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chore: import upstream snapshot with attribution
2026-07-13 13:08:55 +08:00

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Markdown

# Local Deep Research API Examples
This directory contains examples for using LDR through different interfaces.
## Important: Authentication Required (v2.0+)
Since LDR v2.0, all API access requires authentication due to per-user encrypted databases. You must:
1. Create a user account through the web interface
2. Authenticate before making API calls
3. Pass settings_snapshot for programmatic access
## Directory Structure
- **`programmatic/`** - Direct Python API usage (import from `local_deep_research.api`)
- `programmatic_access.ipynb` - Jupyter notebook with comprehensive examples
- `retriever_usage_example.py` - Using LangChain retrievers with LDR
- **`http/`** - HTTP REST API usage (requires running server)
- `simple_working_example.py` - ✅ **BEST WORKING EXAMPLE** - Clean, tested, and ready to use
- `simple_http_example.py` - Quick start example (needs updating for auth)
- `http_api_examples.py` - Comprehensive examples including batch processing
## Quick Start
### Programmatic API (Python Package)
```python
from local_deep_research.api import quick_summary
from local_deep_research.settings import SettingsManager
from local_deep_research.database.session_context import get_user_db_session
# Authenticate and get settings
with get_user_db_session(username="your_username", password="your_password") as session:
settings_manager = SettingsManager(session)
settings_snapshot = settings_manager.get_all_settings()
# Use the API
result = quick_summary(
"What is quantum computing?",
settings_snapshot=settings_snapshot
)
print(result["summary"])
```
### HTTP API (REST)
**🎯 Quick Start - Works Completely Out of the Box!**
Our tested working example requires zero manual setup:
```bash
# 1. Start the server
python -m local_deep_research.web.app
# 2. Run the working example (creates user automatically!)
python examples/api_usage/http/simple_working_example.py
# 3. Done! ✅ No other steps required
```
The example will:
- ✅ Create a unique test user automatically
- ✅ Test authentication with proper CSRF handling
- ✅ Execute a research query using the correct API endpoint
- ✅ Provide credentials for manual testing (if desired)
- ✅ Show results with direct links to view them
**📋 Manual API Usage:**
If you want to integrate the API into your own code:
```python
import requests
from bs4 import BeautifulSoup
# Create session for cookie persistence
session = requests.Session()
# Login - get CSRF token first
login_page = session.get("http://localhost:5000/auth/login")
soup = BeautifulSoup(login_page.text, 'html.parser')
csrf_input = soup.find('input', {'name': 'csrf_token'})
login_csrf = csrf_input.get('value')
# Login with form data
session.post(
"http://localhost:5000/auth/login",
data={
"username": "your_username",
"password": "your_password",
"csrf_token": login_csrf
}
)
# Get CSRF token
csrf_token = session.get("http://localhost:5000/auth/csrf-token").json()["csrf_token"]
# Make API request
response = session.post(
"http://localhost:5000/api/start_research",
json={"query": "What is quantum computing?"},
headers={"X-CSRF-Token": csrf_token, "Content-Type": "application/json"}
)
print(response.json())
```
**⚠️ Important Notes:**
- Use the correct endpoint: `/api/start_research` (not `/research/api/start`)
- Login with form data (not JSON)
- Handle CSRF tokens properly
- User must be created through web interface first
## Which API Should I Use?
- **Programmatic API**: Use when integrating LDR into your Python application
- ✅ Direct access, no HTTP overhead
- ✅ Full access to all features and parameters
- ✅ Can pass Python objects (like LangChain retrievers)
- ❌ Requires LDR to be installed in your environment
- ❌ Requires database session and settings snapshot
- **HTTP API**: Use when accessing LDR from other languages or remote systems
- ✅ Language agnostic - works with any HTTP client
- ✅ Can run LDR on a separate server
- ✅ Easy to scale and deploy
- ❌ Limited to JSON-serializable parameters
- ❌ Requires running the web server
- ❌ Requires authentication and CSRF tokens
## API Changes in v2.0
### Breaking Changes
1. **Authentication Required**: All endpoints now require login
2. **Settings Snapshot**: Programmatic API needs `settings_snapshot` parameter
3. **New Endpoints**: API routes moved (e.g., `/api/v1/quick_summary``/api/start_research`)
4. **CSRF Protection**: POST/PUT/DELETE requests need CSRF token
### Migration Guide
#### Old (v1.x):
```python
# Programmatic
from local_deep_research.api import quick_summary
result = quick_summary("query")
# HTTP
curl -X POST http://localhost:5000/api/v1/quick_summary \
-d '{"query": "test"}'
```
#### New (v2.0+):
```python
# Programmatic - with authentication and settings
with get_user_db_session(username, password) as session:
settings_manager = SettingsManager(session)
settings_snapshot = settings_manager.get_all_settings()
result = quick_summary("query", settings_snapshot=settings_snapshot)
# HTTP - with authentication and CSRF
# See examples above
```
## Running the Examples
### Prerequisites
1. Install LDR: `pip install local-deep-research`
2. Create a user account:
- Start server: `python -m local_deep_research.web.app`
- Open http://localhost:5000 and register
3. Configure your LLM provider in settings
### Programmatic Examples
```bash
# Update credentials in the example files first!
python examples/api_usage/programmatic/retriever_usage_example.py
# Or use the Jupyter notebook
jupyter notebook examples/api_usage/programmatic/programmatic_access.ipynb
```
### HTTP Examples
```bash
# First, start the LDR server
python -m local_deep_research.web.app
# In another terminal, run the examples
# Note: These need to be updated for v2.0 authentication!
python examples/api_usage/http/simple_http_example.py
python examples/api_usage/http/http_api_examples.py
```
## Need Help?
- See the [API Quick Start Guide](../../docs/api-quickstart.md)
- Check the [FAQ](../../docs/faq.md)
- Join our [Discord](https://discord.gg/ttcqQeFcJ3) for support