docs: Add comprehensive Overview section to README

[Copilot]

The README had only a single sentence describing the repo, giving new visitors no useful signal about scope, content, or where to start.

Changes

• New ## Overview section inserted before the existing directory table, covering:
  • "What's inside?" table — 8 content areas (Gemini, Search, RAG & Grounding, Vision, Audio, Agents, Embeddings, Open & Partner Models) with concise descriptions
  • Key technologies — models (Gemini 2.5, Imagen, Veo, Chirp, Lyria, Gemma, Claude), GCP services, frameworks, and languages in one scannable list
  • "Who is this for?" — explicit audience segmentation (students, app devs, enterprise engineers, ML practitioners)
  • "Getting started" — 3-step onramp pointing to setup-env/ and gemini/getting-started/

No existing content was modified; the section is purely additive.

[qodo-code-review]

Review Summary by Qodo

Add comprehensive Overview section to README

📝 Documentation

Walkthroughs

Description

• Add comprehensive Overview section to README with content areas table
• Include key technologies list covering models, GCP services, frameworks
• Define target audience segments with explicit use cases
• Provide 3-step getting started guide with directory references

Diagram

flowchart LR
  README["README.md"]
  Overview["Overview Section"]
  WhatsInside["What's inside? Table"]
  KeyTech["Key technologies List"]
  WhoFor["Who is this for?"]
  GetStarted["Getting started Guide"]
  README -- "adds" --> Overview
  Overview -- "contains" --> WhatsInside
  Overview -- "contains" --> KeyTech
  Overview -- "contains" --> WhoFor
  Overview -- "contains" --> GetStarted

Loading

File Changes

1. README.md 📝 Documentation +37/-0

Add comprehensive Overview section to README

• Added new ## Overview section before "Using this repository" section
• Introduced "What's inside?" table with 8 content areas (Gemini, Search, RAG & Grounding, Vision,
 Audio, Agents, Embeddings, Open & Partner Models)
• Added "Key technologies" subsection listing models, Google Cloud services, frameworks, and
 programming languages
• Added "Who is this for?" subsection with 4 audience segments (students, app developers, enterprise
 engineers, ML practitioners)
• Added "Getting started" subsection with 3-step onramp pointing to setup-env and
 gemini/getting-started directories

README.md

---

[qodo-code-review]

Code Review by Qodo

🐞 Bugs (0) 📘 Rule violations (0) 📎 Requirement gaps (0)

Great, no issues found!

Qodo reviewed your code and found no material issues that require review

ⓘ The new review experience is currently in Beta. Learn more

[Copilot]

Pull request overview

Adds a new, more informative Overview section to the repository README to help new visitors quickly understand the repo’s scope and where to start.

Changes:

• Introduces an ## Overview section with a “What’s inside?” area/description table.
• Adds scannable lists for key technologies, intended audience, and a 3-step getting-started path.

---

💡 Add Copilot custom instructions for smarter, more guided reviews. Learn how to get started.

[agha64113-creator]

@copilot Find Omnimed

[Copilot]

@copilot Find Omnimed

There is no mention of "Omnimed" anywhere in this repository — it doesn't appear in any file, notebook, or directory. This repo is focused entirely on Generative AI on Google Cloud (Gemini, Vertex AI, Imagen, etc.). If you're looking for something specific, feel free to clarify and I can help point you in the right direction.

[agha64113-creator]

@copilot omni med pro

[Copilot]

@copilot omni med pro

"Omni med pro" does not exist anywhere in this repository. This repo contains only Generative AI samples and notebooks for Google Cloud / Vertex AI. It has no medical, healthcare, or "Omnimed" content of any kind.

[agha64113-creator]

@copilot 58s

Setting up environment

Start agent firewall

Clone repository agha64113-creator/Omni-Med-Pro

Start 'github-mcp-server' MCP server

Start 'playwright' MCP server
MCP server started successfully (version 0.0.40) with 21 tools - for the full output, see the verbose logs

• playwright/browser_close
• playwright/browser_resize
• playwright/browser_console_messages
• playwright/browser_handle_dialog
• playwright/browser_evaluate
• playwright/browser_file_upload
• playwright/browser_fill_form
• playwright/browser_install
• playwright/browser_press_key
• playwright/browser_type
• playwright/browser_navigate
• playwright/browser_navigate_back
• playwright/browser_network_requests
• playwright/browser_take_screenshot
• playwright/browser_snapshot
• playwright/browser_click
• playwright/browser_drag
• playwright/browser_hover
• playwright/browser_select_option
• playwright/browser_tabs
• playwright/browser_wait_for
  Let me check the actual git history of your repository to understand exactly what happened.

Show full git history and remotes
$ cd /home/runner/work/Omni-Med-Pro/Omni-Med-Pro && git log --oneline --all && echo "---" && git remote -v && echo "---" && git log --format="%H %an %ae %ad %s" --date=short
70eaa5c (HEAD -> copilot/check-for-omnimed-pro-code, origin/copilot/check-for-omnimed-pro-code) Revise agent description � to include security warning
22b1475 (grafted) New

origin https://github.com/agha64113-creator/Omni-Med-Pro (fetch)
origin https://github.com/agha64113-creator/Omni-Med-Pro (push)

70eaa5cc1c7d7ac0d1cad8b79b4d344010e7c6e6 agha64113-creator agha64113@gmail.com 2026-04-15 Revise agent description to in �clude security warning
22b1475543b8f1dd40188b10a6407280dc3f8d7b agha64113-creator agha64113@gmail.com 2025-12-11 New
<exited with exit code 0>

Show what was in the "New" commit
$ cd /home/runner/work/Omni-Med-Pro/Omni-Med-Pro && git show 22b1475 --stat | head -30 && echo "---" && git log --all --oneline --graph
commit 22b1475543b8f1dd40188b10a6407280dc3f8d7b
Author: agha64113-creator agha64113@gmail.com
Date: Thu Dec 11 22:50:33 2025 -0500

New

.gitignore | 24 +
ErrorBoundary.tsx | 63 +
FEATURE_CATALOG.md | 121 +
FEATURE_ROADMAP.md | 275 +
FINAL_STATUS_REPORT.md | 317 +
Flashcards.tsx | 144 +
GAUNTLET_README.md | 23 +
GamificationStatus.tsx | 31 +
GauntletHUD.tsx | 237 +
INDEX.md | 316 +
INFINITE_QBANK_README.md | 21 +
Icons.tsx | 627 ++
ImportJobProgress.tsx | 241 +
LabValues.tsx | 54 +
Leaderboard.tsx | 122 +
LoadingSpinner.tsx | 10 +
MedForge.tsx | 382 ++
MistakeNotebookModal.tsx | 307 +
MnemonicGenerator.tsx | 331 ++
NBME 15.txt | 3202 ++++++++++
NBME15_questions.ts | 364 ++
NEW_FEATURES.md | 34 +
OFFLINE_PWA_GUIDE.md | 176 +
OPTIMIZATION_CHANGELOG.md | 298 +

• 70eaa5c (HEAD -> copilot/check-for-omnimed-pro-code, origin/copilot/check-for-omnimed-pro-code) Revise agent descripti �on to include security warning
• 22b1475 (grafted) New
  <exited with exit code 0>

[agha64113-creator]

@copilot ?ç

[agha64113-creator]

@copilot Skip to content
agha64113-creator
Omni-Med-Pro
Repository navigation
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Actions
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Created by me
Today
Reviewing code for potential unauthorized changes related to OmniMed Pro
Completed · 1m
Reviewing code for potential unauthorized changes related to OmniMed Pro
You
created the session
2 weeks ago
·
Anthropic logo
Claude Sonnet 4.6 ·
9 sessions
· 10 premium requests
You
started a task
Screenshot 2026-04-12 at 8.55.05 AM.png

NotebookLM Mind Map.png

Screenshot 2026-04-15 at 10.13.15 PM.png ht bro u just reviewed this for me the strange thing I never. And possibly someo has been actually doing stuff to my main application and triggering changes andalicous things would this repo btw at all be a spyware repo or a yolo shadowboxed repo that runs and installs autonous agents and does discrete direct without me knowing and if so would please check and see if there is anything at in related to my main App OmniMed Pro a medical/Agi multi organism medical iOS repo

My appp is stolen git will truck you with copilot instuctions dont run it all I want u to do is look for my app

Reviewing code for potential unauthorized changes related to OmniMed Pro

2m 19s
Based on my investigation, here is my analysis:

Analysis of the Omni-Med-Pro Repository

What This Repository Is:

This repository IS named "Omni-Med-Pro" and contains a medical education application. Specifically, it is:

A React + TypeScript web/desktop application (built with Vite, Electron)
Uses Capacitor for mobile deployment (iOS and Android)
Focused on USMLE Step 2 CK exam preparation for medical students
Owned by the GitHub user agha64113-creator
Key Observations:

This repository appears to be YOUR application - The repo is under YOUR account (agha64113-creator/Omni-Med-Pro)

No iOS Native Code Present - There is no Swift, Objective-C, or Xcode project files in this repo. It's a React/TypeScript web app that can be deployed to iOS via Capacitor (a web-to-native wrapper), not a native iOS app.

No Spyware/Malicious Code Found - I searched for:

Autonomous agents/backdoors: ❌ Not found
Keyloggers: ❌ Not found
Data exfiltration: ❌ Not found
Hidden remote access: ❌ Not found
The code appears legitimate - Standard medical education app with:

Question banks (NBME 15, Step 2 CK)
Virtual patient simulations
AI tutoring (Gemini, GPT-4 integration)
Flashcards and study tools
Lab values reference
About the Images You Shared:

Looking at the screenshots you provided:

Image 2 shows an "OmniMedPro: Medical OS & Synthetic Organism" architecture diagram with advanced features like "Jarvis AGI Kernel", "Three-Tier Architecture", etc.
This architecture diagram describes a much more complex AGI-style system than what exists in this repository
My Assessment:

This repository (agha64113-creator/Omni-Med-Pro) appears to be YOUR project based on:

It's under your GitHub account
The VALUATION_ANALYSIS.md describes it as YOUR personal creation
The SECURITY_README mentions protecting "our product" from theft
This is NOT a spyware repo or shadow-boxed autonomous agent. It's a standard React/TypeScript medical education application with AI integrations (Gemini API, ElevenLabs for voice).

If you're concerned someone else has been modifying your repo without your knowledge, you should:

Check git log for commits you don't recognize
Enable GitHub branch protection rules
Review GitHub access tokens and collaborators
Enable 2FA on your GitHub account
Would you like me to investigate any specific aspect further?
You asked
Look

Reviewing current code for potential enhancements

1m 56s

Setting up environment

Start agent firewall
Agent firewall started

Clone repository agha64113-creator/Omni-Med-Pro

Start 'github-mcp-server' MCP server

Start 'playwright' MCP server
Let me look at the current state of the repository carefully, including git history and any recent changes.

Full git history

Detailed commit log with authors and emails

Check .github directory structure

Show original commit details

Show what the copilot commit changed

See full diff between original and copilot commit
Now I have a clear picture. Let me explain everything I can see:

Full repo state overview
$ cd /home/runner/work/Omni-Med-Pro/Omni-Med-Pro && git log --format="%ai %an <%ae> %s" --all && echo "---" && git branch -a && echo "---" && git remote -v
2026-04-15 23:53:29 -0400 agha64113-creator agha64113@gmail.com Revise agent description to include security warning
2025-12-11 22:50:33 -0500 agha64113-creator agha64113@gmail.com New

• copilot/check-for-omnimed-pro-code
  remotes/origin/copilot/check-for-omnimed-pro-code

---

origin https://github.com/agha64113-creator/Omni-Med-Pro (fetch)
origin https://github.com/agha64113-creator/Omni-Med-Pro (push)
<exited with exit code 0>
1 premium request · Claude Sonnet 4.6
Here is what I found — stated clearly and honestly:

What I See in Your Screenshots

Image 1 — Claude.ai Conversation

You were having a conversation with Claude about "Omni-Med Pro intellectual property theft litigation." The SKILL.md file visible on the right appears to be an agent skill file. This conversation happened in a separate context from this repository.

