Desktop Starter Pack/med-school-app-agent

Medical School Applications

The application review a $10,000 consultant sells, as a workspace. River reads your essays and comments in the margin, finds the red flags a screener will find, builds a school list from your real MCAT, GPA, and state of residence, and interviews you from your own file.

Use this Desktop Read the README

12 playbooks
5 automations
8 docs & sheets
1 space rule
Free

A real capture. River reads the whole draft, then leaves comment threads on the paragraphs — twelve to twenty-five of them. Your prose is untouched unless you name a passage and ask for a rewrite.

How it works

Open this Desktop
A free account, and the whole space below provisions itself into it — folders, playbooks, and automations already wired together.
Paste in whatever content you currently have
A résumé, a half-written personal statement, a list of activities, your MCAT and GPA. Messy and partial is fine — the agent files it and asks about the rest.
Run the review skill
Comments land in the margin of your draft, the audit ranks what a screener will stop on, and the school list comes back built from your real numbers.

README.md

Medical School Application

This space does what a good admissions consultant does, minus the calendar. It reads your essays and comments in the margin, finds what a screener will stop on, builds a school list from your real numbers, writes your Work and Activities entries to the character limit, and interviews you from your own file.

What it will not do is write your application for you. Essay reviews leave comment threads on your paragraphs and leave your prose alone. Where River drafts something, it says so, and hands it to you to rewrite in your own words.

Getting started

There is no setup form and no import format. Bring whatever you already have — a résumé, a half-finished personal statement in Google Docs, a list of activities in your Notes app, MCAT and GPA numbers you have never written down in one place. Messy is fine and partial is fine. The agent reads what you give it, files it into the folders below, fills in the docs, and asks about whatever is missing rather than guessing.

Once your desktop opens, paste straight into the chat or drag files onto the desktop. Both work, and you can keep adding as the cycle goes on.

Then, roughly in this order:

Fill in your Applicant Profile. MCAT sections, both GPAs, state of residence, citizenship, and hours. Every playbook reads it first, and a school list built without it is a school list from a forum.
Empty everything into the Experience Bank. Choosing fifteen entries out of thirty is a much easier problem than inventing fifteen out of four. Experience Logger turns one sentence in chat into a tagged entry, so keep using it through the cycle.
Paste your personal statement and run Essay Review. Comments come back in the margin, worked through six dimensions: opening, show-versus-tell, why medicine, structure, voice, and economy. Highest- value fifteen minutes in the space.
Run Red Flag Audit before you finalize the list, then Build My School List, then Mock Interview once invitations start arriving.

What it checks

In an essay: every abstract virtue claim — resilience, compassion, service — against a concrete experience in your bank that would actually earn it, or a flag because none does. Machine cadence: uniform paragraph lengths, metronomic rhythm, conclusions that only restate. And character counts against the real limits — 5,300 for the personal statement, 1,325 for most-meaningful entries, 700 for activities.

In the application: GPA trend and direction, science versus cumulative, MCAT floors per school rather than totals, clinical and non-clinical hours against the schools on your list, timeline gaps, and any institutional action you disclose. Each flag is ranked by what it actually costs you, and some come back marked leave alone — over-explaining a minor flag in a personal statement is more expensive than the flag.

What it will not do

Rewrite your essay because you asked for a review. Rewrites happen when you name the passage.
Attach a comment to an arbitrary phrase. Threads land on paragraphs, and they are comments — not tracked changes you accept or reject.
Invent a median, a secondary prompt, a program name, or your hours. Uncertain school data comes back marked estimated, for you to verify.
Predict a decision or speak for any school. River has no relationship with the AAMC, AMCAS, TMDSAS, or any medical school, and it does not replace your pre-health advisor or committee.

Who it's for

First-time applicants — a calibrated list, an essay that survives an honest read, and fifteen entries that fit.
Reapplicants — the committee mock review and red-flag audit answer what actually went wrong, before another $3,000 of fees.
Non-traditional applicants and career changers — where your record contradicts your stated motivation, and where it supports it.
Gap-year applicants — log experiences as they happen instead of reconstructing two years of hours in June.
MD-PhD applicants — research-weighted tiering and the significant-research-experience essay.
DO and international applicants — honest advice on whether DO programs fit your numbers, and eligibility screened against your citizenship status before you pay a fee.

Contents26 files · 6 folders

Medical School Application/The space that lands in your account

WelcomeHow the space works, start to finishDoc

Setup/Read first — your numbers and the ruleFolder

Applicant ProfileMCAT sections, both GPAs, residency, citizenship, hoursDoc

Comment, don’t ghostwriteSpace rule — every essay task reads it firstRule

Applications/Your experiences, the audit, and the committee readFolder

Experience BankEvery activity, AMCAS-tagged — the source for every essayDoc

Work & Activities DescriptionsAll fifteen entries, each under 700 charactersPlaybook

Red Flag AuditRanked by severity, including what to leave alonePlaybook

Committee Mock ReviewEight scores and the decision it would argue forPlaybook

Secondary Blitz PlanEvery prompt grouped into reusable coresPlaybook

Letters of Recommendation PlanWho to ask, and the packet they need from youPlaybook

