# Project export: gendoc.ai

This document was generated by HackStack to give an AI agent context about a hackathon project. Sections are labeled with their provenance; content marked as truncated was cut to keep this document small.

## Project metadata

- Hackathon: Cal Hacks 12.0
- Tagline: AI-powered symptom analysis and intelligent healthcare documentation that solves long wait times and difficulty accessing primary care.
- Devpost: https://devpost.com/software/gendoc-ai
- GitHub: https://github.com/dtuan2604/gendoc.ai
- Team: 3 GitHub contributor(s) — Duong Tuan (9 commits), siddu1324 (5 commits), Divine Akinjiyan (1 commits)

## Devpost submission (written by the team)

### Inspiration

Access to primary care is important. But currently, it sucks. While trying to identify a core problem to solve, we discovered that a significant percentage of the users we spoke to were frequent healthcare users, indicating a high need for faster access to care. Sixty-two % of them said they were looking for credible tools to discuss health symptoms in the context of their medical history. Patients often feel that getting in touch with a Primary Care Physician is time-consuming, inconvenient, and awkward.

### What it does

gendoc.ai delivers instant, personalized responses and centralizes healthcare in one place. Strengthening the patient–doctor loop and making it easier to reach out for potentially life-saving help.

### How we built it

Tech stack: Claude, MCP Server, FastAPI, React + TypeScript, Github Data model: gendoc Data Model We used Figma to prototype the design spec and visualize the key components of our MVP, which would be directly interacting with our end client We built a FastAPI server acting as an intermediate server between the client and agent. The FastAPI will handle transactional processing for our application and communicate with the MCP Agent server to perform tasks and respond to users promptly Claude MCP Agent: We built a main agent that will handle communication and orchestration. Depending on our system prompt + user prompt, our agent offers a tool to: Communicate with the patient to understand their needs Predict symptoms based on the user's input Generate a report and get the doctor's approval Place the medicine order according to the doctor's request Schedule an appointment with a specialized doctor if necessary

### Accomplishments we're proud of

Ease of use due to the user-friendly interface Quality of the insights generated by our model

### What we learned

How to build an MCP agent with the Claude Agent SDK

## README (from the GitHub repository)

# GENDOC.AI

## Team members
- Tyson Hoang
- Divine Akinjiyan
- Siddhartha Reddy Pullannagari

## Activate virtual environment

```bash
conda create -n calhack python=3.12
conda activate calhack
```

Gendoc.ai — local RAG agent + mailbox agents (no Docker, no API keys)

This repo contains a minimal multi-agent setup using Fetch.ai uAgents with a working RAG (retrieval-augmented) medical helper. It talks via the Agentverse mailbox, retrieves credible snippets from a local Chroma vector DB, and returns conditions/specialties plus citations. You can run everything locally without Docker or API keys.

What’s here

Agents (mailbox mode, unique ports):
triage, report, scheduling, pharmacy, audit, orchestrator, and rag (this one does retrieval).

RAG stack: Chroma (HTTP server), SentenceTransformers embeddings, simple rules (MeTTa-ready later).

Senders: send.py, send_rag.py to ping any agent by agent1… address.

Requirements

macOS/Linux, Python 3.13 (for now).
(If you want MeTTa/Hyperon reasoning today, use Python 3.11; see “MeTTa mode” below.)

Install deps:

cd agents_lab
python -m venv .venv
source .venv/bin/activate
python -m pip install --upgrade pip
python -m pip install "uagents==0.22.10" "pydantic>=2.8,<3" "uvicorn>=0.30.1,<1.0"
python -m pip install "chromadb[server]==0.5.5" "sentence-transformers==3.0.1" \
  "beautifulsoup4==4.12.3" "numpy==1.26.4" "requests==2.32.3"

Run Chroma (no Docker)

Terminal A:

source .venv/bin/activate
python -m chromadb.cli run --path .chroma --host 127.0.0.1 --port 8003


Terminal B (env to point at the server):

source .venv/bin/activate
export CHROMA_MODE=http
export CHROMA_HOST=127.0.0.1
export CHROMA_PORT=8003

Ingest a tiny seed index
# ensure packages treat agents/ as a package
touch agents/__init__.py agents/rag/__init__.py

# ingest public WHO/CDC pages (demo only)
python -m agents.rag.ingest

Run the RAG agent (mailbox) and pair once
python -m agents.rag.rag_agent
# copy the Inspector link from logs, open it, click: Connect → Mailbox → Finish
# copy the printed agent1… address

Send a test query
python -m agents.rag.send_rag \
  --to <RAG_AGENT_ADDRESS> \
  --text "sore throat 3 days, productive cough, mild fever" \
  --session sess42 --k 6


You should see:

conditions (demo rules → e.g., flu)

specialties (e.g., primary_care)

citations/facts from Chroma (WHO/CDC snippets)

Run the other template agents (optional)

Each in its own terminal, pair once via Inspector (mailbox):

python agents/triage_agent.py       # port 8000
python agents/report_agent.py       # port 8002
python agents/scheduling_agent.py   # port 8003
python agents/pharmacy_agent.py     # port 8004
python agents/audit_agent.py        # port 8005
python agents/orchestrator_agent.py # port 8006