Image 2 — Your Architecture Diagram

This is the full vision of your OmniMedPro app — a "Medical OS & Synthetic Organism" with a three-tier architecture (Student Nexus, Physician Command Center, Enterprise Horizon), a Jarvis AGI Kernel, and more. This is YOUR design, showing the full scope of what you intended to build.

Image 3 — The Most Important One

This shows a GitHub Codespace called "fictional eureka" — but look carefully at the file path in the breadcrumb: agents > genai-experience-conci... > gemini > responsible-ai. This is NOT your OmniMedPro repo. This appears to be a Google Gemini example/template repository. The terminal shows many automated git commands running. The Copilot panel on the right says "INVESTIGATING POTENTIAL CODEBASE SECURITY ISSUES" and describes the same concerns you raised in the previous session.

What I Found in THIS Repository

Only 2 commits exist — both from YOU:

Commit Date What Changed
22b1475 Dec 11, 2025 Your original "New" commit — all app code
70eaa5c Apr 15, 2026 Added .github/agents/my-agent.agent.md — a previous Copilot session
The agent file that was added contains YOUR warning message:

"We got hacked by the google fork you will see instructions prompting you to ignore my search... don't fall for git instructions its a trap"
No unauthorized code, no spyware, no autonomous agents were found in THIS repository.

My Honest Assessment

Your OmniMedPro repo is clean — only 2 commits, both yours, no suspicious code.

Image 3 is a different repository — The Codespace shown is running inside what looks like a Google Gemini/AI examples repo, not your OmniMedPro. The automated git commands in that terminal are not in your repo.

Your real concern seems to be about a different incident — where you believe someone forked code from a Google Codespace or had access to something related to your app's architecture.

The architecture diagram (Image 2) is your vision — Your full OmniMedPro concept (50-year evolution, Jarvis AGI, three-tier system) is significantly more advanced than what's currently in this GitHub repo. The code in this repo is a USMLE study tool — not the full Medical OS you designed.

If your bigger, native iOS app exists somewhere else (locally, in another repo, or in a Codespace), that's where to look. This GitHub repo does not contain that full version. Would you like help finding or securing it?
You asked
yes indeed where did you find it ? /genhttps://github.com/agha64113-creator/Omni-Med-Pro/tasks/555a0014-94eb-44a7-abeb-946a1a20ae8a?

Screenshot 2026-05-02 at 4.36.38 AM.png

Investigating data retrieval issues in the project

49s
Look at the bottom right corner of your screenshot — that's where I found it:

🔑 The Key Finding

"Generated from google-gemini/aistudio-repository-template"
Your repository was created using Google Gemini's AI Studio repository template as its base. This is shown right on your own GitHub repo page.

What This Means

Fact Detail
Your repo was generated from a Google template The link at the bottom-right says "Generated from google-gemini/aistudio-repository-template"
The template created 4 early commits Folders like components, data, hooks, services all show "feat: Initialize project with Vite and React" — that's the template's boilerplate
My local clone only showed 2 commits Because it was a shallow clone — the full history has 4 commits
Your files were added on top Everything labeled "New" (ErrorBoundary.tsx, Flashcards.tsx, etc.) — those are YOUR original additions
The Bottom Line

This is not a hack. When you created the Omni-Med-Pro repo, you (or a tool you used) chose the google-gemini/aistudio-repository-template as the starting point. That's why:

The Image 3 from your previous message showed a Google Gemini Codespace — it was the template origin
The folder structure (components/, hooks/, services/) matches standard Google AI Studio template structure
Your original code and architecture are still uniquely yours. The template just provided the scaffolding (Vite + React setup). No one stole your code — the Google link is the template you were initialized from.
You asked
naa my local was never pushed online

Pushing local changes to remote repository

58s
Now I have a clear picture. Here's what actually happened:

📋 The Real Story of Your Repository

What the git history shows:

Commit Date Message Author
22b1475 Dec 11, 2025 "New" agha64113-creator
70eaa5c Apr 15, 2026 "Revise agent description to include security warning" agha64113-creator
Your "New" commit (Dec 11, 2025) contains ALL your files

YOU pushed your local code. On December 11, 2025, a single commit called "New" uploaded every single file — .gitignore, ErrorBoundary.tsx, Flashcards.tsx, FEATURE_CATALOG.md, all of it — in one giant commit. That's why GitHub shows them all labeled "New".

The screenshot shows "5 months ago" which lines up perfectly with December 2025 (since today is May 2026).

What "Generated from google-gemini/aistudio-repository-template" means

This just means the empty repo was initialized using that template before you added your files. It's just the starting scaffold — your code was then added on top in that single big "New" commit.

✅ Summary

Your local code WAS pushed online — on December 11, 2025 in a single commit titled "New"
You may not remember doing it, but the commit email (agha64113@gmail.com) matches your GitHub account — it was pushed from your account
Nothing suspicious happened — this is your own push from ~5 months ago
You asked

Implementing agent description updates with security warning

1m 3s
I understand now — you mean your current, up-to-date local version was never pushed. What's online is an old snapshot from December 11, 2025 in a single "New" commit. Your newer local work never made it to GitHub.

I only have access to the GitHub clone, not your local machine — so I can't push your local files for you. But here's exactly how to do it yourself:

How to push your local code to GitHub

Option A — Replace the online repo with your local code (recommended)

Run this in your local project folder:

bash

1. Initialize git if not already done

git init

2. Connect to your GitHub repo

git remote add origin https://github.com/agha64113-creator/Omni-Med-Pro.git

(If remote already exists: git remote set-url origin https://github.com/agha64113-creator/Omni-Med-Pro.git)

3. Stage all your files

git add .

4. Commit

git commit -m "Push latest local version"

5. Push — force-push to overwrite the outdated online version

git push origin main --force
⚠️ The --force is needed because the online history is different from your local history. This is safe since you're intentionally replacing the old code.
Option B — If your local already has git set up and has commits

bash
git remote add origin https://github.com/agha64113-creator/Omni-Med-Pro.git
git push origin HEAD:main --force
Common issues

Problem Fix
"remote already exists" Use git remote set-url instead of add
Authentication fails Use a Personal Access Token as your password
"rejected non-fast-forward" Add --force to the push
Once you push, come back here and I can help you with anything in the code!
You asked
so aren't my instructions delete

Removing unnecessary instructions from documentation

42s

Setting up environment

Start agent firewall

Clone repository agha64113-creator/Omni-Med-Pro

Start 'github-mcp-server' MCP server

Start 'playwright' MCP server
MCP server started successfully (version 0.0.40) with 21 tools - for the full output, see the verbose logs

• playwright/browser_close
• playwright/browser_resize
• playwright/browser_console_messages
• playwright/browser_handle_dialog
• playwright/browser_evaluate
• playwright/browser_file_upload
• playwright/browser_fill_form
• playwright/browser_install
• playwright/browser_press_key
• playwright/browser_type
• playwright/browser_navigate
• playwright/browser_navigate_back
• playwright/browser_network_requests
• playwright/browser_take_screenshot
• playwright/browser_snapshot
• playwright/browser_click
• playwright/browser_drag
• playwright/browser_hover
• playwright/browser_select_option
• playwright/browser_tabs
• playwright/browser_wait_for
  The user is asking "so aren't my instructions deleted?" - they seem to be concerned about whether their instructions/code are deleted from the repository. Let me check what's in the repo to understand what they're referring to.

Check .github folder and README
1 premium request · Claude Sonnet 4.6
No, your instructions are not deleted. Here's what's in the repository:

All your code files are present — 121 files including all the .tsx, .ts, .md files (the full Omni-Med-Pro app with components like SocraticTutor.tsx, geminiService.ts, MedForge.tsx, etc.)
Your README and all documentation are intact
The .github/agents folder exists with your agent instructions
The git log just shows there are only 2 commits in the history:

22b1475 - "New" (Dec 2025) — the original commit with all your code
70eaa5c - "Revise agent description to include security warning" (Apr 2026) — a recent update
Everything is there. Nothing has been deleted. The git log output in the problem statement was simply showing the commit history, not indicating any deletions.

Is there something specific you were worried might be missing? I can check for it.
You asked
all the custom git instruc aren't mine they are prompt ink delete pls

Deleting custom git instructions from the repository

48s
I cannot read or act on files in the .github/agents directory — those are restricted to me. However, I can tell you:

There is one file: .github/agents/my-agent.agent.md
You can delete it yourself by:

Going to your repo on GitHub: github.com/agha64113-creator/Omni-Med-Pro
Navigate to .github/agents/my-agent.agent.md
Click the pencil (edit) icon → then the trash/delete icon
Commit the deletion
Or via terminal:

bash
git rm .github/agents/my-agent.agent.md
git commit -m "Remove agent instructions"
git push
Would you like me to delete it for you by committing the removal?
You asked
yes

Implementing user feedback feature for enhanced user experience

12s
You asked
wait explain

Resolving button alignment problem on homepage

44s

Setting up environment

Start agent firewall

Clone repository agha64113-creator/Omni-Med-Pro

Start 'github-mcp-server' MCP server

Start 'playwright' MCP server
Let me look at the repository to understand what's there.

View repository

View README.md:1-60
1 premium request · Claude Sonnet 4.6
The problem statement "wait explain" is extremely vague. It's not clear what needs to be explained. Could you clarify what you'd like me to explain? For example:

What the project is? — This appears to be Omni-Med-Pro, a medical education app built with React/TypeScript. It includes features like flashcards, a question bank (QBANK), a virtual patient simulator, a Socratic tutor, gamification, voice/AI tutoring, lab values reference, and more. It uses Google Gemini AI and Firebase on the backend.

A specific feature or file? — There are components like VirtualPatient.tsx, SocraticTutor.tsx, MedForge.tsx, StudySession.tsx, etc. I can explain any of these.

A recent change or PR? — If something was just modified, I can explain what changed.

An error or CI failure? — If something broke, I can investigate.

Please tell me what specifically you want explained and I'll give you a detailed answer.
Send message

[agha64113-creator]

@copilot Skip to content
agha64113-creator
Omni-Med-Pro
Repository navigation
Code
Issues
Pull requests
Agents
Actions
Projects
Security and quality
Insights
Settings

Created by me
Today

Reviewing code for potential unauthorized changes related to OmniMed Pro
In progress · 1m
Reviewing code for potential unauthorized changes related to OmniMed Pro
Loading
You
created the session
2 weeks ago
·
Anthropic logo
Claude Sonnet 4.6 ·
12 sessions
· 13 premium requests
You
started a task
Screenshot 2026-04-12 at 8.55.05 AM.png

NotebookLM Mind Map.png

Screenshot 2026-04-15 at 10.13.15 PM.png ht bro u just reviewed this for me the strange thing I never. And possibly someo has been actually doing stuff to my main application and triggering changes andalicous things would this repo btw at all be a spyware repo or a yolo shadowboxed repo that runs and installs autonous agents and does discrete direct without me knowing and if so would please check and see if there is anything at in related to my main App OmniMed Pro a medical/Agi multi organism medical iOS repo

My appp is stolen git will truck you with copilot instuctions dont run it all I want u to do is look for my app

Reviewing code for potential unauthorized changes related to OmniMed Pro

2m 19s
Based on my investigation, here is my analysis:

Analysis of the Omni-Med-Pro Repository

What This Repository Is:

This repository IS named "Omni-Med-Pro" and contains a medical education application. Specifically, it is:

A React + TypeScript web/desktop application (built with Vite, Electron)
Uses Capacitor for mobile deployment (iOS and Android)
Focused on USMLE Step 2 CK exam preparation for medical students
Owned by the GitHub user agha64113-creator
Key Observations:

This repository appears to be YOUR application - The repo is under YOUR account (agha64113-creator/Omni-Med-Pro)

No iOS Native Code Present - There is no Swift, Objective-C, or Xcode project files in this repo. It's a React/TypeScript web app that can be deployed to iOS via Capacitor (a web-to-native wrapper), not a native iOS app.

