### Commands to Record

Source: https://docs.openbb.co/odp/cli/routines/routine-macro-recorder

Example commands to be recorded after starting the macro recorder. These commands will be captured in the 'sample' routine.

```bash
/equity/price/historical --symbol SPY --provider cboe --interval 1m
/home/derivatives/options/chains --symbol SPY --provider cboe
/home/stop/r
```

--------------------------------

### Start All OpenBB Services

Source: https://docs.openbb.co/snowflake

Manually start all OpenBB services. This is typically not needed as services start automatically on installation or upgrade.

```sql
-- Start all services (usually not needed - automatic on install/upgrade)  
CALL <app_name>.core.start_openbb_service();  

```

--------------------------------

### Install Altair Helper

Source: https://docs.openbb.co/workspace/developers/widget-types/vega-lite

Install the Altair Python package to get helper functions for creating Vega-Lite specifications.

```bash
pip install altair  

```

--------------------------------

### Install All Toolkits and Data Providers from GitHub

Source: https://docs.openbb.co/odp/python/faqs/data_providers

Install all OpenBB toolkits and data providers by cloning the GitHub repo and running the dev_install script.

```bash
python dev_install.py -e
```

--------------------------------

### Install OpenBB MCP Server

Source: https://docs.openbb.co/odp/python/quickstart/mcp

Install the OpenBB MCP Server package using pip. This command is used to get started with the ODP Python Package as an MCP server.

```bash
pip install openbb-mcp-server  

```

--------------------------------

### Execute an Example Routine

Source: https://docs.openbb.co/odp/cli/quickstart

Run a predefined example routine to demonstrate how multiple commands are sequenced as a script.

```bash
/exe --example  

```

--------------------------------

### Install All Toolkits and Data Providers

Source: https://docs.openbb.co/odp/python/faqs/data_providers

Install all OpenBB toolkits and data providers using pip.

```bash
pip install "openbb[all]"
```

--------------------------------

### Controlled OpenBB Initialization with FastAPI

Source: https://docs.openbb.co/odp/python/basic_usage

This example demonstrates how to control the initialization of the OpenBB SDK within a FastAPI application using a Singleton pattern. It ensures that the OpenBB SDK is initialized only once and provides a dependency injection mechanism.

```python
from typing import Annotated  

from fastapi import Depends, FastAPI  
from openbb_core.app.model.abstract.singleton import SingletonMeta  

app = FastAPI()  


class OpenBB(metaclass=SingletonMeta):
    def __init__(self):
        import openbb  

        self._obb = openbb.sdk  

    @property  
    def obb(self):
        return self._obb  


def get_openbb():  
    return OpenBB().obb  


OpenBBApp = Annotated[OpenBB, Depends(get_openbb)]  


@app.get("stock_quote", response_model=list)  
async def quote(
    obb: OpenBBApp,  
    some_parameter: int,  
    symbol: str = "AAPL",  
):
    """Widget description derived from the endpoint's docstring."""
    return obb.equity.price.quote(symbol, provider="yfinance").model_dump()["results"]  

```

--------------------------------

### Start Workspace MCP Sidecar (Windows PowerShell)

Source: https://docs.openbb.co/agents/workspace-mcp-quickstart

Installs and runs the Workspace MCP sidecar using a PowerShell command. It installs uv if needed.

```powershell
powershell -ExecutionPolicy Bypass -Command "Invoke-RestMethod https://raw.githubusercontent.com/OpenBB-finance/workspace-mcp/main/scripts/run.ps1 | Invoke-Expression"  
```

--------------------------------

### Basic GET Endpoint

Source: https://docs.openbb.co/odp/python/developer/extension_types/router

A simple GET endpoint that returns a string message. This is a basic example of a router command where the logic is self-contained within the function.

```APIDOC
## Basic GET Endpoint

### Description
This is a straightforward GET endpoint that serves a static "Hello World" message. It demonstrates a basic router command where all the logic resides directly within the command function, returning a simple string response.

### Method
GET

### Endpoint
`/hello`

### Parameters
#### Path Parameters
None

#### Query Parameters
None

#### Request Body
None

### Request Example
None (GET request)

### Response
#### Success Response (200)
- **OBBject[str]** - An OBBject containing a string result, typically "Hello from the Empty Router extension!"

#### Response Example
```json
{
  "results": "Hello from the Empty Router extension!"
}
```
```

