start and the next thing is ready.

The Plan screen offering ways to catch up after a missed day

Plan

A plan for every day until the exam.

Skopos builds a day-by-day schedule from your exam date and the hours you have, with catch-up and rest days. Miss a day and it offers three ways back: catch up slowly, study longer each day, or move the exam date.

The plan is not stored. It is recalculated from your real progress every time, so it does not go stale.

A passage-based question in the exam layout, with highlight, strikethrough and a periodic table

Questions

Laid out like the real exam.

Passage-based questions in the AAMC format, with figures, equations and a clock. The toolbar has highlight, strikethrough, flag for review and the periodic table, as in the official test layout.

An answered question showing why the chosen answer is wrong and why the correct one works

Explanations

Get one wrong, and it walks you through why.

Every wrong answer is explained step by step: why the option you chose does not hold, and why the correct one works. In a blind review, these explanations scored 4.87 out of 5.

The back of a flashcard with its answer, reasoning and source figure, and the four rating buttons

Flashcards

Each card returns before you would forget it.

Rate how well you knew a card and Skopos schedules the next review with FSRS, an open spaced-repetition algorithm. Each button shows when the card will come back.

Anki decks import and export. A deck of over 6,000 notes imports in under 30 seconds.

The built-in reader showing the OpenStax textbook section behind a topic

Sources

Every card traces back to the textbook.

Science content comes from OpenStax textbooks. Each card shows the section it came from, and every textbook figure carries its source and licence. The built-in reader opens the full section.

The Progress screen listing topics that are starting to fade

Progress

See what is starting to fade.

Progress shows how much of each topic you are likely to remember today, and which topics need a review. One button turns that list into a short session.

The practice exam dialog with full-length, half and single-section options

Practice exams

Timed, full length or one section.

Sit a full-length exam or a single section under exam conditions, with timed breaks and no going back to a closed section. Plan one for a set day and it joins your schedule.

Try a card

Real cards from the app.

Read the question, recall the answer, then flip the card. Select a card or press Enter or Space to flip it.

These eight cards come from the starter set that ships with the app. Each one passed the automated card checks and a separate review. B/B is biology and biochemistry, C/P is chemistry and physics, P/S is psychology and sociology.

Try a passage

Work through a real passage.

Two passage sets written by the Skopos question generator, one in chemistry and physics and one in critical analysis and reasoning. Every question passed the generator's checks, and five of the eight also passed a blind read by two reviewers. Choose an answer to see the explanation the app gives.

C/PHydrostatic Pressure and Fluid Column Dynamics4 questions

Hydrostatic Pressure and Fluid Column Dynamics

Hydrostatic pressure reflects the force per unit area exerted by the weight of a static fluid column. In medical applications such as open-tube manometers and intravenous (IV) infusion lines, the hydrostatic gauge pressure generated by a fluid column of height h and density ρ under gravitational acceleration g is expressed by Equation 1. Because the free surface of the fluid in these open systems is exposed to the atmosphere, atmospheric pressure acts on that surface, so the absolute pressure at depth h equals the gauge pressure plus atmospheric pressure, as defined by Equation 2.

In Experiment 1, researchers measured the hydrostatic gauge pressure (Pg) at various depths h below the open fluid surface within vertical cylindrical columns open to the atmosphere (Patm = 1.01 × 105 Pa, g = 9.8 m/s2). Two test fluids were evaluated: normal saline (ρ = 1.00 × 103 kg/m3) and an iodinated radiographic contrast solution (ρ = 1.36 × 103 kg/m3). As Table 1 shows, gauge pressure was recorded at depths of 0.25 m, 0.50 m, and 1.00 m.

In Experiment 2, researchers connected the saline reservoir to a compliant vessel simulator maintained at an internal venous gauge pressure of 2400 Pa (equivalent to approximately 18 mm Hg). The vertical height of the reservoir's fluid surface above the vessel entry point was adjusted incrementally to determine the minimum height required to initiate flow from the reservoir into the vessel. Fluid entry into the vessel commenced only when this vertical height equaled or exceeded 0.245 m.

Table 1. Hydrostatic Gauge Pressure at Varying Column Depths
FluidDensity (kg/m3)Depth h (m)Gauge Pressure Pg (kPa)
Saline1.00 × 1030.252.45
Saline1.00 × 1030.504.90
Saline1.00 × 1031.009.80
Contrast agent1.36 × 1030.253.33
Contrast agent1.36 × 1030.506.66
Contrast agent1.36 × 1031.0013.33

Pg = ρ g h

Equation 1

Pabs = Pg + Patm

Equation 2

Adapted from College Physics, OpenStax, CC BY 4.0.