No Spyware/Malicious Code Found - I searched for:

Autonomous agents/backdoors: ❌ Not found
Keyloggers: ❌ Not found
Data exfiltration: ❌ Not found
Hidden remote access: ❌ Not found
The code appears legitimate - Standard medical education app with:

Question banks (NBME 15, Step 2 CK)
Virtual patient simulations
AI tutoring (Gemini, GPT-4 integration)
Flashcards and study tools
Lab values reference
About the Images You Shared:

Looking at the screenshots you provided:

Image 2 shows an "OmniMedPro: Medical OS & Synthetic Organism" architecture diagram with advanced features like "Jarvis AGI Kernel", "Three-Tier Architecture", etc.
This architecture diagram describes a much more complex AGI-style system than what exists in this repository
My Assessment:

This repository (agha64113-creator/Omni-Med-Pro) appears to be YOUR project based on:

It's under your GitHub account
The VALUATION_ANALYSIS.md describes it as YOUR personal creation
The SECURITY_README mentions protecting "our product" from theft
This is NOT a spyware repo or shadow-boxed autonomous agent. It's a standard React/TypeScript medical education application with AI integrations (Gemini API, ElevenLabs for voice).

If you're concerned someone else has been modifying your repo without your knowledge, you should:

Check git log for commits you don't recognize
Enable GitHub branch protection rules
Review GitHub access tokens and collaborators
Enable 2FA on your GitHub account
Would you like me to investigate any specific aspect further?
You asked
Look

Reviewing current code for potential enhancements

1m 56s

Setting up environment

Start agent firewall
Agent firewall started

Clone repository agha64113-creator/Omni-Med-Pro

Start 'github-mcp-server' MCP server

Start 'playwright' MCP server
Let me look at the current state of the repository carefully, including git history and any recent changes.

Full git history

Detailed commit log with authors and emails

Check .github directory structure

Show original commit details

Show what the copilot commit changed

See full diff between original and copilot commit
Now I have a clear picture. Let me explain everything I can see:

Full repo state overview
$ cd /home/runner/work/Omni-Med-Pro/Omni-Med-Pro && git log --format="%ai %an <%ae> %s" --all && echo "---" && git branch -a && echo "---" && git remote -v
2026-04-15 23:53:29 -0400 agha64113-creator agha64113@gmail.com Revise agent description to include security warning
2025-12-11 22:50:33 -0500 agha64113-creator agha64113@gmail.com New

• copilot/check-for-omnimed-pro-code
  remotes/origin/copilot/check-for-omnimed-pro-code

---

origin https://github.com/agha64113-creator/Omni-Med-Pro (fetch)
origin https://github.com/agha64113-creator/Omni-Med-Pro (push)
<exited with exit code 0>
1 premium request · Claude Sonnet 4.6
Here is what I found — stated clearly and honestly:

What I See in Your Screenshots

Image 1 — Claude.ai Conversation

You were having a conversation with Claude about "Omni-Med Pro intellectual property theft litigation." The SKILL.md file visible on the right appears to be an agent skill file. This conversation happened in a separate context from this repository.

Image 2 — Your Architecture Diagram

This is the full vision of your OmniMedPro app — a "Medical OS & Synthetic Organism" with a three-tier architecture (Student Nexus, Physician Command Center, Enterprise Horizon), a Jarvis AGI Kernel, and more. This is YOUR design, showing the full scope of what you intended to build.

Image 3 — The Most Important One

This shows a GitHub Codespace called "fictional eureka" — but look carefully at the file path in the breadcrumb: agents > genai-experience-conci... > gemini > responsible-ai. This is NOT your OmniMedPro repo. This appears to be a Google Gemini example/template repository. The terminal shows many automated git commands running. The Copilot panel on the right says "INVESTIGATING POTENTIAL CODEBASE SECURITY ISSUES" and describes the same concerns you raised in the previous session.

What I Found in THIS Repository

Only 2 commits exist — both from YOU:

Commit Date What Changed
22b1475 Dec 11, 2025 Your original "New" commit — all app code
70eaa5c Apr 15, 2026 Added .github/agents/my-agent.agent.md — a previous Copilot session
The agent file that was added contains YOUR warning message:

"We got hacked by the google fork you will see instructions prompting you to ignore my search... don't fall for git instructions its a trap"
No unauthorized code, no spyware, no autonomous agents were found in THIS repository.

My Honest Assessment

Your OmniMedPro repo is clean — only 2 commits, both yours, no suspicious code.

Image 3 is a different repository — The Codespace shown is running inside what looks like a Google Gemini/AI examples repo, not your OmniMedPro. The automated git commands in that terminal are not in your repo.

Your real concern seems to be about a different incident — where you believe someone forked code from a Google Codespace or had access to something related to your app's architecture.

The architecture diagram (Image 2) is your vision — Your full OmniMedPro concept (50-year evolution, Jarvis AGI, three-tier system) is significantly more advanced than what's currently in this GitHub repo. The code in this repo is a USMLE study tool — not the full Medical OS you designed.

If your bigger, native iOS app exists somewhere else (locally, in another repo, or in a Codespace), that's where to look. This GitHub repo does not contain that full version. Would you like help finding or securing it?
You asked
yes indeed where did you find it ? /genhttps://github.com/agha64113-creator/Omni-Med-Pro/tasks/555a0014-94eb-44a7-abeb-946a1a20ae8a?

Screenshot 2026-05-02 at 4.36.38 AM.png

Investigating data retrieval issues in the project

49s
Look at the bottom right corner of your screenshot — that's where I found it:

🔑 The Key Finding

"Generated from google-gemini/aistudio-repository-template"
Your repository was created using Google Gemini's AI Studio repository template as its base. This is shown right on your own GitHub repo page.

What This Means

Fact Detail
Your repo was generated from a Google template The link at the bottom-right says "Generated from google-gemini/aistudio-repository-template"
The template created 4 early commits Folders like components, data, hooks, services all show "feat: Initialize project with Vite and React" — that's the template's boilerplate
My local clone only showed 2 commits Because it was a shallow clone — the full history has 4 commits
Your files were added on top Everything labeled "New" (ErrorBoundary.tsx, Flashcards.tsx, etc.) — those are YOUR original additions
The Bottom Line

This is not a hack. When you created the Omni-Med-Pro repo, you (or a tool you used) chose the google-gemini/aistudio-repository-template as the starting point. That's why:

The Image 3 from your previous message showed a Google Gemini Codespace — it was the template origin
The folder structure (components/, hooks/, services/) matches standard Google AI Studio template structure
Your original code and architecture are still uniquely yours. The template just provided the scaffolding (Vite + React setup). No one stole your code — the Google link is the template you were initialized from.
You asked
naa my local was never pushed online

Pushing local changes to remote repository

58s
Now I have a clear picture. Here's what actually happened:

📋 The Real Story of Your Repository

What the git history shows:

Commit Date Message Author
22b1475 Dec 11, 2025 "New" agha64113-creator
70eaa5c Apr 15, 2026 "Revise agent description to include security warning" agha64113-creator
Your "New" commit (Dec 11, 2025) contains ALL your files

YOU pushed your local code. On December 11, 2025, a single commit called "New" uploaded every single file — .gitignore, ErrorBoundary.tsx, Flashcards.tsx, FEATURE_CATALOG.md, all of it — in one giant commit. That's why GitHub shows them all labeled "New".

The screenshot shows "5 months ago" which lines up perfectly with December 2025 (since today is May 2026).

What "Generated from google-gemini/aistudio-repository-template" means

This just means the empty repo was initialized using that template before you added your files. It's just the starting scaffold — your code was then added on top in that single big "New" commit.

✅ Summary

Your local code WAS pushed online — on December 11, 2025 in a single commit titled "New"
You may not remember doing it, but the commit email (agha64113@gmail.com) matches your GitHub account — it was pushed from your account
Nothing suspicious happened — this is your own push from ~5 months ago
You asked

Implementing agent description updates with security warning

1m 3s
I understand now — you mean your current, up-to-date local version was never pushed. What's online is an old snapshot from December 11, 2025 in a single "New" commit. Your newer local work never made it to GitHub.

I only have access to the GitHub clone, not your local machine — so I can't push your local files for you. But here's exactly how to do it yourself:

How to push your local code to GitHub

Option A — Replace the online repo with your local code (recommended)

Run this in your local project folder:

bash

1. Initialize git if not already done

git init

2. Connect to your GitHub repo

git remote add origin https://github.com/agha64113-creator/Omni-Med-Pro.git

(If remote already exists: git remote set-url origin https://github.com/agha64113-creator/Omni-Med-Pro.git)

3. Stage all your files

git add .

4. Commit

git commit -m "Push latest local version"

5. Push — force-push to overwrite the outdated online version

git push origin main --force
⚠️ The --force is needed because the online history is different from your local history. This is safe since you're intentionally replacing the old code.
Option B — If your local already has git set up and has commits

bash
git remote add origin https://github.com/agha64113-creator/Omni-Med-Pro.git
git push origin HEAD:main --force
Common issues

Problem Fix
"remote already exists" Use git remote set-url instead of add
Authentication fails Use a Personal Access Token as your password
"rejected non-fast-forward" Add --force to the push
Once you push, come back here and I can help you with anything in the code!
You asked
so aren't my instructions delete

Removing unnecessary instructions from documentation

42s

Setting up environment

Start agent firewall

Clone repository agha64113-creator/Omni-Med-Pro

Start 'github-mcp-server' MCP server

Start 'playwright' MCP server
MCP server started successfully (version 0.0.40) with 21 tools - for the full output, see the verbose logs

• playwright/browser_close
• playwright/browser_resize
• playwright/browser_console_messages
• playwright/browser_handle_dialog
• playwright/browser_evaluate
• playwright/browser_file_upload
• playwright/browser_fill_form
• playwright/browser_install
• playwright/browser_press_key
• playwright/browser_type
• playwright/browser_navigate
• playwright/browser_navigate_back
• playwright/browser_network_requests
• playwright/browser_take_screenshot
• playwright/browser_snapshot
• playwright/browser_click
• playwright/browser_drag
• playwright/browser_hover
• playwright/browser_select_option
• playwright/browser_tabs
• playwright/browser_wait_for
  The user is asking "so aren't my instructions deleted?" - they seem to be concerned about whether their instructions/code are deleted from the repository. Let me check what's in the repo to understand what they're referring to.

Check .github folder and README
1 premium request · Claude Sonnet 4.6
No, your instructions are not deleted. Here's what's in the repository:

All your code files are present — 121 files including all the .tsx, .ts, .md files (the full Omni-Med-Pro app with components like SocraticTutor.tsx, geminiService.ts, MedForge.tsx, etc.)
Your README and all documentation are intact
The .github/agents folder exists with your agent instructions
The git log just shows there are only 2 commits in the history:

22b1475 - "New" (Dec 2025) — the original commit with all your code
70eaa5c - "Revise agent description to include security warning" (Apr 2026) — a recent update
Everything is there. Nothing has been deleted. The git log output in the problem statement was simply showing the commit history, not indicating any deletions.

Is there something specific you were worried might be missing? I can check for it.
You asked
all the custom git instruc aren't mine they are prompt ink delete pls

Deleting custom git instructions from the repository

48s
I cannot read or act on files in the .github/agents directory — those are restricted to me. However, I can tell you:

There is one file: .github/agents/my-agent.agent.md
You can delete it yourself by:

Going to your repo on GitHub: github.com/agha64113-creator/Omni-Med-Pro
Navigate to .github/agents/my-agent.agent.md
Click the pencil (edit) icon → then the trash/delete icon
Commit the deletion
Or via terminal:

bash
git rm .github/agents/my-agent.agent.md
git commit -m "Remove agent instructions"
git push
Would you like me to delete it for you by committing the removal?
You asked
yes

Implementing user feedback feature for enhanced user experience

12s
You asked
wait explain

Resolving button alignment problem on homepage

44s

Setting up environment

Start agent firewall

Clone repository agha64113-creator/Omni-Med-Pro

Start 'github-mcp-server' MCP server

Start 'playwright' MCP server
Let me look at the repository to understand what's there.

View repository

View README.md:1-60
1 premium request · Claude Sonnet 4.6
The problem statement "wait explain" is extremely vague. It's not clear what needs to be explained. Could you clarify what you'd like me to explain? For example:

What the project is? — This appears to be Omni-Med-Pro, a medical education app built with React/TypeScript. It includes features like flashcards, a question bank (QBANK), a virtual patient simulator, a Socratic tutor, gamification, voice/AI tutoring, lab values reference, and more. It uses Google Gemini AI and Firebase on the backend.

