Metadata-Version: 2.4
Name: supero
Version: 1.5.36
Summary: Unified SDK for Supero platform - includes intuitive wrapper (supero) and low-level API client (py_api_lib)
Author-email: Supero Team <support@supero.io>
License: MIT
Project-URL: Homepage, https://github.com/yourusername/supero
Project-URL: Documentation, https://supero.readthedocs.io
Project-URL: Repository, https://github.com/yourusername/supero
Project-URL: Bug Tracker, https://github.com/yourusername/supero/issues
Project-URL: Changelog, https://github.com/yourusername/supero/blob/main/CHANGELOG.md
Keywords: api,sdk,orm,crud,supero,api-client
Classifier: Development Status :: 4 - Beta
Classifier: Intended Audience :: Developers
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.8
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Requires-Python: >=3.8
Description-Content-Type: text/markdown
Requires-Dist: requests>=2.28.0
Requires-Dist: inflection>=0.5.1
Requires-Dist: gevent>=22.10.0
Requires-Dist: cryptography>=41.0.0
Requires-Dist: httpx>=0.24.0
Requires-Dist: structlog>=23.0.0
Provides-Extra: dev
Requires-Dist: pytest>=7.4.0; extra == "dev"
Requires-Dist: pytest-cov>=4.1.0; extra == "dev"
Requires-Dist: pytest-mock>=3.11.0; extra == "dev"
Requires-Dist: coverage>=7.3.0; extra == "dev"
Requires-Dist: black>=23.7.0; extra == "dev"
Requires-Dist: flake8>=6.1.0; extra == "dev"
Requires-Dist: mypy>=1.5.0; extra == "dev"
Provides-Extra: test
Requires-Dist: pytest>=7.4.0; extra == "test"
Requires-Dist: pytest-cov>=4.1.0; extra == "test"
Requires-Dist: pytest-mock>=3.11.0; extra == "test"
Requires-Dist: coverage>=7.3.0; extra == "test"
Provides-Extra: docs
Requires-Dist: sphinx>=7.2.0; extra == "docs"
Requires-Dist: sphinx-rtd-theme>=1.3.0; extra == "docs"
Provides-Extra: all
Requires-Dist: supero[dev,docs,test]; extra == "all"

# Supero Python SDK

**The AI-native backend platform.** Build complete APIs in minutes, not months.

Supero transforms your data schemas into a full-featured backend with REST APIs, CRUD operations, queries, aggregations, relationships, multi-tenancy, and AI agents — all without writing backend code.

---

## ✨ The Magic of Supero

```
┌─────────────────────────────────────────────────────────────────┐
│                                                                  │
│              UPLOAD YOUR JSON SCHEMAS                            │
│                        ↓                                         │
│                                                                  │
│   ┌─────────────────────────────────────────────────────────┐   │
│   │              SUPERO GENERATES:                           │   │
│   │                                                          │   │
│   │   ✓ REST APIs          ✓ Database Tables                │   │
│   │   ✓ Authentication     ✓ Authorization                  │   │
│   │   ✓ Multi-Tenancy      ✓ Data Isolation                 │   │
│   │   ✓ AI Agents          ✓ Natural Language               │   │
│   │   ✓ Vector Search      ✓ Conversation Memory            │   │
│   │   ✓ Python SDK         ✓ Type Safety                    │   │
│   │                                                          │   │
│   └─────────────────────────────────────────────────────────┘   │
│                        ↓                                         │
│                                                                  │
│           YOUR SAAS PLATFORM IS READY!                           │
│                                                                  │
│       In minutes, not months. No backend team required.          │
│                                                                  │
└─────────────────────────────────────────────────────────────────┘
```

---

## Table of Contents

- [Installation](#installation)
- [Quick Start](#quick-start)
- [Authentication](#authentication)
- [Schema Definition](#schema-definition)
- [CRUD Operations](#crud-operations)
- [Query Builder](#query-builder)
- [Aggregations](#aggregations)
- [References (Relationships)](#references-relationships)
- [Parent-Child Hierarchies](#parent-child-hierarchies)
- [Bulk Operations](#bulk-operations)
- [Convenience Methods](#convenience-methods)
- [Error Handling](#error-handling)
- [Typed SDK](#typed-sdk)
- [AI Features](#ai-features)
- [RBAC & API Keys](#rbac--api-keys)
- [Multi-Tenant Architecture](#multi-tenant-architecture)
- [Complete API Reference](#complete-api-reference)
- [Examples](#examples)