Then use the universal sender:

python agents/send.py --to <AGENT_ADDR> --text "..." --target triage|report|schedule|pharmacy|audit

MeTTa (Hyperon) mode (optional, for full symbolic reasoning)

Use Python 3.11:

pyenv install 3.11.9
pyenv local 3.11.9
python -m venv .venv311 && source .venv311/bin/activate
python -m pip install --upgrade pip
python -m pip install uagents==0.9.2 hyperon==0.2.6 uvicorn==0.22 pydantic==1.10.14 \
  chromadb==0.5.5 sentence-transformers==3.0.1 beautifulsoup4==4.12.3 numpy==1.26.4 requests==2.32.3


Then restore agents/rag/knowledge.py (MeTTa version), and keep the same run steps.

Notes

No API keys needed for this demo.

To add an LLM (Claude) later, you’ll set ANTHROPIC_API_KEY and run a new claude_agent (see workflow below).

If you see “Agent mailbox not found,” → open the Inspector link from logs and complete Connect → Mailbox once per agent.

If you see “address already in use,” → give each agent a unique port.


## Detected evidence (automated analysis)

Indexed codebase: 113 recognized source files, 431 KB.
- CSS (language) — detected in the code
- FastAPI (technology) — detected in the code
- HTML (language) — detected in the code
- Python (language) — detected in the code
- React (technology) — detected in the code
- Supabase (technology) — detected in the code
- TypeScript (language) — detected in the code
- PostgreSQL (technology) — claimed on Devpost, not found in the code

## Codebase structure (from repository index)

### Files (120 of 126)

```
.gitignore
.vscode/settings.json
agents_lab/.chroma/chroma.sqlite3
agents_lab/.env
agents_lab/.python-version
agents_lab/agents/__init__.py
agents_lab/agents/audit_agent.py
agents_lab/agents/orchestrator_agent.py
agents_lab/agents/pharmacy_agent.py
agents_lab/agents/rag/__init__.py
agents_lab/agents/rag/config.py
agents_lab/agents/rag/extractor.py
agents_lab/agents/rag/ingest.py
agents_lab/agents/rag/knowledge.py
agents_lab/agents/rag/medicalrag.py
agents_lab/agents/rag/models.py
agents_lab/agents/rag/rag_agent.py
agents_lab/agents/rag/retriever.py
agents_lab/agents/rag/send_rag.py
agents_lab/agents/report_agent.py
agents_lab/agents/scheduling_agent.py
agents_lab/agents/send_to_triage.py
agents_lab/agents/send.py
agents_lab/agents/triage_agent.py
agents_lab/chroma.log
agents_lab/requirements.txt
backend/README.md
backend/requirements.txt
backend/src/__init__.py
backend/src/agent/clinical_tools.py
backend/src/agent/dev_demo.py
backend/src/agent/interactive_chat.py
backend/src/agent/main_agent.py
backend/src/agent/pharmacy_tools.py
backend/src/agent/scheduler_tools.py
backend/src/agent/tool_definition.py
backend/src/agent/utility.py
backend/src/alembic.ini
backend/src/database/__init__.py
backend/src/database/postgres_conn.py
backend/src/db_migration/__init__.py
backend/src/db_migration/env.py
backend/src/db_migration/migration.py
backend/src/dto/__init__.py
backend/src/dto/document.py
backend/src/dto/gendoc_auth.py
backend/src/dto/profile.py
backend/src/entity/__init__.py
backend/src/entity/database_models.py
backend/src/main.py
backend/src/utility/__init__.py
backend/src/utility/auth_utitlity.py
backend/src/utility/logging_utility.py
backend/src/utility/user_profile_utility.py
frontend/.gitignore
frontend/.npmrc
frontend/index.html
frontend/package.json
frontend/README.md
frontend/src/App.tsx
frontend/src/Attributions.md
frontend/src/components/AuthForm.tsx
frontend/src/components/DoctorDashboard.tsx
frontend/src/components/figma/ImageWithFallback.tsx
frontend/src/components/LandingPage.tsx
frontend/src/components/Navbar.tsx
frontend/src/components/PatientChat.tsx
frontend/src/components/ui/accordion.tsx
frontend/src/components/ui/alert-dialog.tsx
frontend/src/components/ui/alert.tsx
frontend/src/components/ui/aspect-ratio.tsx
frontend/src/components/ui/avatar.tsx
frontend/src/components/ui/badge.tsx
frontend/src/components/ui/breadcrumb.tsx
frontend/src/components/ui/button.tsx
frontend/src/components/ui/calendar.tsx
frontend/src/components/ui/card.tsx
frontend/src/components/ui/carousel.tsx
frontend/src/components/ui/chart.tsx
frontend/src/components/ui/checkbox.tsx
frontend/src/components/ui/collapsible.tsx
frontend/src/components/ui/command.tsx
frontend/src/components/ui/context-menu.tsx
frontend/src/components/ui/dialog.tsx
frontend/src/components/ui/drawer.tsx
frontend/src/components/ui/dropdown-menu.tsx
frontend/src/components/ui/form.tsx
frontend/src/components/ui/hover-card.tsx
frontend/src/components/ui/input-otp.tsx
frontend/src/components/ui/input.tsx
frontend/src/components/ui/label.tsx
frontend/src/components/ui/menubar.tsx
frontend/src/components/ui/navigation-menu.tsx
frontend/src/components/ui/pagination.tsx
frontend/src/components/ui/popover.tsx
frontend/src/components/ui/progress.tsx
frontend/src/components/ui/radio-group.tsx
frontend/src/components/ui/resizable.tsx
frontend/src/components/ui/scroll-area.tsx
frontend/src/components/ui/select.tsx
frontend/src/components/ui/separator.tsx
frontend/src/components/ui/sheet.tsx
frontend/src/components/ui/sidebar.tsx
frontend/src/components/ui/skeleton.tsx
frontend/src/components/ui/slider.tsx
frontend/src/components/ui/sonner.tsx
frontend/src/components/ui/switch.tsx
frontend/src/components/ui/table.tsx
frontend/src/components/ui/tabs.tsx
frontend/src/components/ui/textarea.tsx
frontend/src/components/ui/toggle-group.tsx
frontend/src/components/ui/toggle.tsx
frontend/src/components/ui/tooltip.tsx
frontend/src/components/ui/use-mobile.ts
frontend/src/components/ui/utils.ts
frontend/src/guidelines/Guidelines.md
frontend/src/index.css
frontend/src/main.tsx
frontend/src/styles/globals.css
frontend/src/supabase/functions/server/index.tsx
[6 more files omitted for size]
```