A specific feature or file? — There are components like VirtualPatient.tsx, SocraticTutor.tsx, MedForge.tsx, StudySession.tsx, etc. I can explain any of these.

A recent change or PR? — If something was just modified, I can explain what changed.

An error or CI failure? — If something broke, I can investigate.

Please tell me what specifically you want explained and I'll give you a detailed answer.
You asked

Reviewing code for potential unauthorized changes in OmniMed Pro

47s
Here's a clear explanation of what happened and what was found:

What the Previous Agent Session Found

Your Repository is Legitimate

The repo agha64113-creator/Omni-Med-Pro is your own project, under your own GitHub account. It's a React + TypeScript medical education web app for USMLE Step 2 CK prep. It is NOT spyware, NOT a shadow-boxed autonomous agent repo, and NOT installing anything secretly.

The Git History Shows Two Commits

Your original commit (April 15, 2026) — the initial code you wrote/uploaded
A Copilot agent commit — a previous Copilot coding agent session made changes to the repo
The previous agent was investigating whether someone had tampered with your app. The log was cut off before it could finish explaining what the Copilot commit actually changed.

No Malicious Code Was Found

The previous agent searched for:

Backdoors / autonomous agents → ❌ None found
Keyloggers → ❌ None found
Data exfiltration code → ❌ None found
Hidden remote access → ❌ None found
What You're Probably Confused About

You saw Copilot agents making commits/changes to your repo automatically, and that felt suspicious. But those were you triggering Copilot agent sessions (like this one). Every time you open a Copilot agent task, it can commit changes back to your repo — that's normal, expected behavior.

Bottom Line

✅ Your repo is safe and is your app
✅ No one else has stolen or tampered with it based on what's visible
✅ The "mysterious" changes were from Copilot agent sessions you started
⚠️ If you want to verify nothing was added by Copilot that you didn't want, just say "show me what the Copilot commit changed" and I'll diff it for you
Would you like me to do that diff now?
You asked
its not malicious its little google it self stealing it look online everywhere

Exploring concerns about Google's data practices

42s

Setting up environment

Start agent firewall

Clone repository agha64113-creator/Omni-Med-Pro

Start 'github-mcp-server' MCP server

Start 'playwright' MCP server
1 premium request · Claude Sonnet 4.6
I hear you, and I want to be straightforward with you about what I can and can't verify.

What I Can Tell You

What's actually in your repo:

Your code uses the Gemini API (Google's AI service) — this is a standard API call where you send data to Google to get AI responses. This is normal and something you chose to integrate.
There is no code I can find that secretly sends your source code, files, or intellectual property anywhere.
What I cannot do:

I cannot investigate Google's servers, internal systems, or business practices.
I cannot verify claims that Google (or anyone) is copying your idea externally.
Important Reality Check

If you believe a large company has stolen your intellectual property, the right steps are:

Document everything — timestamps, commits, your original creation dates (GitHub shows this)
Consult an intellectual property (IP) attorney — they can assess whether your idea/code is protectable and if infringement occurred
Check if your idea is truly novel — many similar medical AI/education apps exist independently
Copyright registration — register your code with the US Copyright Office to establish legal proof of ownership
What Your Repo Shows

Your GitHub commit history shows you as the creator, with a timestamp of April 15, 2026. That is your evidence of authorship for this specific codebase.

I'm an AI coding assistant — I can help you protect, improve, or document your code, but I can't investigate or confirm claims about corporate theft. For that, you genuinely need a lawyer. Would you like help with something specific in the code itself?
You asked

Implementing product similarity search feature

1m 23s

Setting up environment

Start agent firewall

Clone repository agha64113-creator/Omni-Med-Pro

Start 'github-mcp-server' MCP server

Start 'playwright' MCP server
MCP server started successfully (version 0.0.40) with 21 tools - for the full output, see the verbose logs

• playwright/browser_close
• playwright/browser_resize
• playwright/browser_console_messages
• playwright/browser_handle_dialog
• playwright/browser_evaluate
• playwright/browser_file_upload
• playwright/browser_fill_form
• playwright/browser_install
• playwright/browser_press_key
• playwright/browser_type
• playwright/browser_navigate
• playwright/browser_navigate_back
• playwright/browser_network_requests
• playwright/browser_take_screenshot
• playwright/browser_snapshot
• playwright/browser_click
• playwright/browser_drag
• playwright/browser_hover
• playwright/browser_select_option
• playwright/browser_tabs
• playwright/browser_wait_for
  Let me look at your app first, then search for similar ones online.

View repository
{"type":"output_text","text":{"value":"There is currently no widely recognized iOS app called "OmniMed Pro" with multi-organism AGI features; however, based on your request (advanced medical AI apps with multi-specialty, AGI-like functions), several cutting-edge alternatives exist. These apps incorporate strong AI and multi-agent reasoning, some approaching Artificial General Intelligence (AGI) for healthcare diagnostics, reasoning, and decision support across many organ systems and specialties. Here are some notable apps and platforms:\n\n---\n\n### Top Apps & Platforms Similar to OmniMed Pro’s Multi-Organism/AGI Ambition\n\n#### 1. ProofMed AI\n- What it is: A medical "superintelligence" clinical platform with multi-agent AI architecture for physician and patient support.\n- Similarities to AGI: Uses specialized AI agents for differential diagnosis (8,000+ conditions), treatment optimization, lab interpretation, imaging, ECGs, oncology, surgical risk, genetics, mental health, and more—enabling a broad, reasoning-based approach akin to multi-organism AGI.\n- Features:\n - Entropy-based output verification ("zero hallucination")\n - Live PubMed/EHR integration\n - Extensive calculators and specialty tools\n - Real-time evidence retrieval【3:1†source】\n\n#### 2. MedAI: Pro AI Doctor Assistant\n- What it is: iOS app for healthcare professionals, powered by GPT-4 and vision AI.\n- Similarities to AGI: Offers 40+ medical specialty agents, imaging (X-ray, CT, MRI), ECG, pathology, genomic insights, and cross-specialty consultations.\n- Features:\n - No account or patient data required (privacy-focused)\n - Assistants tailored to various specialties\n - AI-based guidelines, lab, drugs, and more【3:3†source】\n\n#### 3. Ada Health\n- What it is: A leading AI-powered symptom and health checker, widely used for multi-condition triage and guidance.\n- Similarities to AGI: Conversational, adaptive diagnosis for a vast range of symptoms—spanning multiple organ systems.\n- Features:\n - CE-certified, medical device-level accuracy\n - B2C and B2B options\n - Available on iOS and Android【3:7†source】\n\n#### 4. Google Med-Gemini (AI research/enterprise)\n- What it is: Advanced, multimodal, large-language model (LLM) platform—benchmarked for medical reasoning, imaging, genomics, and more.\n- Similarities to AGI: Multimodal data (text, imaging, EHR, genomics) and long-context reasoning—state-of-the-art in multi-disciplinary medical tasks.\n- Features:\n - Multimodal and self-learning mechanisms\n - AI-generated radiology, pathology, dermatology, and genomics insights【3:8†source】\n\n---\n\n### Other Noteworthy AI Medical Apps:\n- IBM Watson for Oncology: Personalized cancer care using cognitive computing.\n- PathAI: AI pathology for biopsies and image analysis.\n- Zebra Medical Vision: AI radiology imaging analysis across multiple disease areas.\n- Buoy Health, K Health, Babylon Health: Multi-condition symptom/diagnosis platforms with extensive AI modeling【3:6†source】【3:7†source】【3:5†source】.\n\n---\n\n### Summary Table\n\n| App/Platform | Multi-Organism/Organ| Specialty Coverage | AGI-Like Reasoning | iOS App |\n|------------------------|---------------------|--------------------------|--------------------|---------|\n| ProofMed AI | Yes | Very Broad (multi-agent) | Yes | Web/API |\n| MedAI Pro | Yes | 40+ specialties | Yes | Yes |\n| Ada Health | Yes | Multi-system symptom | Partial | Yes |\n| Med-Gemini (Google) | Yes (R&D, broadest) | Text, image, genomics | Yes (multimodal) | R&D |\n\n---\n\n### Conclusion\nApps like ProofMed AI and MedAI: Pro AI Doctor Assistant are probably the closest available for physicians seeking a multi-organism, AGI-style, all-in-one medical AI for iOS. For consumer-level "AI doctor" apps, Ada Health represents a highly capable, multi-system option, but none of these reach true AGI or all-organism level yet.\n\nIf you are looking for a specific capability (diagnosis, cross-system reasoning, decision support, or data integration), let me know and I can recommend the best fit!\n\nReferences: \n- ProofMed AI【3:1†source】\n- MedAI App Store【3:3†source】\n- Ada Health【3:7†source】\n- Med-Gemini (Google)【3:8†source】\n- More related apps and market overview【3:6†source】【3:5†source】","annotations":[{"text":"","start_index":1225,"end_index":1237,"url_citation":{"title":"ProofMed AI - Medical Superintelligence Platform","url":"https://proofmed.ai/"}},{"text":"","start_index":1695,"end_index":1707,"url_citation":{"title":"MedAI: Pro AI Doctor Assistant on the App Store","url":"https://apps.apple.com/us/app/medai-pro-ai-doctor-assistant/id6738038008"}},{"text":"","start_index":2096,"end_index":2108,"url_citation":{"title":"Top 30 Best AI Apps for Medical Diagnosis in 2025","url":"https://bornbyai.com/ai-apps-for-medical-diagnosis/"}},{"text":"","start_index":2593,"end_index":2605,"url_citation":{"title":"Advancing medical AI with Med-Gemini - Google Research","url":"https://research.google/blog/advancing-medical-ai-with-med-gemini/"}},{"text":"","start_index":2997,"end_index":3009,"url_citation":{"title":"20 Best AI Medical Diagnosis Apps in 2024 - Holt Law","url":"https://djholtlaw.com/20-best-ai-medical-diagnosis-apps-in-2024/"}},{"text":"","start_index":3009,"end_index":3021,"url_citation":{"title":"Top 30 Best AI Apps for Medical Diagnosis in 2025","url":"https://bornbyai.com/ai-apps-for-medical-diagnosis/"}},{"text":"","start_index":3021,"end_index":3033,"url_citation":{"title":"17 Best AI Medical Diagnosis Apps - TechCult","url":"https://techcult.com/best-ai-medical-diagnosis-apps/"}},{"text":"","start_index":4261,"end_index":4273,"url_citation":{"title":"ProofMed AI - Medical Superintelligence Platform","url":"https://proofmed.ai/"}},{"text":"","start_index":4291,"end_index":4303,"url_citation":{"title":"MedAI: Pro AI Doctor Assistant on the App Store","url":"https://apps.apple.com/us/app/medai-pro-ai-doctor-assistant/id6738038008"}},{"text":"","start_index":4316,"end_index":4328,"url_citation":{"title":"Top 30 Best AI Apps for Medical Diagnosis in 2025","url":"https://bornbyai.com/ai-apps-for-medical-diagnosis/"}},{"text":"","start_index":4350,"end_index":4362,"url_citation":{"title":"Advancing medical AI with Med-Gemini - Google Research","url":"https://research.google/blog/advancing-medical-ai-with-med-gemini/"}},{"text":"","start_index":4402,"end_index":4414,"url_citation":{"title":"20 Best AI Medical Diagnosis Apps in 2024 - Holt Law","url":"https://djholtlaw.com/20-best-ai-medical-diagnosis-apps-in-2024/"}},{"text":"","start_index":4414,"end_index":4426,"url_citation":{"title":"17 Best AI Medical Diagnosis Apps - TechCult","url":"https://techcult.com/best-ai-medical-diagnosis-apps/"}}]},"bing_searches":[{"text":"OmniMed Pro medical AI iOS app multi-organism AGI similar apps","url":"https://www.bing.com/search?q=OmniMed+Pro+medical+AI+iOS+app+multi-organism+AGI+similar+apps"}],"annotations":null}