Post-Submission & Waitlist StrategyUpdate letters, and the one letter of intentPlaybook

Experience LoggerDescribe an activity in chat, it files itselfAutomation

Essays/The drafts, and the comments that land in the marginFolder

Personal StatementYour working draft, where the comment threads landDoc

Essay Review — Inline CommentsThe paragraph-by-paragraph read across six dimensionsPlaybook

Authenticity & Cliché CheckGeneric, borrowed, and machine-cadenced linesPlaybook

Grammar & Mechanics PassComments on every error, fixes none of themPlaybook

Why This School EssayFrom verified programs, paired to your experiencesPlaybook

Personal Statement CoachFive dimension scores on a full draftAutomation

Secondary DrafterPaste a prompt, get a draft from your own materialAutomation

Research/The list, and what is actually true about each schoolFolder

School ListTiers, deltas against each median, and statusSheet

Target SchoolsLong-form research notes, one section per schoolDoc

Build My School ListTiered against your stats, residency, and citizenshipPlaybook

School ResearcherName a school, get a structured profile backAutomation

Interviews/Practice from your own file, scored and loggedFolder

Interview PrepCore stories, red-flag answers, and session logsDoc

Mock InterviewTraditional, panel, or MMI — one question at a timePlaybook

Timeline/Deadlines, letters, interviews, decisionsFolder

Application TimelineEvery date in the cycle, in one placeDoc

Timeline DigestSundays 5pm — what is due and what has gone quietAutomation

The rest of the cycle

Fictional applicant. Real behavior — including the schools it tells you not to pay for.

**Red Flag Audit**Ranked by what a screener actually stops on — including the flags to leave alone.

**School List**Tiered against your real MCAT sections, both GPAs, and your state of residence.

**Work & Activities**All fifteen entries, each under the limit, with the exact count shown.

**Mock Interview**One question at a time, with the follow-up a real interviewer asks when an answer is vague.

Common questions

Is it cheating to have AI review my medical school essays?

Having a reader give you feedback is what every applicant with a good pre-health advisor already does, and it is why consultants exist. Submitting writing that is not your own is the line — which is why River's default essay review uses a comment tool rather than rewriting your draft. Feedback lands in the margin; what you submit is what you wrote. Where River drafts anything, it is labeled a draft for you to rewrite in your own words.

Will schools be able to tell I used AI on my application?

If AI wrote your essay, quite possibly — flattened rhythm and generic abstraction are exactly what experienced readers notice, and detection tools are unreliable in both directions. River is designed for the opposite outcome: the Authenticity & Cliché Check flags lines that read as machine-written or borrowed, and marks the lines that sound most like you so revision does not sand them off. The essay you submit is the one you typed.

How does the inline commenting actually work?

You paste your draft into a River document. When you run an essay review, the agent reads the document, then attaches comment threads to specific paragraphs — the same mechanism as a comment you would leave yourself. Commented passages are highlighted in the draft and each thread appears in a Comments panel beside it, attributed to River. You reply, resolve, or delete them. Your text is not modified unless you ask for a rewrite of a named passage.

Can River rewrite a sentence if I actually want it to?

Yes. Ask for that specifically and name the passage. River will rewrite the sentence or paragraph you pointed at and tell you what it changed. What it will not do is quietly rewrite beyond that scope, or treat "review this" as permission to edit the whole essay. The default for a review is feedback.

What does the red flag audit look at?

GPA trend and any single bad term, science versus cumulative GPA, MCAT total and section-level scores against each school's floors, clinical and non-clinical hours, longitudinal commitment, research relative to the schools on your list, timeline gaps, leaves of absence, reapplicant status, and any institutional action you disclose. It ranks them by real severity and tells you which ones to leave alone — over-explaining a minor flag in a personal statement costs you more than the flag does.

Where does the school data come from?

Live web research against school-published class profiles, curriculum pages, and AAMC-derived figures, calibrated to the MCAT, GPA, residency, and citizenship status in your Applicant Profile. Figures are marked estimated when uncertain and noted when they are from a prior cycle. If you have MSAR access, River will ask you to confirm medians rather than relying on secondhand numbers. Always verify before you pay a fee.

How is this different from paying an admissions consultant?

Consultants are worth what they charge for judgment — knowing what a screener stops on, which schools are realistically in reach, which sentence is doing no work. This space runs that judgment on demand instead of in scheduled sessions, on your whole application rather than the two essays you bought hours for, and at any hour in June when your secondaries all arrive at once. What it does not give you is a human who has sat on an admissions committee. Many applicants use both.

Does it work for DO, MD-PhD, and international applicants?

Yes. School tiering accounts for MD versus DO, weights research for MD-PhD programs, and screens school eligibility against your citizenship status before you spend a fee. If your numbers point toward DO programs and you have not considered them, River will raise it directly rather than avoiding the conversation.

Do I need to pay to use it?

You need a free account. The link on this page takes you to sign up, then provisions a fully configured workspace you can keep. No paid plan required to start.

Get the honest read on your application

Paste a draft and find out what a reader who has already read forty essays today would actually think — with the feedback in the margin and your words under your control.

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