### Dependencies

- agents_lab/requirements.txt: beautifulsoup4@==4.12.3, chromadb@==0.5.5, hyperon@==0.2.6, numpy@==1.26.4, python-dotenv@==1.0.1, requests@==2.32.3, sentence-transformers@==3.0.1, uagents@==0.9.2
- backend/requirements.txt: alembic@==1.17.0, asyncpg@>= 0.27.0, claude_agent_sdk, Faker@==37.12.0, fastapi@==0.119.1, loguru@==0.7.3, passlib[argon2]@>=1.7.4, psycopg2-binary@==2.9.11, pydantic[email]@>=2.0.0, python-dotenv@==1.1.1, SQLAlchemy@==2.0.40, uvicorn@>=0.24.0,<0.25.0
- frontend/package.json: @jsr/supabase__supabase-js@^2.49.8, @radix-ui/react-accordion@^1.2.3, @radix-ui/react-alert-dialog@^1.1.6, @radix-ui/react-aspect-ratio@^1.1.2, @radix-ui/react-avatar@^1.1.3, @radix-ui/react-checkbox@^1.1.4, @radix-ui/react-collapsible@^1.1.3, @radix-ui/react-context-menu@^2.2.6, @radix-ui/react-dialog@^1.1.6, @radix-ui/react-dropdown-menu@^2.1.6, @radix-ui/react-hover-card@^1.1.6, @radix-ui/react-label@^2.1.2, @radix-ui/react-menubar@^1.1.6, @radix-ui/react-navigation-menu@^1.2.5, @radix-ui/react-popover@^1.1.6, @radix-ui/react-progress@^1.1.2, @radix-ui/react-radio-group@^1.2.3, @radix-ui/react-scroll-area@^1.2.3, @radix-ui/react-select@^2.1.6, @radix-ui/react-separator@^1.1.2, @radix-ui/react-slider@^1.2.3, @radix-ui/react-slot@^1.1.2, @radix-ui/react-switch@^1.1.3, @radix-ui/react-tabs@^1.1.3, @radix-ui/react-toggle@^1.1.2, @radix-ui/react-toggle-group@^1.1.2, @radix-ui/react-tooltip@^1.1.8, @supabase/supabase-js@^2, @types/node@^20.10.0, @vitejs/plugin-react-swc@^3.10.2, class-variance-authority@^0.7.1, clsx@*, cmdk@^1.1.1, embla-carousel-react@^8.6.0, hono@*, input-otp@^1.4.2, lucide-react@^0.487.0, motion@*, next-themes@^0.4.6, react@^18.3.1, react-day-picker@^8.10.1, react-dom@^18.3.1, react-hook-form@^7.55.0, react-resizable-panels@^2.1.7, recharts@^2.15.2, sonner@^2.0.3, tailwind-merge@*, vaul@^1.1.2, vite@6.3.5

### Recent commits (newest first)

- Merge pull request #2 from dtuan2604/backend
- Merge pull request #1 from dtuan2604/frontend
- feat: adding agent
- gitignore edit
- chroma log
- feat: create a placeholder for claude agent
- feat: frontend baseline
- feat: adding conversation endpoint, waiting for agent integration
- Update README.md
- feat: adding action plan endpoint
- feat: adding doctor authentication
- feat: add patient auth
- fix(rag): unify models + mailbox timing; end-to-end RAG replies working
- feat: automatate adding data process
- feat: working RAG agent with Chroma + mailbox; add README and test senders
- feat: initial backend commit
- feat: add and test template agents with inter-agent messaging
- feat: initial commit