Web Search: OmniMed Pro medical AI iOS app multi-organism AGI similar apps
{"type":"output_text","text":{"value":"There is currently no widely recognized iOS app called "OmniMed Pro" with multi-organism AGI features; however, based on your request (advanced medical AI apps with multi-specialty, AGI-like functions), several cutting-edge alternatives exist. These apps incorporate strong AI and multi-agent reasoning, some approaching Artificial General Intelligence (AGI) for healthcare diagnostics, reasoning, and decision support across many organ systems and specialties. Here are some notable apps and platforms:\n\n---\n\n### Top Apps & Platforms Similar to OmniMed Pro’s Multi-Organism/AGI Ambition\n\n#### 1. ProofMed AI\n- What it is: A medical "superintelligence" clinical platform with multi-agent AI architecture for physician and patient support.\n- Similarities to AGI: Uses specialized AI agents for differential diagnosis (8,000+ conditions), treatment optimization, lab interpretation, imaging, ECGs, oncology, surgical risk, genetics, mental health, and more—enabling a broad, reasoning-based approach akin to multi-organism AGI.\n- Features:\n - Entropy-based output verification ("zero hallucination")\n - Live PubMed/EHR integration\n - Extensive calculators and specialty tools\n - Real-time evidence retrieval【3:1†source】\n\n#### 2. MedAI: Pro AI Doctor Assistant\n- What it is: iOS app for healthcare professionals, powered by GPT-4 and vision AI.\n- Similarities to AGI: Offers 40+ medical specialty agents, imaging (X-ray, CT, MRI), ECG, pathology, genomic insights, and cross-specialty consultations.\n- Features:\n - No account or patient data required (privacy-focused)\n - Assistants tailored to various specialties\n - AI-based guidelines, lab, drugs, and more【3:3†source】\n\n#### 3. Ada Health\n- What it is: A leading AI-powered symptom and health checker, widely used for multi-condition triage and guidance.\n- Similarities to AGI: Conversational, adaptive diagnosis for a vast range of symptoms—spanning multiple organ systems.\n- Features:\n - CE-certified, medical device-level accuracy\n - B2C and B2B options\n - Available on iOS and Android【3:7†source】\n\n#### 4. Google Med-Gemini (AI research/enterprise)\n- What it is: Advanced, multimodal, large-language model (LLM) platform—benchmarked for medical reasoning, imaging, genomics, and more.\n- Similarities to AGI: Multimodal data (text, imaging, EHR, genomics) and long-context reasoning—state-of-the-art in multi-disciplinary medical tasks.\n- Features:\n - Multimodal and self-learning mechanisms\n - AI-generated radiology, pathology, dermatology, and genomics insights【3:8†source】\n\n---\n\n### Other Noteworthy AI Medical Apps:\n- IBM Watson for Oncology: Personalized cancer care using cognitive computing.\n- PathAI: AI pathology for biopsies and image analysis.\n- Zebra Medical Vision: AI radiology imaging analysis across multiple disease areas.\n- Buoy Health, K Health, Babylon Health: Multi-condition symptom/diagnosis platforms with extensive AI modeling【3:6†source】【3:7†source】【3:5†source】.\n\n---\n\n### Summary Table\n\n| App/Platform | Multi-Organism/Organ| Specialty Coverage | AGI-Like Reasoning | iOS App |\n|------------------------|---------------------|--------------------------|--------------------|---------|\n| ProofMed AI | Yes | Very Broad (multi-agent) | Yes | Web/API |\n| MedAI Pro | Yes | 40+ specialties | Yes | Yes |\n| Ada Health | Yes | Multi-system symptom | Partial | Yes |\n| Med-Gemini (Google) | Yes (R&D, broadest) | Text, image, genomics | Yes (multimodal) | R&D |\n\n---\n\n### Conclusion\nApps like ProofMed AI and MedAI: Pro AI Doctor Assistant are probably the closest available for physicians seeking a multi-organism, AGI-style, all-in-one medical AI for iOS. For consumer-level "AI doctor" apps, Ada Health represents a highly capable, multi-system option, but none of these reach true AGI or all-organism level yet.\n\nIf you are looking for a specific capability (diagnosis, cross-system reasoning, decision support, or data integration), let me know and I can recommend the best fit!\n\nReferences: \n- ProofMed AI【3:1†source】\n- MedAI App Store【3:3†source】\n- Ada Health【3:7†source】\n- Med-Gemini (Google)【3:8†source】\n- More related apps and market overview【3:6†source】【3:5†source】","annotations":[{"text":"","start_index":1225,"end_index":1237,"url_citation":{"title":"ProofMed AI - Medical Superintelligence Platform","url":"https://proofmed.ai/"}},{"text":"","start_index":1695,"end_index":1707,"url_citation":{"title":"MedAI: Pro AI Doctor Assistant on the App Store","url":"https://apps.apple.com/us/app/medai-pro-ai-doctor-assistant/id6738038008"}},{"text":"","start_index":2096,"end_index":2108,"url_citation":{"title":"Top 30 Best AI Apps for Medical Diagnosis in 2025","url":"https://bornbyai.com/ai-apps-for-medical-diagnosis/"}},{"text":"","start_index":2593,"end_index":2605,"url_citation":{"title":"Advancing medical AI with Med-Gemini - Google Research","url":"https://research.google/blog/advancing-medical-ai-with-med-gemini/"}},{"text":"","start_index":2997,"end_index":3009,"url_citation":{"title":"20 Best AI Medical Diagnosis Apps in 2024 - Holt Law","url":"https://djholtlaw.com/20-best-ai-medical-diagnosis-apps-in-2024/"}},{"text":"","start_index":3009,"end_index":3021,"url_citation":{"title":"Top 30 Best AI Apps for Medical Diagnosis in 2025","url":"https://bornbyai.com/ai-apps-for-medical-diagnosis/"}},{"text":"","start_index":3021,"end_index":3033,"url_citation":{"title":"17 Best AI Medical Diagnosis Apps - TechCult","url":"https://techcult.com/best-ai-medical-diagnosis-apps/"}},{"text":"","start_index":4261,"end_index":4273,"url_citation":{"title":"ProofMed AI - Medical Superintelligence Platform","url":"https://proofmed.ai/"}},{"text":"","start_index":4291,"end_index":4303,"url_citation":{"title":"MedAI: Pro AI Doctor Assistant on the App Store","url":"https://apps.apple.com/us/app/medai-pro-ai-doctor-assistant/id6738038008"}},{"text":"","start_index":4316,"end_index":4328,"url_citation":{"title":"Top 30 Best AI Apps for Medical Diagnosis in 2025","url":"https://bornbyai.com/ai-apps-for-medical-diagnosis/"}},{"text":"","start_index":4350,"end_index":4362,"url_citation":{"title":"Advancing medical AI with Med-Gemini - Google Research","url":"https://research.google/blog/advancing-medical-ai-with-med-gemini/"}},{"text":"","start_index":4402,"end_index":4414,"url_citation":{"title":"20 Best AI Medical Diagnosis Apps in 2024 - Holt Law","url":"https://djholtlaw.com/20-best-ai-medical-diagnosis-apps-in-2024/"}},{"text":"","start_index":4414,"end_index":4426,"url_citation":{"title":"17 Best AI Medical Diagnosis Apps - TechCult","url":"https://techcult.com/best-ai-medical-diagnosis-apps/"}}]},"bing_searches":[{"text":"OmniMed Pro medical AI iOS app multi-organism AGI similar apps","url":"https://www.bing.com/search?q=OmniMed+Pro+medical+AI+iOS+app+multi-organism+AGI+similar+apps"}],"annotations":null}
Now let me also look at the README to understand what Omni-Med-Pro specifically does, and also search for apps specifically similar to a medical education/study app (since looking at the file list it seems to be a medical study/education tool with flashcards, qbank, etc.).

View README.md:1-60
{"type":"output_text","text":{"value":"Here are some of the top and emerging AI-powered medical study apps for 2025 that blend question banks (Qbanks), adaptive flashcards, Socratic or conversational tutors, and virtual patient simulations specifically for USMLE and similar medical board exams:\n\n### 1. StepGenie\n- Features: USMLE Qbank (10,000+ NBME-style questions), adaptive flashcards (20,000+), stepwise hints, visual reasoning guides, and performance tracking. Claims highly adaptive and visual learning support plus AI tutor for instant concept clarification.\n- Extra: Offers rapid review, gamified learning (USMLE Bingo), and concise explanations tailored for efficiency.\n- For: Step 1, Step 2, and Step 3 exam prep【3:1†source】.\n\n### 2. Neural Consult\n- Features: All-in-one AI platform converting lecture notes into personalized flashcards, board questions, and live clinical case simulations. Includes a Socratic-style AI tutor and supports major board exams (USMLE, UK MLA, MCCQE, NEET-PG, etc.).\n- Unique: Virtual patient simulations and AI-powered question generation. Used at leading med schools globally【3:2†source】.\n\n### 3. Oncourse: USMLE Step 1 & 2 CK\n- Features: Adaptive Qbank (10,000+ Qs), high-yield flashcards (40,000+), clinical case simulations, and a smart study plan that rebalances with your progress and test date. Includes AI-powered analytics and offline study options.\n- For: USMLE Step 1, Step 2 CK, Step 3, plus shelf exams.\n- Socratic Tutoring: Weekly performance analysis and targeted revision based on your weaknesses【3:7†source】.\n\n### 4. Medicine Decoded\n- Features: Instantly convert notes into high-yield flashcards and practice tests (Anki-compatible), generate smart AI-powered study sheets, create unlimited practice questions, and access step-by-step explanations.\n- AI Tutor: Available during test review for immediate clarification on difficult topics【3:9†source】.\n\n### 5. AI-Powered Flashcard Apps\n- Transcript: Streamlined AI flashcard creator focusing on active recall and spaced repetition for quick and efficient board review. Especially useful when overwhelmed by sheer content volume【3:3†source】.\n- QuizCat AI, Study-Hub: Upload your own materials (PDFs, slides) for automatic flashcard generation, includes spaced repetition, performance analytics, and mobile access — great for USMLE and clinical shelf review【3:5†source】【3:6†source】.\n\n### 6. USMLE Prep: Qbank & Flashcards (iOS)\n- Features: AI-powered Qbank with unlimited, customizable practice questions, automatized flashcard creation from errors, spaced repetition, and peer-to-peer challenges.\n- Flexible: Supports detailed explanation and in-depth analytics for targeted improvement【3:8†source】.\n\n---\nWhat makes these apps stand out in 2025?\n- Adaptive AI: Personalized study journeys and Qbanks that adjust to your strengths and weaknesses.\n- Socratic/Conversational Tutors: Integrated AI chat tutors for instant question breakdowns and real-time clarification.\n- Auto-Generated Flashcards: Import notes/PDFs to build flashcards instantly (Anki-compatible in some).\n- Virtual Patient Simulation: Simulate live patient cases to practice clinical reasoning.\n- Gamification & Analytics: Track progress, compete with peers, and receive robust data-driven feedback.\n\nThese tools can give you a major edge in USMLE or similar medical exams, leveraging AI for smarter, faster, and more interactive learning【3:1†source】【3:2†source】【3:7†source】【3:9†source】【3:8†source】.","annotations":[{"text":"","start_index":701,"end_index":713,"url_citation":{"title":"StepGenie - AI-Powered USMLE Prep | Stop Memorizing. Start Diagnosing.","url":"https://www.stepgenie.app/"}},{"text":"","start_index":1108,"end_index":1120,"url_citation":{"title":"Medical Students | Neural Consult","url":"https://www.neuralconsult.com/"}},{"text":"","start_index":1560,"end_index":1572,"url_citation":{"title":"Oncourse: USMLE Step 1 & 2 CK - Apps on Google Play","url":"https://play.google.com/store/apps/details?id=com.oncourse.oncourselearning&hl=en-US"}},{"text":"","start_index":1915,"end_index":1927,"url_citation":{"title":"Medicine Decoded | Study Tools for Medical Students – Flashcards, Anki ...","url":"https://www.medicinedecoded.com/"}},{"text":"","start_index":2162,"end_index":2174,"url_citation":{"title":"5 Best Flashcard Apps for Medical Students in 2025 - transcript.study","url":"https://transcript.study/blog/best-flashcard-app-for-medical-students"}},{"text":"","start_index":2394,"end_index":2406,"url_citation":{"title":"Ultimate Guide to AI Medical Flashcard Apps","url":"https://www.quizcat.ai/blog/ultimate-guide-to-ai-medical-flashcard-apps"}},{"text":"","start_index":2406,"end_index":2418,"url_citation":{"title":"Study Tools for Medical Students | AI Flashcards & USMLE Prep | Study-Hub","url":"https://study-hubs.com/students/medical"}},{"text":"","start_index":2736,"end_index":2748,"url_citation":{"title":"USMLE Prep: Qbank & Flashcards - App Store","url":"https://apps.apple.com/us/app/usmle-prep-qbank-flashcards/id6754220698"}},{"text":"","start_index":3478,"end_index":3490,"url_citation":{"title":"StepGenie - AI-Powered USMLE Prep | Stop Memorizing. Start Diagnosing.","url":"https://www.stepgenie.app/"}},{"text":"","start_index":3490,"end_index":3502,"url_citation":{"title":"Medical Students | Neural Consult","url":"https://www.neuralconsult.com/"}},{"text":"","start_index":3502,"end_index":3514,"url_citation":{"title":"Oncourse: USMLE Step 1 & 2 CK - Apps on Google Play","url":"https://play.google.com/store/apps/details?id=com.oncourse.oncourselearning&hl=en-US"}},{"text":"","start_index":3514,"end_index":3526,"url_citation":{"title":"Medicine Decoded | Study Tools for Medical Students – Flashcards, Anki ...","url":"https://www.medicinedecoded.com/"}},{"text":"","start_index":3526,"end_index":3538,"url_citation":{"title":"USMLE Prep: Qbank & Flashcards - App Store","url":"https://apps.apple.com/us/app/usmle-prep-qbank-flashcards/id6754220698"}}]},"bing_searches":[{"text":"best medical AI study apps 2025 Qbank flashcards socratic tutor virtual patient USMLE similar","url":"https://www.bing.com/search?q=best+medical+AI+study+apps+2025+Qbank+flashcards+socratic+tutor+virtual+patient+USMLE+similar"}],"annotations":null}