---

## Installation

### From PyPI

```bash
pip install supero
```

### Domain-Specific Wheel (For Production)

Once you've set up your domain, you can generate a typed SDK wheel:

```python
org.install_sdk()  # Generates supero_acme-1.0.0-py3-none-any.whl
```

Then distribute and install the wheel:

```bash
pip install supero_acme-1.0.0-py3-none-any.whl
```

### What's Inside the Domain Wheel?

| Build Type | Wheel Name | Contents |
|------------|------------|----------|
| **Platform** | `supero-1.0.0-py3-none-any.whl` | Base SDK for setup |
| **Domain** | `supero_<domain>-1.0.0-py3-none-any.whl` | Typed models + API client |

**Benefits of domain wheels:**
- ✅ Full IDE auto-completion for your schemas
- ✅ Type safety and editor warnings
- ✅ Single file deployment
- ✅ Multiple domains can coexist

---

## Quick Start

### The Flow

```
1. Register Domain  →  2. Create Project  →  3. Upload Schemas  →  4. CRUD
```

### 1. Register Domain (First Time)

```python
from supero import register_domain

org = register_domain(
    domain_name="acme",
    admin_email="admin@acme.com",
    admin_password="SecurePass123!"
)
```
> This creates your organization with the necessary infrastructure.

### 2. Create Your Project

```python
project = org.Project.create(name="ecommerce", description="E-commerce Platform")
org = org.switch_project(project_name="ecommerce")
```

### 3. Upload Schemas

Create `schemas/task.json`:

```json
{
  "name": "task",
  "fields": {
    "title": {"type": "string", "required": true},
    "done": {"type": "boolean", "default": false},
    "priority": {"type": "string", "enum": ["low", "medium", "high"]}
  }
}
```

Upload:

```python
org.upload_schemas("schemas/")
```

**That's it.** You now have a full REST API for tasks.

### 4. Use Your API

```python
# Create
task = org.crud.create("task", name="task-1", title="Learn Supero", priority="high")

# Read
task = org.crud.get("task", task["uuid"])

# Update
org.crud.update("task", task["uuid"], done=True)

# Delete
org.crud.delete("task", task["uuid"])
```

### Returning Users - Login

```python
from supero import login

# Single-tenant app
org = login("acme", "user@acme.com", "password", project="ecommerce")

# Multi-tenant app
org = login("acme", "user@acme.com", "password", project="hr-system", tenant="sales")
```

---

## Authentication

### Register New Domain

```python
from supero import register_domain

org = register_domain(
    domain_name="acme",
    admin_email="admin@acme.com",
    admin_password="SecurePass123!"
)

# Create your application project
project = org.Project.create(name="myapp")
org = org.switch_project(project_name="myapp")
```

### Login with Credentials

```python
from supero import login

# Single-tenant (tenant is auto-created)
org = login("acme", "user@acme.com", "password", project="myapp")

# Multi-tenant (specify tenant)
org = login("acme", "user@acme.com", "password", project="saas-app", tenant="customer-a")
```

### Token-Based Authentication (Production)

For frontends, microservices, or APIs, use token-based auth:

```python
from supero import login, quickstart

# Step 1: Login to get a token
org = login("acme", "user@acme.com", "password", project="myapp")
token = org.jwt_token  # Save this (e.g., localStorage, config, env var)

# Step 2: Later, reconnect without credentials
org = quickstart("acme", "myapp", jwt_token=token)

# Multi-tenant
org = quickstart("acme", "saas-app", jwt_token=token, tenant="customer-a")
```

### Get JWT via REST API

```bash
curl -X POST https://api.supero.dev/api/v1/auth/login \
  -H "Content-Type: application/json" \
  -d '{
    "domain": "acme",
    "project": "myapp",
    "email": "user@acme.com",
    "password": "your-password"
  }'

# Response: {"token": "eyJhbGc...", "expires_in": 86400}
```

### Login with API Key

```python
from supero import quickstart

org = quickstart("acme", "myapp", api_key="ak_prod_123")
```

---

## Schema Definition

Schemas define your data models. Place JSON files in a `schemas/` directory.