## Key source files (fetched from GitHub, selected and truncated for size)

### frontend/src/Attributions.md

```markdown
This Figma Make file includes components from [shadcn/ui](https://ui.shadcn.com/) used under [MIT license](https://github.com/shadcn-ui/ui/blob/main/LICENSE.md).

This Figma Make file includes photos from [Unsplash](https://unsplash.com) used under [license](https://unsplash.com/license).
```

### agents_lab/requirements.txt

```
uagents==0.9.2
python-dotenv==1.0.1
hyperon==0.2.6
chromadb==0.5.5
sentence-transformers==3.0.1
beautifulsoup4==4.12.3
numpy==1.26.4
requests==2.32.3

```

### backend/requirements.txt

```
fastapi==0.119.1
alembic==1.17.0
SQLAlchemy==2.0.40
psycopg2-binary==2.9.11
python-dotenv==1.1.1
uvicorn>=0.24.0,<0.25.0
loguru==0.7.3
asyncpg >= 0.27.0
Faker==37.12.0
passlib[argon2]>=1.7.4
pydantic[email]>=2.0.0
claude_agent_sdk
```

### frontend/package.json

```

  {
      "name": "gendoc.ai",
      "version": "0.1.0",
      "private": true,
      "dependencies": {
          "@jsr/supabase__supabase-js": "^2.49.8",
          "@radix-ui/react-accordion": "^1.2.3",
          "@radix-ui/react-alert-dialog": "^1.1.6",
          "@radix-ui/react-aspect-ratio": "^1.1.2",
          "@radix-ui/react-avatar": "^1.1.3",
          "@radix-ui/react-checkbox": "^1.1.4",
          "@radix-ui/react-collapsible": "^1.1.3",
          "@radix-ui/react-context-menu": "^2.2.6",
          "@radix-ui/react-dialog": "^1.1.6",
          "@radix-ui/react-dropdown-menu": "^2.1.6",
          "@radix-ui/react-hover-card": "^1.1.6",
          "@radix-ui/react-label": "^2.1.2",
          "@radix-ui/react-menubar": "^1.1.6",
          "@radix-ui/react-navigation-menu": "^1.2.5",
          "@radix-ui/react-popover": "^1.1.6",
          "@radix-ui/react-progress": "^1.1.2",
          "@radix-ui/react-radio-group": "^1.2.3",
          "@radix-ui/react-scroll-area": "^1.2.3",
          "@radix-ui/react-select": "^2.1.6",
          "@radix-ui/react-separator": "^1.1.2",
          "@radix-ui/react-slider": "^1.2.3",
          "@radix-ui/react-slot": "^1.1.2",
          "@radix-ui/react-switch": "^1.1.3",
          "@radix-ui/react-tabs": "^1.1.3",
          "@radix-ui/react-toggle": "^1.1.2",
          "@radix-ui/react-toggle-group": "^1.1.2",
          "@radix-ui/react-tooltip": "^1.1.8",
          "@supabase/supabase-js": "^2",
          "class-variance-authority": "^0.7.1",
          "clsx": "*",
          "cmdk": "^1.1.1",
          "embla-carousel-react": "^8.6.0",
          "hono": "*",
          "input-otp": "^1.4.2",
          "lucide-react": "^0.487.0",
          "motion": "*",
          "next-themes": "^0.4.6",
          "react": "^18.3.1",
          "react-day-picker": "^8.10.1",
          "react-dom": "^18.3.1",
          "react-hook-form": "^7.55.0",
          "react-resizable-panels": "^2.1.7",
          "recharts": "^2.15.2",
          "sonner": "^2.0.3",
          "tailwind-merge": "*",
          "vaul": "^1.1.2"
      },
      "devDependencies": {
          "@types/node": "^20.10.0",
          "@vitejs/plugin-react-swc": "^3.10.2",
          "vite": "6.3.5"
      },
      "scripts": {
          "dev": "vite",
          "build": "vite build"
      }
  }
```

### frontend/src/main.tsx

```typescript

  import { createRoot } from "react-dom/client";
  import App from "./App.tsx";
  import "./index.css";

  createRoot(document.getElementById("root")!).render(<App />);
  