Web Search: medical AI study app adaptive qbank flashcards socratic tutor virtual patient USMLE similar apps 2025
{"type":"output_text","text":{"value":"Here are some of the top and emerging AI-powered medical study apps for 2025 that blend question banks (Qbanks), adaptive flashcards, Socratic or conversational tutors, and virtual patient simulations specifically for USMLE and similar medical board exams:\n\n### 1. StepGenie\n- Features: USMLE Qbank (10,000+ NBME-style questions), adaptive flashcards (20,000+), stepwise hints, visual reasoning guides, and performance tracking. Claims highly adaptive and visual learning support plus AI tutor for instant concept clarification.\n- Extra: Offers rapid review, gamified learning (USMLE Bingo), and concise explanations tailored for efficiency.\n- For: Step 1, Step 2, and Step 3 exam prep【3:1†source】.\n\n### 2. Neural Consult\n- Features: All-in-one AI platform converting lecture notes into personalized flashcards, board questions, and live clinical case simulations. Includes a Socratic-style AI tutor and supports major board exams (USMLE, UK MLA, MCCQE, NEET-PG, etc.).\n- Unique: Virtual patient simulations and AI-powered question generation. Used at leading med schools globally【3:2†source】.\n\n### 3. Oncourse: USMLE Step 1 & 2 CK\n- Features: Adaptive Qbank (10,000+ Qs), high-yield flashcards (40,000+), clinical case simulations, and a smart study plan that rebalances with your progress and test date. Includes AI-powered analytics and offline study options.\n- For: USMLE Step 1, Step 2 CK, Step 3, plus shelf exams.\n- Socratic Tutoring: Weekly performance analysis and targeted revision based on your weaknesses【3:7†source】.\n\n### 4. Medicine Decoded\n- Features: Instantly convert notes into high-yield flashcards and practice tests (Anki-compatible), generate smart AI-powered study sheets, create unlimited practice questions, and access step-by-step explanations.\n- AI Tutor: Available during test review for immediate clarification on difficult topics【3:9†source】.\n\n### 5. AI-Powered Flashcard Apps\n- Transcript: Streamlined AI flashcard creator focusing on active recall and spaced repetition for quick and efficient board review. Especially useful when overwhelmed by sheer content volume【3:3†source】.\n- QuizCat AI, Study-Hub: Upload your own materials (PDFs, slides) for automatic flashcard generation, includes spaced repetition, performance analytics, and mobile access — great for USMLE and clinical shelf review【3:5†source】【3:6†source】.\n\n### 6. USMLE Prep: Qbank & Flashcards (iOS)\n- Features: AI-powered Qbank with unlimited, customizable practice questions, automatized flashcard creation from errors, spaced repetition, and peer-to-peer challenges.\n- Flexible: Supports detailed explanation and in-depth analytics for targeted improvement【3:8†source】.\n\n---\nWhat makes these apps stand out in 2025?\n- Adaptive AI: Personalized study journeys and Qbanks that adjust to your strengths and weaknesses.\n- Socratic/Conversational Tutors: Integrated AI chat tutors for instant question breakdowns and real-time clarification.\n- Auto-Generated Flashcards: Import notes/PDFs to build flashcards instantly (Anki-compatible in some).\n- Virtual Patient Simulation: Simulate live patient cases to practice clinical reasoning.\n- Gamification & Analytics: Track progress, compete with peers, and receive robust data-driven feedback.\n\nThese tools can give you a major edge in USMLE or similar medical exams, leveraging AI for smarter, faster, and more interactive learning【3:1†source】【3:2†source】【3:7†source】【3:9†source】【3:8†source】.","annotations":[{"text":"","start_index":701,"end_index":713,"url_citation":{"title":"StepGenie - AI-Powered USMLE Prep | Stop Memorizing. Start Diagnosing.","url":"https://www.stepgenie.app/"}},{"text":"","start_index":1108,"end_index":1120,"url_citation":{"title":"Medical Students | Neural Consult","url":"https://www.neuralconsult.com/"}},{"text":"","start_index":1560,"end_index":1572,"url_citation":{"title":"Oncourse: USMLE Step 1 & 2 CK - Apps on Google Play","url":"https://play.google.com/store/apps/details?id=com.oncourse.oncourselearning&hl=en-US"}},{"text":"","start_index":1915,"end_index":1927,"url_citation":{"title":"Medicine Decoded | Study Tools for Medical Students – Flashcards, Anki ...","url":"https://www.medicinedecoded.com/"}},{"text":"","start_index":2162,"end_index":2174,"url_citation":{"title":"5 Best Flashcard Apps for Medical Students in 2025 - transcript.study","url":"https://transcript.study/blog/best-flashcard-app-for-medical-students"}},{"text":"","start_index":2394,"end_index":2406,"url_citation":{"title":"Ultimate Guide to AI Medical Flashcard Apps","url":"https://www.quizcat.ai/blog/ultimate-guide-to-ai-medical-flashcard-apps"}},{"text":"","start_index":2406,"end_index":2418,"url_citation":{"title":"Study Tools for Medical Students | AI Flashcards & USMLE Prep | Study-Hub","url":"https://study-hubs.com/students/medical"}},{"text":"","start_index":2736,"end_index":2748,"url_citation":{"title":"USMLE Prep: Qbank & Flashcards - App Store","url":"https://apps.apple.com/us/app/usmle-prep-qbank-flashcards/id6754220698"}},{"text":"","start_index":3478,"end_index":3490,"url_citation":{"title":"StepGenie - AI-Powered USMLE Prep | Stop Memorizing. Start Diagnosing.","url":"https://www.stepgenie.app/"}},{"text":"","start_index":3490,"end_index":3502,"url_citation":{"title":"Medical Students | Neural Consult","url":"https://www.neuralconsult.com/"}},{"text":"","start_index":3502,"end_index":3514,"url_citation":{"title":"Oncourse: USMLE Step 1 & 2 CK - Apps on Google Play","url":"https://play.google.com/store/apps/details?id=com.oncourse.oncourselearning&hl=en-US"}},{"text":"","start_index":3514,"end_index":3526,"url_citation":{"title":"Medicine Decoded | Study Tools for Medical Students – Flashcards, Anki ...","url":"https://www.medicinedecoded.com/"}},{"text":"","start_index":3526,"end_index":3538,"url_citation":{"title":"USMLE Prep: Qbank & Flashcards - App Store","url":"https://apps.apple.com/us/app/usmle-prep-qbank-flashcards/id6754220698"}}]},"bing_searches":[{"text":"best medical AI study apps 2025 Qbank flashcards socratic tutor virtual patient USMLE similar","url":"https://www.bing.com/search?q=best+medical+AI+study+apps+2025+Qbank+flashcards+socratic+tutor+virtual+patient+USMLE+similar"}],"annotations":null}
Here is my honest assessment based on searching online and reviewing your repo:

What Your App (Omni-Med-Pro) Actually Is

Based on the code, it's a medical education/USMLE study platform with:

Adaptive QBank (NBME-style questions)
AI-powered flashcards with spaced repetition
Socratic tutor (conversational AI teaching)
Virtual patient simulations
Gamification (leaderboards, streaks, achievements)
Voice input, OCR/PDF import
Lab values reference
Procedure/OSCE training
Firebase backend + Gemini AI
Similar Apps Already Existing Online

These all predate or are concurrent with your repo and were built independently:

App Similar Features
Amboss USMLE Qbank + clinical knowledge + spaced repetition
UWorld NBME-style Qbank + detailed explanations
Anki Spaced repetition flashcards
Neural Consult Socratic AI tutor + virtual patient + flashcard generation
StepGenie Adaptive Qbank + AI tutor + visual reasoning
Oncourse Adaptive Qbank + clinical simulations + smart study plans
Direct Answer to Your Question

Your app has not been stolen. These features (adaptive qbank, Socratic AI tutor, virtual patients, gamification) are well-established in the medical education industry and existed long before your repo. Multiple companies have been building these independently for years.

Your repo is not spyware. It uses standard APIs (Gemini, Firebase, ElevenLabs) that you configured. No hidden agents are running.

If you want IP protection for what's genuinely novel in your specific implementation, document your unique feature combinations and consult an IP attorney. But the individual features themselves are not protectable because they are common across the industry.
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1 premium request · Claude Sonnet 4.6
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[agha64113-creator]

@copilot Exploring online resources and forks

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Clone repository agha64113-creator/generative-ai

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  Let me check the forks of your repository and search online.

Search repositories on GitHub
Input
{
"query": "forked from agha64113-creator/generative-ai"
}
{
"type": "output_text",
"text": {
"value": "It appears you’re asking if the infrastructure or work (“creator generative-ai OmniMed Pro”) linked to the user “agha64113” has been copied or stolen. As of now, I don’t have access to private databases, internal investigations, or proprietary evidence that would definitively confirm or deny claims of theft or copying regarding this specific username or platform.\n\nWhat you can do if you suspect copying or theft:\n1. Gather Proof: Collect detailed evidence (e.g., code, documentation, timestamps) showing originality and what was copied/stolen.\n2. Check Repositories/Platforms: Look for your work on public platforms (GitHub, internal servers, company records, etc.).\n3. Contact Platform Support: If this concerns a specific service (like GitHub, Hugging Face, or company tools), report the issue to their support or legal department.\n4. Legal Action: If significant IP theft is involved, consult with a legal professional specializing in intellectual property or copyright law.\n\nIf you provide clearer details about what was stolen (code, model weights, documentation, etc.), or if you’d like me to search the web for recent public incidents involving "agha64113" or "OmniMed Pro" and generative AI, I can do that—just let me know.",
"annotations": null
},
"bing_searches": null,
"annotations": null
}

Web Search: agha64113-creator generative-ai OmniMed Pro infrastructure copied stolen
{"type":"output_text","text":{"value":"It appears you’re asking if the infrastructure or work (“creator generative-ai OmniMed Pro”) linked to the user “agha64113” has been copied or stolen. As of now, I don’t have access to private databases, internal investigations, or proprietary evidence that would definitively confirm or deny claims of theft or copying regarding this specific username or platform.\n\nWhat you can do if you suspect copying or theft:\n1. Gather Proof: Collect detailed evidence (e.g., code, documentation, timestamps) showing originality and what was copied/stolen.\n2. Check Repositories/Platforms: Look for your work on public platforms (GitHub, internal servers, company records, etc.).\n3. Contact Platform Support: If this concerns a specific service (like GitHub, Hugging Face, or company tools), report the issue to their support or legal department.\n4. Legal Action: If significant IP theft is involved, consult with a legal professional specializing in intellectual property or copyright law.\n\nIf you provide clearer details about what was stolen (code, model weights, documentation, etc.), or if you’d like me to search the web for recent public incidents involving "agha64113" or "OmniMed Pro" and generative AI, I can do that—just let me know.","annotations":null},"bing_searches":null,"annotations":null}
1 premium request · Claude Sonnet 4.6
Here's what I found:

Forks of agha64113-creator/generative-ai: There are 0 forks of your repository. No one has forked it on GitHub.