### Basic Schema

```json
{
  "name": "customer",
  "fields": {
    "email": {"type": "string", "required": true, "unique": true},
    "company": {"type": "string"},
    "tier": {"type": "string", "enum": ["free", "pro", "enterprise"], "default": "free"},
    "active": {"type": "boolean", "default": true}
  }
}
```

### Field Types

| Type | JSON Example | Python Example | Notes |
|------|--------------|----------------|-------|
| `string` | `"hello"` | `"hello"` | Text |
| `number` | `42`, `3.14` | `42`, `3.14` | Integer or float |
| `boolean` | `true`, `false` | `True`, `False` | |
| `array` | `["a", "b"]` | `["a", "b"]` | List of values |
| `object` | `{"key": "val"}` | `{"key": "val"}` | Nested object |
| `datetime` | `"2024-01-15T10:30:00Z"` | `"2024-01-15T10:30:00Z"` | ISO 8601 format |

### Field Options

| Option | Type | Description |
|--------|------|-------------|
| `type` | string | Field type (required) |
| `required` | boolean | Field must be provided |
| `default` | any | Default value if not provided |
| `unique` | boolean | Value must be unique across all objects |
| `enum` | array | Allowed values |

### Schema with References

```json
{
  "name": "order",
  "fields": {
    "total": {"type": "number", "required": true},
    "status": {"type": "string", "enum": ["pending", "shipped", "delivered"], "default": "pending"}
  },
  "refs": {
    "customer": {"type": "customer"},
    "products": {"type": "product", "many": true}
  }
}
```

### Upload Schemas

```python
# Upload all schemas from directory
org.upload_schemas("schemas/")

# Upload single schema
org.upload_schema("schemas/task.json")
```

---

## CRUD Operations

All CRUD operations are available via `org.crud`.

### Create

```python
task = org.crud.create("task",
    name="task-001",
    title="Learn Supero",
    priority="high"
)
# Returns: {"uuid": "...", "name": "task-001", "title": "Learn Supero", ...}
```

### Read

```python
# Get by UUID
task = org.crud.get("task", "uuid-here")

# Get by name
task = org.crud.get_by_name("task", "task-001")

# Get by fully qualified name
task = org.crud.get_by_fq_name("task", ["my-app", "task-001"])

# List all
tasks = org.crud.list("task")

# List with pagination
tasks = org.crud.list("task", limit=10, offset=20)
```

### Update

```python
task = org.crud.update("task", "uuid-here", done=True, priority="low")
```

### Delete

```python
success = org.crud.delete("task", "uuid-here")
# Returns: True if deleted, False if failed
```

---

## Query Builder

For complex queries, use the fluent query builder.

### Basic Query

```python
tasks = org.crud.query("task").all()
```

### Filtering

```python
# Single filter
tasks = org.crud.query("task").filter(done=False).all()

# Multiple filters (AND)
tasks = org.crud.query("task").filter(done=False, priority="high").all()

# Chained filters
tasks = org.crud.query("task") \
    .filter(done=False) \
    .filter(priority="high") \
    .all()
```

### Ordering

```python
# Ascending
tasks = org.crud.query("task").order_by("created_at").all()

# Descending (prefix with -)
tasks = org.crud.query("task").order_by("-created_at").all()

# Multiple fields
tasks = org.crud.query("task").order_by("-priority", "created_at").all()
```

### Pagination

```python
# Limit and offset
tasks = org.crud.query("task").limit(10).offset(20).all()

# Page-based
tasks = org.crud.query("task").paginate(page=3, per_page=25).all()
```

### Other Query Methods

```python
# Get first match
task = org.crud.query("task").filter(priority="high").first()

# Check existence
exists = org.crud.query("task").filter(priority="high").exists()

# Count
count = org.crud.query("task").filter(done=False).count()

# Delete all matching
deleted = org.crud.query("task").filter(done=True).delete_all()
```

### Shorthand: find()

```python
tasks = org.crud.find("task", done=False, priority="high")
```

---

## Aggregations

```python
# Count
total = org.crud.count("task")
active = org.crud.count("task", done=False)

# Sum, Average, Min, Max
revenue = org.crud.sum("order", "amount")
avg_price = org.crud.avg("product", "price")
cheapest = org.crud.min("product", "price")
highest = org.crud.max("order", "amount")

# Distinct values
statuses = org.crud.distinct("order", "status")
# → ["pending", "shipped", "delivered"]

# Group by (count)
by_priority = org.crud.count_by("task", "priority")
# → {"low": 10, "medium": 25, "high": 5}

# Full stats
stats = org.crud.stats("order", "amount")
# → {"count": 100, "sum": 15000, "avg": 150.0, "min": 10, "max": 500}
```