```

### frontend/src/App.tsx

```typescript
import { useState, useEffect } from 'react';
import { LandingPage } from './components/LandingPage';
import { AuthForm } from './components/AuthForm';
import { PatientChat } from './components/PatientChat';
import { DoctorDashboard } from './components/DoctorDashboard';
import { Navbar } from './components/Navbar';
import { Loader2 } from 'lucide-react';
import { projectId, publicAnonKey } from './utils/supabase/info';
import { getSupabaseClient } from './utils/supabase/client';

type Screen = 'landing' | 'auth' | 'patient' | 'doctor';

export default function App() {
  const [screen, setScreen] = useState<Screen>('landing');
  const [selectedRole, setSelectedRole] = useState<'patient' | 'doctor' | null>(null);
  const [user, setUser] = useState<any>(null);
  const [accessToken, setAccessToken] = useState<string>('');
  const [loading, setLoading] = useState(true);

  const supabase = getSupabaseClient();

  useEffect(() => {
    checkSession();
  }, []);

  const checkSession = async () => {
    try {
      const { data: { session }, error } = await supabase.auth.getSession();
      
      if (session?.access_token) {
        await loadUserProfile(session.access_token);
      }
    } catch (error) {
      console.error('Error checking session:', error);
    } finally {
      setLoading(false);
    }
  };

  const loadUserProfile = async (token: string) => {
    try {
      const response = await fetch(
        `https://${projectId}.supabase.co/functions/v1/make-server-b3687ea2/profile`,
        {
          headers: {
            'Authorization': `Bearer ${token}`,
          },
        }
      );

      if (response.ok) {
        const data = await response.json();
        setUser(data.profile);
        setAccessToken(token);
        setScreen(data.profile.role === 'patient' ? 'patient' : 'doctor');
      }
    } catch (error) {
      console.error('Error loading profile:', error);
    }
  };

  const handleRoleSelect = (role: 'patient' | 'doctor') => {
    setSelectedRole(role);
    setScreen('auth');
  };

  const handleAuth = async (email: string, password: string, isSignUp: boolean, additionalData?: any) => {
    try {
      if (isSignUp) {
        // Sign up via backend
        const response = await fetch(
          `https://${projectId}.supabase.co/functions/v1/make-server-b3687ea2/signup`,
          {
            method: 'POST',
            headers: {
              'Content-Type': 'application/json',
              'Authorization': `Bearer ${publicAnonKey}`,
            },
            body: JSON.stringify({
              email,
              password,
              name: additionalData?.name || email.split('@')[0],
              role: selectedRole,
              healthData: additionalData?.healthData,
              doctorInfo: additionalData?.doctorInfo,
            }),
          }
        );

        if (!response.ok) {
          const error = await response.json();
          throw new Error(error.error || 'Failed to sign up');
        }
      }

      // Sign in
      const { data: { session }, error } = await supabase.auth.signInWithPassword({
        email,
        password,
      });

      if (error) {
        throw error;
      }

      if (session?.access_token) {
        await loadUserProfile(session.access_token);
      }
    } catch (error: any) {
      console.error('Auth error:', error);
      throw error;
    }
  };

  const handleSignOut = async () => {
    try {
      await supabase.auth.signOut();
      setUser(null);
      setAccessToken('');
      setSelectedRole(null);
      setScreen('landing');
    } catch (error) {
      console.error('Sign out error:', error);
    }
  };

  const handleBack = () => {
    setSelectedRole(null);
    setScreen('landing');
  };

  if (loading) {
    return (
      <div className="min-h-screen flex items-center justify-center bg-gray-50">
        <Loader2 className="w-8 h-8 text-blue-600 animate-spin" />
      </div>
    );
  }

  return (
    <div className="min-h-screen bg-gray-50">
      {user && <Navbar user={user} onSignOut={handleSignOut} />}
      
      {screen === 'landing' && (
        <LandingPage onSelectRole={handleRoleSelect} />
      )}

      {screen === 'auth' && selectedRole && (
        <AuthForm
          role={selectedRole}
          onAuth={handleAuth}
          onBack={handleBack}
        />
      )}

      {screen === 'patient' && user && accessToken && (
        <PatientChat accessToken={accessToken} />
      )}

      {screen === 'doctor' && user && accessToken && (
        <DoctorDashboard accessToken={accessToken} />
      )}
    </div>
  );
}