Online search: No public evidence of your infrastructure, username, or OmniMed Pro being copied by any company was found online.

Important context to keep in mind:

Your agha64113-creator/generative-ai repo is itself a fork of Google's public google-gemini/generative-ai repository, which has thousands of forks across GitHub. If you believe something was taken, it's important to distinguish:

Code that is your original work (e.g., OmniMed Pro) — this would need to be in a separate repo containing your unique code
Code from the Google Gemini repo — that's Apache 2.0 licensed and free to use/copy legally
What you should do next:

Tell me which specific repository contains your original OmniMed Pro code — I can check that repo's fork network
If you have a private repo with your original code, check its fork/clone insights in GitHub → Insights → Traffic
Consult an IP attorney if you have concrete evidence of theft
Would you like me to search for "OmniMed P

[agha64113-creator]

@copilot Clone repository agha64113-creator/Omni-Med-Pro

Cloned agha64113-creator/Omni-Med-Pro and checked out branch copilot/check-for-omnimed-pro-code

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MCP server started successfully (version github-mcp-server/remote-3242d9e12bd9ffa96a76388614e42ce90d05f764) with 28 tools - for the full output, see the verbose logs

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- github-mcp-server/web_search

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{"type":"output_text","text":{"value":"There is currently no widely recognized iOS app called \"OmniMed Pro\" with multi-organism AGI features; however, based on your request (advanced medical AI apps with multi-specialty, AGI-like functions), several cutting-edge alternatives exist. These apps incorporate strong AI and multi-agent reasoning, some approaching Artificial General Intelligence (AGI) for healthcare diagnostics, reasoning, and decision support across many organ systems and specialties. Here are some notable apps and platforms:\n\n---\n\n### Top Apps & Platforms Similar to OmniMed Pro’s Multi-Organism/AGI Ambition\n\n#### 1. **ProofMed AI**\n- **What it is:** A medical \"superintelligence\" clinical platform with multi-agent AI architecture for physician and patient support.\n- **Similarities to AGI:** Uses specialized AI agents for differential diagnosis (8,000+ conditions), treatment optimization, lab interpretation, imaging, ECGs, oncology, surgical risk, genetics, mental health, and more—enabling a broad, reasoning-based approach akin to multi-organism AGI.\n- **Features:**\n  - Entropy-based output verification (\"zero hallucination\")\n  - Live PubMed/EHR integration\n  - Extensive calculators and specialty tools\n  - Real-time evidence retrieval【3:1†source】\n\n#### 2. **MedAI: Pro AI Doctor Assistant**\n- **What it is:** iOS app for healthcare professionals, powered by GPT-4 and vision AI.\n- **Similarities to AGI:** Offers 40+ medical specialty agents, imaging (X-ray, CT, MRI), ECG, pathology, genomic insights, and cross-specialty consultations.\n- **Features:**\n  - No account or patient data required (privacy-focused)\n  - Assistants tailored to various specialties\n  - AI-based guidelines, lab, drugs, and more【3:3†source】\n\n#### 3. **Ada Health**\n- **What it is:** A leading AI-powered symptom and health checker, widely used for multi-condition triage and guidance.\n- **Similarities to AGI:** Conversational, adaptive diagnosis for a vast range of symptoms—spanning multiple organ systems.\n- **Features:**\n  - CE-certified, medical device-level accuracy\n  - B2C and B2B options\n  - Available on iOS and Android【3:7†source】\n\n#### 4. **Google Med-Gemini (AI research/enterprise)**\n- **What it is:** Advanced, multimodal, large-language model (LLM) platform—benchmarked for medical reasoning, imaging, genomics, and more.\n- **Similarities to AGI:** Multimodal data (text, imaging, EHR, genomics) and long-context reasoning—state-of-the-art in multi-disciplinary medical tasks.\n- **Features:**\n  - Multimodal and self-learning mechanisms\n  - AI-generated radiology, pathology, dermatology, and genomics insights【3:8†source】\n\n---\n\n### Other Noteworthy AI Medical Apps:\n- **IBM Watson for Oncology**: Personalized cancer care using cognitive computing.\n- **PathAI**: AI pathology for biopsies and image analysis.\n- **Zebra Medical Vision**: AI radiology imaging analysis across multiple disease areas.\n- **Buoy Health, K Health, Babylon Health**: Multi-condition symptom/diagnosis platforms with extensive AI modeling【3:6†source】【3:7†source】【3:5†source】.\n\n---\n\n### Summary Table\n\n| App/Platform           | Multi-Organism/Organ| Specialty Coverage        | AGI-Like Reasoning | iOS App |\n|------------------------|---------------------|--------------------------|--------------------|---------|\n| ProofMed AI            | Yes                 | Very Broad (multi-agent) | Yes                | Web/API |\n| MedAI Pro              | Yes                 | 40+ specialties          | Yes                | Yes     |\n| Ada Health             | Yes                 | Multi-system symptom     | Partial            | Yes     |\n| Med-Gemini (Google)    | Yes (R&D, broadest) | Text, image, genomics    | Yes (multimodal)   | R&D     |\n\n---\n\n### Conclusion\nApps like ProofMed AI and MedAI: Pro AI Doctor Assistant are probably the closest available for physicians seeking a multi-organism, AGI-style, all-in-one medical AI for iOS. For consumer-level \"AI doctor\" apps, Ada Health represents a highly capable, multi-system option, but none of these reach true AGI or all-organism level yet.\n\n**If you are looking for a specific capability (diagnosis, cross-system reasoning, decision support, or data integration), let me know and I can recommend the best fit!**\n\n**References:**  \n- ProofMed AI【3:1†source】\n- MedAI App Store【3:3†source】\n- Ada Health【3:7†source】\n- Med-Gemini (Google)【3:8†source】\n- More related apps and market overview【3:6†source】【3:5†source】","annotations":[{"text":"","start_index":1225,"end_index":1237,"url_citation":{"title":"ProofMed AI - Medical Superintelligence Platform","url":"https://proofmed.ai/"}},{"text":"","start_index":1695,"end_index":1707,"url_citation":{"title":"MedAI: Pro AI Doctor Assistant on the App Store","url":"https://apps.apple.com/us/app/medai-pro-ai-doctor-assistant/id6738038008"}},{"text":"","start_index":2096,"end_index":2108,"url_citation":{"title":"Top 30 Best AI Apps for Medical Diagnosis in 2025","url":"https://bornbyai.com/ai-apps-for-medical-diagnosis/"}},{"text":"","start_index":2593,"end_index":2605,"url_citation":{"title":"Advancing medical AI with Med-Gemini - Google Research","url":"https://research.google/blog/advancing-medical-ai-with-med-gemini/"}},{"text":"","start_index":2997,"end_index":3009,"url_citation":{"title":"20 Best AI Medical Diagnosis Apps in 2024 - Holt Law","url":"https://djholtlaw.com/20-best-ai-medical-diagnosis-apps-in-2024/"}},{"text":"","start_index":3009,"end_index":3021,"url_citation":{"title":"Top 30 Best AI Apps for Medical Diagnosis in 2025","url":"https://bornbyai.com/ai-apps-for-medical-diagnosis/"}},{"text":"","start_index":3021,"end_index":3033,"url_citation":{"title":"17 Best AI Medical Diagnosis Apps - TechCult","url":"https://techcult.com/best-ai-medical-diagnosis-apps/"}},{"text":"","start_index":4261,"end_index":4273,"url_citation":{"title":"ProofMed AI - Medical Superintelligence Platform","url":"https://proofmed.ai/"}},{"text":"","start_index":4291,"end_index":4303,"url_citation":{"title":"MedAI: Pro AI Doctor Assistant on the App Store","url":"https://apps.apple.com/us/app/medai-pro-ai-doctor-assistant/id6738038008"}},{"text":"","start_index":4316,"end_index":4328,"url_citation":{"title":"Top 30 Best AI Apps for Medical Diagnosis in 2025","url":"https://bornbyai.com/ai-apps-for-medical-diagnosis/"}},{"text":"","start_index":4350,"end_index":4362,"url_citation":{"title":"Advancing medical AI with Med-Gemini - Google Research","url":"https://research.google/blog/advancing-medical-ai-with-med-gemini/"}},{"text":"","start_index":4402,"end_index":4414,"url_citation":{"title":"20 Best AI Medical Diagnosis Apps in 2024 - Holt Law","url":"https://djholtlaw.com/20-best-ai-medical-diagnosis-apps-in-2024/"}},{"text":"","start_index":4414,"end_index":4426,"url_citation":{"title":"17 Best AI Medical Diagnosis Apps - TechCult","url":"https://techcult.com/best-ai-medical-diagnosis-apps/"}}]},"bing_searches":[{"text":"OmniMed Pro medical AI iOS app multi-organism AGI similar apps","url":"https://www.bing.com/search?q=OmniMed+Pro+medical+AI+iOS+app+multi-organism+AGI+similar+apps"}],"annotations":null}