---

## References (Relationships)

### Define References in Schema

```json
{
  "name": "order",
  "fields": { "total": {"type": "number"} },
  "refs": {
    "customer": {"type": "customer"},
    "products": {"type": "product", "many": true}
  }
}
```

### Use References

```python
# Create objects
customer = org.crud.create("customer", name="cust-1", email="john@example.com")
order = org.crud.create("order", name="order-1", total=99.99)

# Link them
org.crud.set_ref("order", order["uuid"], "customer", customer["uuid"])

# With metadata
org.crud.set_ref("order", order["uuid"], "customer", customer["uuid"],
    role="billing", notes="Primary contact")

# Get reference
ref = org.crud.get_ref("order", order["uuid"], "customer")
customer = ref["target"]
role = ref["link_data"]["role"]

# Remove reference
org.crud.remove_ref("order", order["uuid"], "customer")
```

---

## Parent-Child Hierarchies

```python
# Create parent
customer = org.crud.create("customer", name="acme-corp", email="contact@acme.com")

# Create child with parent reference
order = org.crud.create("order",
    parent=customer,
    name="order-001",
    total=199.99
)
# fq_name will be: ["my-app", "acme-corp", "order-001"]
```

---

## Bulk Operations

```python
# Create many
tasks = org.crud.bulk_create("task", [
    {"name": "task-1", "title": "First task", "priority": "high"},
    {"name": "task-2", "title": "Second task", "priority": "medium"},
])

# Get many
tasks = org.crud.bulk_get("task", ["uuid-1", "uuid-2"])

# Update many
org.crud.bulk_update("task", [
    {"uuid": "uuid-1", "done": True},
    {"uuid": "uuid-2", "done": True},
])

# Delete many
org.crud.bulk_delete("task", ["uuid-1", "uuid-2"])
```

---

## Convenience Methods

```python
# Check existence
if org.crud.exists("user", email="admin@example.com"):
    print("User exists")

# Get or create (idempotent)
task, created = org.crud.get_or_create("task", "task-001",
    title="Default Title",
    priority="medium"
)

# Update or create
task, created = org.crud.update_or_create("task", "task-001",
    title="Updated Title",
    done=True
)
```

---

## Error Handling

```python
# Safe get (returns None if not found)
task = org.crud.get("task", "invalid-uuid")
if task is None:
    print("Not found")

# Safe delete (returns False if failed)
if not org.crud.delete("task", "invalid-uuid"):
    print("Delete failed")

# Try/except
try:
    task = org.crud.create("task", name="task-1", title="Test")
except Exception as e:
    print(f"Create failed: {e}")
```

---

## Typed SDK

Generate a typed SDK for full IDE auto-completion.

```python
org.install_sdk()
```

### Typed Usage

```python
# Instead of string-based:
task = org.crud.create("task", name="t1", title="Learn Supero")

# Use typed access:
task = org.Task.create(name="t1", title="Learn Supero")

# Full examples
task = org.Task.get(uuid)
tasks = org.Task.find(done=False)
org.Task.update(uuid, done=True)
org.Task.delete(uuid)

# Query
tasks = org.Task.query().filter(done=False).order_by("-priority").all()
```

### Comparison

| Feature | `org.crud` | `org.Task` (Typed) |
|---------|------------|-------------------|
| Auto-completion | ❌ | ✅ |
| Type hints | ❌ | ✅ |
| Typo detection | Runtime | Editor |

---

## AI Features

### Simple Chat

```python
response = org.ai.chat("What projects do we have?")
print(response.content)
```

### Quick Question

```python
answer = org.ask("How many active projects are there?")
# → "You have 5 active projects."
```

### Streaming

```python
for chunk in org.ai.chat_stream("Explain our architecture"):
    print(chunk, end="", flush=True)
```

### Multi-Turn Conversations

```python
session = org.ai.sessions.create()

org.ai.chat("List all projects", session_id=session.id)
org.ai.chat("Create a task for the first one", session_id=session.id)
org.ai.chat("Call it 'Setup CI/CD'", session_id=session.id)
```

### Vector Search (RAG)

```python
# Index
org.ai.vectors.index(
    content="Project Alpha is our flagship e-commerce platform...",
    metadata={"type": "project_doc"}
)

# Search
results = org.ai.vectors.search("how does authentication work?", limit=5)
```

### Configure AI

```python
org.ai.configure(
    model="claude-sonnet-4-20250514",
    max_tokens=8000,
    temperature=0.5
)
```