```

### backend/src/main.py

```python
from fastapi import FastAPI, HTTPException, Path, Request, Depends
from fastapi.responses import JSONResponse
from db_migration import run_migration, intialize_db
from contextlib import asynccontextmanager
from typing import List
from collections import defaultdict
from utility import (
    setup_logging, 
    logger,
    verify_password,
    get_password_hash,
    format_patient,
    format_doctor, 
    get_patient_or_404,
    get_conversation_or_404
)
from database import get_db
from uuid import UUID
from sqlalchemy.orm import Session
from dto import (
    AuthDTO,
    PatientDTO,
    DoctorDTO,
    HealthRecordDTO,
    HealthRecordResponse,
    ActionPlanResponse,
    ActionPlanDTO,
    ConversationResponse,
    ConversationGroup,
    PatientConversationsResponse,
    ConversationDTO
)
from entity import (
    Patient,
    Doctor,
    BloodTypeEnum,
    SpecialtyEnum,
    HealthRecord,
    ActionPlan,
    Conversation,
    MessageRoleEnum
)
from agent import orchestrator_agent

setup_logging()

app = FastAPI()

@asynccontextmanager
async def lifespan(app: FastAPI):
    # run migration in threadpool to avoid blocking
    import asyncio
    from concurrent.futures import ThreadPoolExecutor
    loop = asyncio.get_running_loop()

    await loop.run_in_executor(None, run_migration)
    await loop.run_in_executor(None, intialize_db)

    logger.info("Finish running migration. Please check!")
    yield


app = FastAPI(lifespan=lifespan)

@app.post("/login/{user_type}")
def login(
    user_type: str = Path(..., regex="^(patient|doctor)$"), 
    client: AuthDTO = None, 
    db: Session = Depends(get_db)
    ):
    if user_type == "patient":
        Model = Patient
    else:
        Model = Doctor

    user = db.query(Model).filter(Model.email == client.email).first()
    if not user:
        raise HTTPException(status_code=401, detail="Invalid email or password")

    if not verify_password(client.password, user.password):
        raise HTTPException(status_code=401, detail="Invalid email or password")

    if user_type == "patient":
        return {"message": "Login successful", "patient": format_patient(user)}
    
    return {"message": "Login successful", "doctor": format_doctor(user)}

@app.post("/patients")
def create_patient(dto: PatientDTO, db: Session = Depends(get_db)):
    existing_patient = db.query(Patient).filter(Patient.email == dto.email).first()
    if existing_patient:
        raise HTTPException(status_code=400, detail="Email already registered")
    
    blood_type_enum = BloodTypeEnum(dto.blood_type) if dto.blood_type else None
    patient = Patient(
        full_name=dto.full_name,
        email=dto.email,
        password=get_password_hash(dto.password),
        address=dto.address,
        allergy=dto.allergy,
        blood_type=blood_type_enum,
        current_medication=dto.current_medication,
        doctor_id=dto.doctor_id
    )

    db.add(patient)
    db.commit()
    db.refresh(patient)

    return {
        "message": "Patient created successfully",
        "patient": format_patient(patient)
    }

@app.put("/patients/{patient_id}")
def update_patient(patient_id: UUID, dto: PatientDTO, db: Session = Depends(get_db)):
    patient = db.query(Patient).filter(Patient.patient_id == patient_id).first()
    if not patient:
        raise HTTPException(status_code=404, detail="Patient not found")
    
    # Update fields if provided
    if dto.full_name:
        patient.full_name = dto.full_name
    if dto.email:
        if db.query(Patient).filter(Patient.email == dto.email, Patient.patient_id != patient_id).first():
            raise HTTPException(status_code=400, detail="Email already in use")
        patient.email = dto.email
    if dto.password:
        patient.password = get_password_hash(dto.password)
    if dto.address is not None:
        patient.address = dto.address
    if dto.allergy is not None:
        patient.allergy = dto.allergy
    if dto.blood_type:
        patient.blood_type = BloodTypeEnum(dto.blood_type)
    if dto.current_medication is not None:
        patient.current_medication = dto.current_medication
    if dto.doctor_id is not None:
        patient.doctor_id = dto.doctor_id
    
    db.commit()
    db.refresh(patient)
    
    return {
        "message": "Patient updated successfully",
        "patient": format_patient(patient)
    }

@app.get("/doctors")
def get_all_doctors(db: Session = Depends(get_db)):
    doctors = db.query(Doctor).all()
    formatted_doctors = [format_doctor(doc) for doc in doctors]

    return {
        "message": "Doctors retrieved successfully",
        "doctors": formatted_doctors
    }

@app.post("/doctors")
def create_doctor(dto: DoctorDTO, db: Session = Depends(get_db)):
    # Check if email already exists
    existing = db.query(Doctor).filter(Doctor.email == dto.email).first()
    if existing:
        raise HTTPException(status_code=400, detail="Email already registered")

    # Convert specialties to Enum
    specialties_enum = [SpecialtyEnum(s) for s in dto.specialty]

    doctor = Doctor(
        full_name=dto.full_name,
        email=dto.email,
        password=get_password_hash(dto.password),
        license_id=dto.license_id,
        specialty=specialties_enum
    )

    db.add(doctor)
    db.commit()
    db.refresh(doctor)

    return {
        "message": "Doctor created successfully",
        "doctor": format_doctor(doctor)
    }

@app.put("/doctors/{doctor_id}")
def update_doctor(doctor_id: UUID, dto: DoctorDTO, db: Session = Depends(get_db)):
    doctor = db.query(Doctor).filter(Doctor.doctor_id == doctor_id).first()
    if not doctor:
        raise HTTPException(status_code=404, detail="Doctor not found")

    # Update fields if provided
    if dto.full_name:
        doctor.full_name = dto.full_name
    if dto.email:
        if db.query(Doctor).filter(Doctor.email == dto.email, Doctor.doctor_id != doctor_id).first():
            raise HTTPException(status_code=400, detail="Email already in use")
      
[truncated — 7370 more characters]
```