Question 1 of 4. A researcher suspects that the cylindrical shape of the columns used in Experiment 1 affected the hydrostatic gauge pressure results. To evaluate this hypothesis while isolating container geometry as the independent variable, the researcher should:
Question 2 of 4. If the researchers in Experiment 2 replaced the normal saline solution with the iodinated contrast agent evaluated in Experiment 1, what minimum reservoir height above the vessel entry point would be required to initiate flow into the vessel simulator?
Question 3 of 4. Based on Equation 2 and Table 1, what was the absolute pressure at a depth of 1.00 m in the saline column during Experiment 1 (note: 1 kPa = 103 Pa)?
Question 4 of 4. According to Equation 1 and Table 1, how does the hydrostatic gauge pressure change when depth within the contrast agent column increases from 0.50 m to 1.00 m?
CARSThe Lamp and the Scar4 questions

The Lamp and the Scar

Most people who care about old buildings assume that decay is the enemy and that the craftsman who replaces a rotten lintel does the same kind of good as the physician who sets a bone. The assumption is generous, and it is mistaken. A building is not merely a shape that happens to be old; it is a shape that carries the evidence of its own making and of every season it has survived, and that evidence cannot be restored once it has been removed.

Consider what happens when a weathered cornice is cut away and a fresh stone is set in its place. The new block may match the old in profile and in colour. It will not match it in the one quality that mattered: it was not cut by the hands that cut the rest, in the year the rest was cut, to do the work the rest was doing. What the visitor now sees is a modern object wearing an old building's face, and the substitution is hardest to detect exactly where it is most complete.

Defenders of the practice answer that the alternative, watching a building come apart, betrays the very object they claim to love. This is the strongest objection, and it deserves an answer rather than a shrug. In part it is right: grime is not patina, a leaking roof ruins the plaster beneath it, and a masonry wall left to drink water will not be preserved by reverence. Maintenance is not surrender. A building kept in repair, re-pointed and drained and re-roofed, is still the building, because repair keeps what is there instead of substituting for it.

The difficulty begins where maintenance ends. At some point a wall is no longer a wall but a pile of stones agreeing to stand, and then the choice is not between the original and a copy. It is between a dignified end and a counterfeit that will be mistaken for the original for a century. The counterfeit is worse, because it destroys the possibility of honest mourning. A ruin tells the truth about time; a restored ruin tells a comfortable lie, and the lie is told in the building's own voice.

Consider the great houses that have been rebuilt wing by wing, each generation quietly replacing what the last had saved. Stand in the courtyard and you see a building older than any of its parts. The guide will give you its date, and the date will be false. Nothing was lost in a single blow; everything was lost by degrees, which is how most losses of this kind happen. Each repair was defensible on its own, and the sum of defensible repairs was a new building with an old reputation.

What the building deserved was attention rather than resurrection. The honest duty is modest and continuous: keep the weather out, keep the mortar sound, and when the structure finally fails, let it fail visibly, so that the record it carried is not confused with the copy that replaced it. To save an appearance is not to save a building. Restoration destroys more completely than neglect, because neglect leaves a true thing broken while restoration leaves a false thing whole.

Question 1 of 4. The passage's central argument is that
Question 2 of 4. In calling a restored ruin a counterfeit, the author chiefly means that it:
Question 3 of 4. The author describes great houses rebuilt wing by wing in order to:
Question 4 of 4. Suppose a survey found that visitors to a restored hall report a stronger sense of the building's history than visitors to an unrestored one. If the finding is sound, it would

Research and evidence

Built on how memory works, and tested blind.

Skopos uses learning methods with strong research support. Its content is tested blind against the materials students already use.

Spaced repetition

Reviews spread over time are remembered longer than the same reviews crammed together. Skopos schedules every card with FSRS, so each one returns at the point it is about to fade.

Cepeda, Pashler, Vul, Wixted and Rohrer (2006), Psychological Bulletin. Cepeda and colleagues (2008), Psychological Science.

Retrieval practice

Pulling an answer from memory strengthens it more than reading it again. New topics are taught in short parts, each followed by recall prompts, then practised with cards and questions.

Bjork and Bjork (2011), Making things hard on yourself, but in a good way, in Psychology and the Real World.