---

## RBAC & API Keys

```python
# Pass api_key to CRUD operations
task = org.crud.create("task", name="t1", title="Test", api_key="user-key")

# Or with query builder
tasks = org.crud.query("task") \
    .with_api_key("user-key") \
    .filter(done=False) \
    .all()
```

---

## Multi-Tenant Architecture

### Hierarchy

```
Domain ──→ Project ──→ Tenant ──→ User Account
   │           │
   │           └──→ Schemas (linked to project)
   │
   └──→ default-project / default-tenant (auto-created)
```

| Level | Description | Required? |
|-------|-------------|-----------|
| **Domain** | Top-level organization | ✅ Yes |
| **Project** | Your application | ✅ Yes |
| **Tenant** | Isolated environment | Optional* |
| **User** | Individual account | ✅ Yes |

*Single-tenant apps: tenant is auto-created and abstracted away  
*Multi-tenant apps: create and specify tenants explicitly

### Single-Tenant vs Multi-Tenant

| Type | Tenant Handling | Login Example |
|------|-----------------|---------------|
| **Single-Tenant** | Auto (abstracted) | `login("acme", email, pwd, project="ecommerce")` |
| **Multi-Tenant** | Explicit | `login("acme", email, pwd, project="hr", tenant="sales")` |

### Multi-Tenant Setup

```python
from supero import register_domain, login

# Setup (as admin)
org = register_domain("acme", "admin@acme.com", "SecurePass123!")
org.Project.create(name="hr-system")
org = org.switch_project(project_name="hr-system")

# Create tenants
org.Tenant.create(name="sales")
org.Tenant.create(name="payroll")

org.upload_schemas("schemas/")

# Usage: Each tenant has isolated data
sales = login("acme", "sales@acme.com", "password", project="hr-system", tenant="sales")
payroll = login("acme", "payroll@acme.com", "password", project="hr-system", tenant="payroll")

sales.crud.create("employee", name="alice", department="Sales")
payroll.crud.create("payslip", name="pay-001", amount=5000)

# Data is isolated!
sales.crud.list("employee")   # Only sales data
payroll.crud.list("payslip")  # Only payroll data
```

### Domain Wheel Distribution

SDK is generated at the domain level. Project/tenant are specified at login:

```bash
pip install supero_acme-1.0.0-py3-none-any.whl
```

```python
from supero import login, quickstart

# Same wheel, different project/tenant
ecom = login("acme", "user@acme.com", "pass", project="ecommerce")
sales = login("acme", "user@acme.com", "pass", project="hr-system", tenant="sales")

# Or with tokens (after obtaining from login)
ecom_token = ecom.token
ecom = quickstart("acme", "ecommerce", jwt_token=ecom_token)
```

---

## Complete API Reference

### Setup Methods

| Method | Description |
|--------|-------------|
| `register_domain(domain_name, admin_email, admin_password)` | Create new domain |
| `org.Project.create(name, description=)` | Create project |
| `org.Tenant.create(name, description=)` | Create tenant |
| `org.switch_project(project_name=, tenant_name=)` | Switch context |
| `login(domain, email, password, project=, tenant=)` | Login with credentials |
| `quickstart(domain, project, *, jwt_token=, tenant=)` | Connect with token |
| `org.upload_schemas(path)` | Upload schemas |
| `org.install_sdk()` | Generate typed SDK |

### CRUD Methods

| Method | Returns | Description |
|--------|---------|-------------|
| `create(type, name=, **fields)` | `dict` | Create object |
| `get(type, uuid)` | `dict \| None` | Get by UUID |
| `get_by_name(type, name)` | `dict \| None` | Get by name |
| `list(type, limit=, offset=)` | `list` | List all |
| `update(type, uuid, **fields)` | `dict` | Update object |
| `delete(type, uuid)` | `bool` | Delete object |

### Query Methods

| Method | Returns | Description |
|--------|---------|-------------|
| `query(type)` | `QueryBuilder` | Start query |
| `find(type, **filters)` | `list` | Shorthand filter |
| `.filter(**conditions)` | `QueryBuilder` | Add filters |
| `.order_by(*fields)` | `QueryBuilder` | Set ordering |
| `.limit(n)` / `.offset(n)` | `QueryBuilder` | Pagination |
| `.all()` | `list` | Execute query |
| `.first()` | `dict \| None` | Get first |
| `.count()` | `int` | Count matches |
| `.exists()` | `bool` | Check existence |