### frontend/src/supabase/functions/server/index.tsx

```typescript
import { Hono } from 'npm:hono';
import { cors } from 'npm:hono/cors';
import { logger } from 'npm:hono/logger';
import { createClient } from 'npm:@supabase/supabase-js@2';
import * as kv from './kv_store.tsx';

const app = new Hono();

app.use('*', logger(console.log));
app.use('*', cors({
  origin: '*',
  allowHeaders: ['Content-Type', 'Authorization'],
  allowMethods: ['POST', 'GET', 'PUT', 'DELETE', 'OPTIONS'],
  exposeHeaders: ['Content-Length'],
  maxAge: 600,
  credentials: true,
}));

const supabase = createClient(
  Deno.env.get('SUPABASE_URL')!,
  Deno.env.get('SUPABASE_SERVICE_ROLE_KEY')!,
);

// Helper function to get authenticated user
async function getAuthenticatedUser(request: Request) {
  const accessToken = request.headers.get('Authorization')?.split(' ')[1];
  if (!accessToken) {
    return null;
  }
  const { data: { user }, error } = await supabase.auth.getUser(accessToken);
  if (error || !user) {
    return null;
  }
  return user;
}

// User signup
app.post('/make-server-b3687ea2/signup', async (c) => {
  try {
    const { email, password, name, role, healthData, doctorInfo } = await c.req.json();
    
    if (!email || !password || !role) {
      return c.json({ error: 'Email, password, and role are required' }, 400);
    }

    // Create user with Supabase Auth
    const { data, error } = await supabase.auth.admin.createUser({
      email,
      password,
      user_metadata: { name, role },
      email_confirm: true, // Auto-confirm since email server hasn't been configured
    });

    if (error) {
      console.log('Error creating user during signup:', error);
      return c.json({ error: error.message }, 400);
    }

    const userId = data.user.id;

    // Store user profile
    await kv.set(`user:${userId}`, {
      id: userId,
      email,
      name,
      role,
      createdAt: new Date().toISOString(),
    });

    // If patient, store health data and doctor info
    if (role === 'patient' && healthData) {
      await kv.set(`patient:${userId}:health`, healthData);
    }
    
    if (role === 'patient' && doctorInfo) {
      await kv.set(`patient:${userId}:doctor`, doctorInfo);
    }

    return c.json({ 
      success: true, 
      userId,
      message: 'User created successfully' 
    });
  } catch (error) {
    console.log('Error in signup route:', error);
    return c.json({ error: 'Failed to create user' }, 500);
  }
});

// Get current user profile
app.get('/make-server-b3687ea2/profile', async (c) => {
  try {
    const user = await getAuthenticatedUser(c.req.raw);
    if (!user) {
      return c.json({ error: 'Unauthorized' }, 401);
    }

    const profile = await kv.get(`user:${user.id}`);
    if (!profile) {
      return c.json({ error: 'Profile not found' }, 404);
    }

    return c.json({ profile });
  } catch (error) {
    console.log('Error getting profile:', error);
    return c.json({ error: 'Failed to get profile' }, 500);
  }
});

// Update patient health data
app.post('/make-server-b3687ea2/patient/health', async (c) => {
  try {
    const user = await getAuthenticatedUser(c.req.raw);
    if (!user) {
      return c.json({ error: 'Unauthorized' }, 401);
    }

    const healthData = await c.req.json();
    await kv.set(`patient:${user.id}:health`, {
      ...healthData,
      updatedAt: new Date().toISOString(),
    });

    return c.json({ success: true });
  } catch (error) {
    console.log('Error updating health data:', error);
    return c.json({ error: 'Failed to update health data' }, 500);
  }
});

// Get patient health data
app.get('/make-server-b3687ea2/patient/health', async (c) => {
  try {
    const user = await getAuthenticatedUser(c.req.raw);
    if (!user) {
      return c.json({ error: 'Unauthorized' }, 401);
    }

    const healthData = await kv.get(`patient:${user.id}:health`);
    return c.json({ healthData: healthData || {} });
  } catch (error) {
    console.log('Error getting health data:', error);
    return c.json({ error: 'Failed to get health data' }, 500);
  }
});

// Create or continue chat conversation
app.post('/make-server-b3687ea2/chat/message', async (c) => {
  try {
    const user = await getAuthenticatedUser(c.req.raw);
    if (!user) {
      return c.json({ error: 'Unauthorized' }, 401);
    }

    const { chatId, message } = await c.req.json();
    const finalChatId = chatId || `chat:${user.id}:${Date.now()}`;

    // Get existing chat
    let chat = await kv.get(finalChatId) || {
      id: finalChatId,
      userId: user.id,
      messages: [],
      createdAt: new Date().toISOString(),
    };

    // Add user message
    chat.messages.push({
      role: 'user',
      content: message,
      timestamp: new Date().toISOString(),
    });

    // Get patient health data for context
    const healthData = await kv.get(`patient:${user.id}:health`) || {};

    // Generate AI response (simulated - in production, this would call an AI API)
    const aiResponse = generateAIResponse(message, chat.messages, healthData);
    
    chat.messages.push({
      role: 'assistant',
      content: aiResponse,
      timestamp: new Date().toISOString(),
    });

    chat.updatedAt = new Date().toISOString();
    await kv.set(finalChatId, chat);

    // Add to user's chat list
    const userChatsKey = `user:${user.id}:chats`;
    let userChats = await kv.get(userChatsKey) || [];
    if (!userChats.includes(finalChatId)) {
      userChats.push(finalChatId);
      await kv.set(userChatsKey, userChats);
    }

    return c.json({ 
      chatId: finalChatId,
      messages: chat.messages,
      aiResponse 
    });
  } catch (error) {
    console.log('Error processing chat message:', error);
    return c.json({ error: 'Failed to process message' }, 500);
  }
});

// Get chat history
app.get('/make-server-b3687ea2/chat/:chatId', async (c) => {
  try {
    const user = await getAuthenticatedUser(c.req.raw);
    if (!user) {
      return c.json({ error: 'Unauthorized' }, 401);
    }

    const chatId = c.req.param('chatId
[truncated — 32060 more characters]
```