Rest that is planned

Memory consolidates between sessions, and long unbroken stretches add errors. Rest days and breaks are scheduled by clear rules, each with its stated reason and the research behind it.

Rasch and Born (2013), Physiological Reviews. Ackerman and Kanfer (2009), Journal of Experimental Psychology: Applied.

Every item traced to its source

Every science question and card starts from one section of an OpenStax textbook. Anything that cannot be traced back to its section is discarded.

  1. Source first. One textbook section per item.
  2. Blueprint. The skill tested and the mistake each wrong answer is built to catch.
  3. Blind solve. A separate model answers without the key. A miss removes the question.
  4. Grounding check. Every fact the answer depends on must appear in the source.
  5. Rules in code. Format, option letters, giveaway wording and duplicates.
  6. Measured against the exam. Each batch must sit within the real exam's mix of skills and difficulty.

Questions, scored blind

Biology and biochemistry questions mixed with AAMC and UWorld items, sources hidden, scored 1 to 5 by two independent raters.

Flashcards, scored blind

96 cards across six topics, presented identically without labels, scored 1 to 5 by two independent raters.

How the review was run

  • Items from each source were mixed together and shown without labels, so raters could not tell where an item came from.
  • Two independent raters scored every item from 1 to 5 on each measure.
  • Each round of testing fed the next version of the generator. The previous flashcard generator scored 1.94 for depth, and the rebuilt one scored 3.02.
  • The design was benchmarked against 13 published and commercial question generation systems.
View the scores as a table
Blind review scores out of 5
QuestionsSkoposUWorldAAMC
Explanation4.874.103.08
Answer key4.734.803.78
Reasoning4.915.004.53
Reads like the exam4.965.004.95
FlashcardsSkoposMileDownAnKing-style
Correct4.603.923.56
Depth3.022.132.71
Pictures3.833.352.35
Study value3.793.022.81

How Skopos differs

Your study data stays on your computer.

Most study apps today are cloud subscriptions tied to one AI service, and they keep your data on their servers. Skopos takes the opposite approach.

The usual approach

  • An account before you can study
  • Study history stored on the company's servers
  • One cloud AI service, chosen for you
  • Requires a connection to work

Skopos

  • Does not require an account
  • Study data stays on your computer, in an encrypted SQLCipher database
  • Six AI providers, including one that runs on your own computer
  • Works fully offline

Local and encrypted

Study records sit close to health information, and that kind of data should not leave your computer without your say. Skopos does not use cloud storage. Data does not leave the computer unless you turn that on.

An AI router that puts you first

AI features are optional and use your own key. Skopos works with Anthropic, OpenAI, Google Gemini, Mistral, Groq and Ollama, which runs models on your own computer. A router picks the model for each task within the provider, quality setting and spending limit you chose. If no model meets every need, it tells you plainly and says what would fix it.

Built by

Prabodha (Bodi) Rajamanthri

Bodi leads Skopos from Winnipeg. He defines the requirements and quality standards, designs the interface and tests every release. His biochemistry degree lets him verify the science content directly.

The code is written by a team of AI coding agents, Claude Code and OpenAI Codex, each with a defined role in planning, building, design or review. Bodi sets the rules and the review process they work to.

Read the case studyLinkedIn

  • 2,100+automated test files, including end-to-end tests that drive the real app
  • Yearsof study simulated on the real encrypted database, with missed days, rest days and exam date changes
  • 100,000cards loaded in a single run to test scale
  • One ownerfor every rule, so the home screen, sessions and planner always agree

FAQ

Common questions.

Is Skopos free?

Yes. Skopos is free, and it does not require an account.

When can I use it?

Skopos is in development, with its first release planned for pre-med students at the University of Manitoba. Select Get launch updates to hear when it is ready.

What does it run on?

Skopos is a desktop app for Windows and Mac. It works fully offline.

Do I need an AI key?

AI features are optional. When you use them, they run on your own key with the provider you choose, or on your own computer through Ollama.

Where does the content come from?

Science content comes from OpenStax textbooks, and every science question and card traces back to the section it came from. Reading passages are written by the Skopos generator and checked by the same quality gates.

Can I bring my Anki decks?

Yes. Skopos imports and exports Anki decks. A deck of over 6,000 notes imports in under 30 seconds.

Where is my study data kept?

On your computer, in an encrypted database. Skopos does not send it anywhere unless you turn that on.

Is Skopos affiliated with the AAMC?

No. MCAT is a registered trademark of the Association of American Medical Colleges. Skopos is not affiliated with or endorsed by the AAMC.

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