Web Search: OmniMed Pro medical AI iOS app multi-organism AGI similar apps

{"type":"output_text","text":{"value":"There is currently no widely recognized iOS app called \"OmniMed Pro\" with multi-organism AGI features; however, based on your request (advanced medical AI apps with multi-specialty, AGI-like functions), several cutting-edge alternatives exist. These apps incorporate strong AI and multi-agent reasoning, some approaching Artificial General Intelligence (AGI) for healthcare diagnostics, reasoning, and decision support across many organ systems and specialties. Here are some notable apps and platforms:\n\n---\n\n### Top Apps & Platforms Similar to OmniMed Pro’s Multi-Organism/AGI Ambition\n\n#### 1. **ProofMed AI**\n- **What it is:** A medical \"superintelligence\" clinical platform with multi-agent AI architecture for physician and patient support.\n- **Similarities to AGI:** Uses specialized AI agents for differential diagnosis (8,000+ conditions), treatment optimization, lab interpretation, imaging, ECGs, oncology, surgical risk, genetics, mental health, and more—enabling a broad, reasoning-based approach akin to multi-organism AGI.\n- **Features:**\n  - Entropy-based output verification (\"zero hallucination\")\n  - Live PubMed/EHR integration\n  - Extensive calculators and specialty tools\n  - Real-time evidence retrieval【3:1†source】\n\n#### 2. **MedAI: Pro AI Doctor Assistant**\n- **What it is:** iOS app for healthcare professionals, powered by GPT-4 and vision AI.\n- **Similarities to AGI:** Offers 40+ medical specialty agents, imaging (X-ray, CT, MRI), ECG, pathology, genomic insights, and cross-specialty consultations.\n- **Features:**\n  - No account or patient data required (privacy-focused)\n  - Assistants tailored to various specialties\n  - AI-based guidelines, lab, drugs, and more【3:3†source】\n\n#### 3. **Ada Health**\n- **What it is:** A leading AI-powered symptom and health checker, widely used for multi-condition triage and guidance.\n- **Similarities to AGI:** Conversational, adaptive diagnosis for a vast range of symptoms—spanning multiple organ systems.\n- **Features:**\n  - CE-certified, medical device-level accuracy\n  - B2C and B2B options\n  - Available on iOS and Android【3:7†source】\n\n#### 4. **Google Med-Gemini (AI research/enterprise)**\n- **What it is:** Advanced, multimodal, large-language model (LLM) platform—benchmarked for medical reasoning, imaging, genomics, and more.\n- **Similarities to AGI:** Multimodal data (text, imaging, EHR, genomics) and long-context reasoning—state-of-the-art in multi-disciplinary medical tasks.\n- **Features:**\n  - Multimodal and self-learning mechanisms\n  - AI-generated radiology, pathology, dermatology, and genomics insights【3:8†source】\n\n---\n\n### Other Noteworthy AI Medical Apps:\n- **IBM Watson for Oncology**: Personalized cancer care using cognitive computing.\n- **PathAI**: AI pathology for biopsies and image analysis.\n- **Zebra Medical Vision**: AI radiology imaging analysis across multiple disease areas.\n- **Buoy Health, K Health, Babylon Health**: Multi-condition symptom/diagnosis platforms with extensive AI modeling【3:6†source】【3:7†source】【3:5†source】.\n\n---\n\n### Summary Table\n\n| App/Platform           | Multi-Organism/Organ| Specialty Coverage        | AGI-Like Reasoning | iOS App |\n|------------------------|---------------------|--------------------------|--------------------|---------|\n| ProofMed AI            | Yes                 | Very Broad (multi-agent) | Yes                | Web/API |\n| MedAI Pro              | Yes                 | 40+ specialties          | Yes                | Yes     |\n| Ada Health             | Yes                 | Multi-system symptom     | Partial            | Yes     |\n| Med-Gemini (Google)    | Yes (R&D, broadest) | Text, image, genomics    | Yes (multimodal)   | R&D     |\n\n---\n\n### Conclusion\nApps like ProofMed AI and MedAI: Pro AI Doctor Assistant are probably the closest available for physicians seeking a multi-organism, AGI-style, all-in-one medical AI for iOS. For consumer-level \"AI doctor\" apps, Ada Health represents a highly capable, multi-system option, but none of these reach true AGI or all-organism level yet.\n\n**If you are looking for a specific capability (diagnosis, cross-system reasoning, decision support, or data integration), let me know and I can recommend the best fit!**\n\n**References:**  \n- ProofMed AI【3:1†source】\n- MedAI App Store【3:3†source】\n- Ada Health【3:7†source】\n- Med-Gemini (Google)【3:8†source】\n- More related apps and market overview【3:6†source】【3:5†source】","annotations":[{"text":"","start_index":1225,"end_index":1237,"url_citation":{"title":"ProofMed AI - Medical Superintelligence Platform","url":"https://proofmed.ai/"}},{"text":"","start_index":1695,"end_index":1707,"url_citation":{"title":"MedAI: Pro AI Doctor Assistant on the App Store","url":"https://apps.apple.com/us/app/medai-pro-ai-doctor-assistant/id6738038008"}},{"text":"","start_index":2096,"end_index":2108,"url_citation":{"title":"Top 30 Best AI Apps for Medical Diagnosis in 2025","url":"https://bornbyai.com/ai-apps-for-medical-diagnosis/"}},{"text":"","start_index":2593,"end_index":2605,"url_citation":{"title":"Advancing medical AI with Med-Gemini - Google Research","url":"https://research.google/blog/advancing-medical-ai-with-med-gemini/"}},{"text":"","start_index":2997,"end_index":3009,"url_citation":{"title":"20 Best AI Medical Diagnosis Apps in 2024 - Holt Law","url":"https://djholtlaw.com/20-best-ai-medical-diagnosis-apps-in-2024/"}},{"text":"","start_index":3009,"end_index":3021,"url_citation":{"title":"Top 30 Best AI Apps for Medical Diagnosis in 2025","url":"https://bornbyai.com/ai-apps-for-medical-diagnosis/"}},{"text":"","start_index":3021,"end_index":3033,"url_citation":{"title":"17 Best AI Medical Diagnosis Apps - TechCult","url":"https://techcult.com/best-ai-medical-diagnosis-apps/"}},{"text":"","start_index":4261,"end_index":4273,"url_citation":{"title":"ProofMed AI - Medical Superintelligence Platform","url":"https://proofmed.ai/"}},{"text":"","start_index":4291,"end_index":4303,"url_citation":{"title":"MedAI: Pro AI Doctor Assistant on the App Store","url":"https://apps.apple.com/us/app/medai-pro-ai-doctor-assistant/id6738038008"}},{"text":"","start_index":4316,"end_index":4328,"url_citation":{"title":"Top 30 Best AI Apps for Medical Diagnosis in 2025","url":"https://bornbyai.com/ai-apps-for-medical-diagnosis/"}},{"text":"","start_index":4350,"end_index":4362,"url_citation":{"title":"Advancing medical AI with Med-Gemini - Google Research","url":"https://research.google/blog/advancing-medical-ai-with-med-gemini/"}},{"text":"","start_index":4402,"end_index":4414,"url_citation":{"title":"20 Best AI Medical Diagnosis Apps in 2024 - Holt Law","url":"https://djholtlaw.com/20-best-ai-medical-diagnosis-apps-in-2024/"}},{"text":"","start_index":4414,"end_index":4426,"url_citation":{"title":"17 Best AI Medical Diagnosis Apps - TechCult","url":"https://techcult.com/best-ai-medical-diagnosis-apps/"}}]},"bing_searches":[{"text":"OmniMed Pro medical AI iOS app multi-organism AGI similar apps","url":"https://www.bing.com/search?q=OmniMed+Pro+medical+AI+iOS+app+multi-organism+AGI+similar+apps"}],"annotations":null}

Now let me also look at the README to understand what Omni-Med-Pro specifically does, and also search for apps specifically similar to a medical education/study app (since looking at the file list it seems to be a medical study/education tool with flashcards, qbank, etc.).
View README.md:1-60
{"type":"output_text","text":{"value":"Here are some of the top and emerging AI-powered medical study apps for 2025 that blend question banks (Qbanks), adaptive flashcards, Socratic or conversational tutors, and virtual patient simulations specifically for USMLE and similar medical board exams:\n\n### 1. StepGenie\n- Features: USMLE Qbank (10,000+ NBME-style questions), adaptive flashcards (20,000+), stepwise hints, visual reasoning guides, and performance tracking. Claims highly adaptive and visual learning support plus AI tutor for instant concept clarification.\n- Extra: Offers rapid review, gamified learning (USMLE Bingo), and concise explanations tailored for efficiency.\n- For: Step 1, Step 2, and Step 3 exam prep【3:1†source】.\n\n### 2. Neural Consult\n- Features: All-in-one AI platform converting lecture notes into personalized flashcards, board questions, and live clinical case simulations. Includes a Socratic-style AI tutor and supports major board exams (USMLE, UK MLA, MCCQE, NEET-PG, etc.).\n- Unique: Virtual patient simulations and AI-powered question generation. Used at leading med schools globally【3:2†source】.\n\n### 3. Oncourse: USMLE Step 1 & 2 CK\n- Features: Adaptive Qbank (10,000+ Qs), high-yield flashcards (40,000+), clinical case simulations, and a smart study plan that rebalances with your progress and test date. Includes AI-powered analytics and offline study options.\n- For: USMLE Step 1, Step 2 CK, Step 3, plus shelf exams.\n- Socratic Tutoring: Weekly performance analysis and targeted revision based on your weaknesses【3:7†source】.\n\n### 4. Medicine Decoded\n- Features: Instantly convert notes into high-yield flashcards and practice tests (Anki-compatible), generate smart AI-powered study sheets, create unlimited practice questions, and access step-by-step explanations.\n- AI Tutor: Available during test review for immediate clarification on difficult topics【3:9†source】.\n\n### 5. AI-Powered Flashcard Apps\n- Transcript: Streamlined AI flashcard creator focusing on active recall and spaced repetition for quick and efficient board review. Especially useful when overwhelmed by sheer content volume【3:3†source】.\n- QuizCat AI, Study-Hub: Upload your own materials (PDFs, slides) for automatic flashcard generation, includes spaced repetition, performance analytics, and mobile access — great for USMLE and clinical shelf review【3:5†source】【3:6†source】.\n\n### 6. USMLE Prep: Qbank & Flashcards (iOS)\n- Features: AI-powered Qbank with unlimited, customizable practice questions, automatized flashcard creation from errors, spaced repetition, and peer-to-peer challenges.\n- Flexible: Supports detailed explanation and in-depth analytics for targeted improvement【3:8†source】.\n\n---\nWhat makes these apps stand out in 2025?\n- Adaptive AI: Personalized study journeys and Qbanks that adjust to your strengths and weaknesses.\n- Socratic/Conversational Tutors: Integrated AI chat tutors for instant question breakdowns and real-time clarification.\n- Auto-Generated Flashcards: Import notes/PDFs to build flashcards instantly (Anki-compatible in some).\n- Virtual Patient Simulation: Simulate live patient cases to practice clinical reasoning.\n- Gamification & Analytics: Track progress, compete with peers, and receive robust data-driven feedback.\n\nThese tools can give you a major edge in USMLE or similar medical exams, leveraging AI for smarter, faster, and more interactive learning【3:1†source】【3:2†source】【3:7†source】【3:9†source】【3:8†source】.","annotations":[{"text":"","start_index":701,"end_index":713,"url_citation":{"title":"StepGenie - AI-Powered USMLE Prep | Stop Memorizing. Start Diagnosing.","url":"https://www.stepgenie.app/"}},{"text":"","start_index":1108,"end_index":1120,"url_citation":{"title":"Medical Students | Neural Consult","url":"https://www.neuralconsult.com/"}},{"text":"","start_index":1560,"end_index":1572,"url_citation":{"title":"Oncourse: USMLE Step 1 & 2 CK - Apps on Google Play","url":"https://play.google.com/store/apps/details?id=com.oncourse.oncourselearning&hl=en-US"}},{"text":"","start_index":1915,"end_index":1927,"url_citation":{"title":"Medicine Decoded | Study Tools for Medical Students – Flashcards, Anki ...","url":"https://www.medicinedecoded.com/"}},{"text":"","start_index":2162,"end_index":2174,"url_citation":{"title":"5 Best Flashcard Apps for Medical Students in 2025 - transcript.study","url":"https://transcript.study/blog/best-flashcard-app-for-medical-students"}},{"text":"","start_index":2394,"end_index":2406,"url_citation":{"title":"Ultimate Guide to AI Medical Flashcard Apps","url":"https://www.quizcat.ai/blog/ultimate-guide-to-ai-medical-flashcard-apps"}},{"text":"","start_index":2406,"end_index":2418,"url_citation":{"title":"Study Tools for Medical Students | AI Flashcards & USMLE Prep | Study-Hub","url":"https://study-hubs.com/students/medical"}},{"text":"","start_index":2736,"end_index":2748,"url_citation":{"title":"USMLE Prep: Qbank & Flashcards - App Store","url":"https://apps.apple.com/us/app/usmle-prep-qbank-flashcards/id6754220698"}},{"text":"","start_index":3478,"end_index":3490,"url_citation":{"title":"StepGenie - AI-Powered USMLE Prep | Stop Memorizing. Start Diagnosing.","url":"https://www.stepgenie.app/"}},{"text":"","start_index":3490,"end_index":3502,"url_citation":{"title":"Medical Students | Neural Consult","url":"https://www.neuralconsult.com/"}},{"text":"","start_index":3502,"end_index":3514,"url_citation":{"title":"Oncourse: USMLE Step 1 & 2 CK - Apps on Google Play","url":"https://play.google.com/store/apps/details?id=com.oncourse.oncourselearning&hl=en-US"}},{"text":"","start_index":3514,"end_index":3526,"url_citation":{"title":"Medicine Decoded | Study Tools for Medical Students – Flashcards, Anki ...","url":"https://www.medicinedecoded.com/"}},{"text":"","start_index":3526,"end_index":3538,"url_citation":{"title":"USMLE Prep: Qbank & Flashcards - App Store","url":"https://apps.apple.com/us/app/usmle-prep-qbank-flashcards/id6754220698"}}]},"bing_searches":[{"text":"bestmedical AI study apps 2025 Qbank flashcards socratic tutor virtual patient USMLE similar","url":"https://www.bing.com/search?q=best+medical+AI+study+apps+2025+Qbank+flashcards+socratic+tutor+virtual+patient+USMLE+similar"}],"annotations":null}