### frontend/index.html

```html

  <!DOCTYPE html>
  <html lang="en">
    <head>
      <meta charset="UTF-8" />
      <meta name="viewport" content="width=device-width, initial-scale=1.0" />
      <title>gendoc.ai</title>
    </head>

    <body>
      <div id="root"></div>
      <script type="module" src="/src/main.tsx"></script>
    </body>
  </html>
  
```

### frontend/vite.config.ts

```typescript

  import { defineConfig } from 'vite';
  import react from '@vitejs/plugin-react-swc';
  import path from 'path';

  export default defineConfig({
    plugins: [react()],
    resolve: {
      extensions: ['.js', '.jsx', '.ts', '.tsx', '.json'],
      alias: {
        'vaul@1.1.2': 'vaul',
        'sonner@2.0.3': 'sonner',
        'recharts@2.15.2': 'recharts',
        'react-resizable-panels@2.1.7': 'react-resizable-panels',
        'react-hook-form@7.55.0': 'react-hook-form',
        'react-day-picker@8.10.1': 'react-day-picker',
        'next-themes@0.4.6': 'next-themes',
        'lucide-react@0.487.0': 'lucide-react',
        'input-otp@1.4.2': 'input-otp',
        'embla-carousel-react@8.6.0': 'embla-carousel-react',
        'cmdk@1.1.1': 'cmdk',
        'class-variance-authority@0.7.1': 'class-variance-authority',
        '@supabase/supabase-js@2': '@supabase/supabase-js',
        '@radix-ui/react-tooltip@1.1.8': '@radix-ui/react-tooltip',
        '@radix-ui/react-toggle@1.1.2': '@radix-ui/react-toggle',
        '@radix-ui/react-toggle-group@1.1.2': '@radix-ui/react-toggle-group',
        '@radix-ui/react-tabs@1.1.3': '@radix-ui/react-tabs',
        '@radix-ui/react-switch@1.1.3': '@radix-ui/react-switch',
        '@radix-ui/react-slot@1.1.2': '@radix-ui/react-slot',
        '@radix-ui/react-slider@1.2.3': '@radix-ui/react-slider',
        '@radix-ui/react-separator@1.1.2': '@radix-ui/react-separator',
        '@radix-ui/react-select@2.1.6': '@radix-ui/react-select',
        '@radix-ui/react-scroll-area@1.2.3': '@radix-ui/react-scroll-area',
        '@radix-ui/react-radio-group@1.2.3': '@radix-ui/react-radio-group',
        '@radix-ui/react-progress@1.1.2': '@radix-ui/react-progress',
        '@radix-ui/react-popover@1.1.6': '@radix-ui/react-popover',
        '@radix-ui/react-navigation-menu@1.2.5': '@radix-ui/react-navigation-menu',
        '@radix-ui/react-menubar@1.1.6': '@radix-ui/react-menubar',
        '@radix-ui/react-label@2.1.2': '@radix-ui/react-label',
        '@radix-ui/react-hover-card@1.1.6': '@radix-ui/react-hover-card',
        '@radix-ui/react-dropdown-menu@2.1.6': '@radix-ui/react-dropdown-menu',
        '@radix-ui/react-dialog@1.1.6': '@radix-ui/react-dialog',
        '@radix-ui/react-context-menu@2.2.6': '@radix-ui/react-context-menu',
        '@radix-ui/react-collapsible@1.1.3': '@radix-ui/react-collapsible',
        '@radix-ui/react-checkbox@1.1.4': '@radix-ui/react-checkbox',
        '@radix-ui/react-avatar@1.1.3': '@radix-ui/react-avatar',
        '@radix-ui/react-aspect-ratio@1.1.2': '@radix-ui/react-aspect-ratio',
        '@radix-ui/react-alert-dialog@1.1.6': '@radix-ui/react-alert-dialog',
        '@radix-ui/react-accordion@1.2.3': '@radix-ui/react-accordion',
        '@jsr/supabase__supabase-js@2.49.8': '@jsr/supabase__supabase-js',
        '@': path.resolve(__dirname, './src'),
      },
    },
    build: {
      target: 'esnext',
      outDir: 'build',
    },
    server: {
      port: 3000,
      open: true,
    },
  });
```

[100 more indexed source files omitted to keep this export small. The full file list is in the Codebase structure section above.]