### Aggregation Methods

| Method | Returns | Description |
|--------|---------|-------------|
| `count(type, **filters)` | `int` | Count objects |
| `sum(type, field, **filters)` | `number` | Sum field |
| `avg(type, field, **filters)` | `number` | Average field |
| `min/max(type, field)` | `number` | Min/max value |
| `distinct(type, field)` | `list` | Unique values |
| `count_by(type, field)` | `dict` | Group counts |
| `stats(type, field)` | `dict` | Full statistics |

### Reference Methods

| Method | Returns | Description |
|--------|---------|-------------|
| `set_ref(type, uuid, ref_field, ref_uuid, **link_data)` | `dict` | Create link |
| `get_ref(type, uuid, ref_field)` | `dict \| None` | Get link |
| `remove_ref(type, uuid, ref_field)` | `bool` | Remove link |

### Bulk Methods

| Method | Returns | Description |
|--------|---------|-------------|
| `bulk_create(type, items)` | `list` | Create multiple |
| `bulk_get(type, uuids)` | `list` | Get multiple |
| `bulk_update(type, updates)` | `list` | Update multiple |
| `bulk_delete(type, uuids)` | `int` | Delete multiple |

### AI Methods

| Method | Returns | Description |
|--------|---------|-------------|
| `org.ai.chat(message, session_id=)` | `Response` | Chat with AI |
| `org.ai.chat_stream(message)` | `Iterator` | Streaming chat |
| `org.ask(question)` | `str` | Quick Q&A |
| `org.ai.sessions.create()` | `Session` | Create session |
| `org.ai.vectors.index(content, metadata=)` | `str` | Index document |
| `org.ai.vectors.search(query, limit=)` | `list` | Semantic search |

---

## Examples

### E-Commerce App (Single-Tenant)

```python
from supero import register_domain, login

# Setup
org = register_domain("acme", "admin@acme.com", "SecurePass123!")
org.Project.create(name="ecommerce")
org = org.switch_project(project_name="ecommerce")
org.upload_schemas("schemas/")

# Usage
org = login("acme", "user@acme.com", "password", project="ecommerce")

customer = org.crud.create("customer", name="john", email="john@example.com")
order = org.crud.create("order", parent=customer, name="order-001", total=99.99)
org.crud.set_ref("order", order["uuid"], "customer", customer["uuid"])

revenue = org.crud.sum("order", "total", status="completed")
print(f"Revenue: ${revenue}")
```

### HR System (Multi-Tenant)

```python
from supero import register_domain, login

# Setup
org = register_domain("acme", "admin@acme.com", "SecurePass123!")
org.Project.create(name="hr-system")
org = org.switch_project(project_name="hr-system")
org.Tenant.create(name="sales")
org.Tenant.create(name="payroll")
org.upload_schemas("schemas/")

# Usage - isolated data per tenant
sales = login("acme", "sales@acme.com", "pass", project="hr-system", tenant="sales")
payroll = login("acme", "payroll@acme.com", "pass", project="hr-system", tenant="payroll")

sales.crud.create("employee", name="alice", department="Sales")
payroll.crud.create("payslip", name="pay-001", amount=5000)
```

### AI-Powered App

```python
from supero import login

org = login("acme", "admin@acme.com", "pass", project="myapp")

session = org.ai.sessions.create()
org.ai.chat("List all projects", session_id=session.id)
org.ai.chat("Create a task for the first one", session_id=session.id)

for chunk in org.ai.chat_stream("Generate a status report"):
    print(chunk, end="", flush=True)
```

---

## Best Practices

1. **Use meaningful names** — `name="acme-corp-2024"` not `name="customer1"`
2. **Use get_or_create for idempotency** — Safe to call multiple times
3. **Use bulk operations** — One API call instead of many
4. **Handle None returns** — `get()` returns `None` if not found
5. **Use Typed SDK in production** — Full IDE support and type safety

---

## Troubleshooting

### "name field is required"
```python
# Wrong
org.crud.create("task", title="My Task")
# Correct
org.crud.create("task", name="task-001", title="My Task")
```

### "parent must have uuid and object_type"
```python
# Wrong
org.crud.create("order", parent={"name": "cust-1"}, ...)
# Correct
customer = org.crud.get("customer", uuid)
org.crud.create("order", parent=customer, ...)
```

---

<div align="center">

## 🚀 Build the Future of SaaS with Supero

**Upload your schemas → Get a complete backend with AI in minutes, not months.**

[Documentation](https://docs.supero.dev) • [GitHub](https://github.com/supero) • [Support](https://support.supero.dev)

**Built with ❤️ by the Supero Team**

</div>