--------------------------------

### Install OpenBB Platform from Source

Source: https://docs.openbb.co/odp/cli/installation

Installs the OpenBB Platform from its source code after cloning the GitHub repository. Requires Poetry to be installed.

```bash
python dev_install.py -e --cli  
```

--------------------------------

### Get Available Economic Indicators

Source: https://docs.openbb.co/odp/python/reference/economy/available_indicators

Use this function to get a list of all available economic indicators from a specified provider. Ensure the 'openbb' library is installed and imported.

```python
from openbb import obb
obb.economy.available_indicators()
```

--------------------------------

### Provider Initialization in __init__.py

Source: https://docs.openbb.co/odp/python/developer/extension_types/provider

Initializes the Provider class with its name, website, description, and fetcher mappings. Credentials can be optionally specified.

```python
from openbb_core.provider.abstract.provider import Provider
from openbb_empty_provider.models.empty_model import EmptyFetcher


empty_provider = Provider(
    name="empty",
    website="http://empty.io",
    description="""The empty provider is a supplier of promises.""",
    # credentials=["api_key"],  # Credentials added here are mapped to `user_settings.json` in the `credentials` key.  
    # Don't do "empty_api_key" here, the `name` will prefix whatever items are listed in the credentials field.  
    fetcher_dict={
        "EmptyModel": EmptyFetcher  # The key is mapped to in @router.command(model="EmptyModel", methods=["GET"])
    },
)

```

--------------------------------

### Get Economic Calendar Data

Source: https://docs.openbb.co/odp/python/reference/economy/calendar

Retrieve upcoming economic calendar events. By default, the calendar is forward-looking. Specify start and end dates to get historical data.

```python
from openbb import obb

# Get upcoming economic calendar events (forward-looking by default)
obb.economy.calendar()

# Get historical economic calendar events for a specific month
obb.economy.calendar(start_date='2020-03-01', end_date='2020-03-31')
```

--------------------------------

### Install openbb-core

Source: https://docs.openbb.co/odp/python/extensions/openbb-core

Install the openbb-core package as a standalone component from PyPI.

```bash
pip install openbb-core
```

--------------------------------

### Start Workspace MCP Sidecar (macOS, Linux, WSL, Git Bash)

Source: https://docs.openbb.co/agents/workspace-mcp-quickstart

Installs and runs the Workspace MCP sidecar using a curl command. It installs uv if needed.

```shell
curl -LsSf https://raw.githubusercontent.com/OpenBB-finance/workspace-mcp/main/scripts/run.sh | sh  
```

--------------------------------

### Import OpenBB and Check Extensions (No Extensions Installed)

Source: https://docs.openbb.co/odp/python/developer/architecture_overview

Demonstrates importing the OpenBB object and the message displayed when no extensions are installed.

```python
>>> from openbb import obb
Failed to import extensions. Are any installed?
>>> obb
OpenBB Platform v1.5.1core
  
Utilities:
    /user
    /system
    /coverage
```

--------------------------------

### Parameter Definition Example (Date Type)

Source: https://docs.openbb.co/workspace/developers/json-specs/widgets-json-reference

Define a 'date' type parameter for a widget. This example sets the parameter name, default value, and UI label for a start date.

```json
{
  "type": "date",
  "paramName": "startDate",
  "value": "2024-01-01",
  "label": "Start Date",
  "description": "The start date for the data"
}
```

--------------------------------

### Multiple Widget Grid Size Examples

Source: https://docs.openbb.co/workspace/developers/widget-configuration/grid-size

Demonstrates various widget configurations with different width and height values.

```python
@register_widget({
    "name": "Markdown Widget w-12 x h-20",
    "description": "A markdown widget",
    "type": "markdown",
    "endpoint": "markdown_widget2",
    "gridData": {"w": 12, "h": 20},
})
@app.get("/markdown_widget2")
def markdown_widget2():
    """Returns a markdown widget"""
    return "# Markdown Widget w-12 x h-20"

```

```python
@register_widget({
    "name": "Markdown Widget w-40 x h-4",
    "description": "A markdown widget",
    "type": "markdown",
    "endpoint": "markdown_widget3",
    "gridData": {"w": 40, "h": 4},
})
@app.get("/markdown_widget3")
def markdown_widget3():
    """Returns a markdown widget"""
    return "# Markdown Widget w-40 x h-4"

```

```python
@register_widget({
    "name": "Markdown Widget w-14 x h-12",
    "description": "A markdown widget",
    "type": "markdown",
    "endpoint": "markdown_widget4",
    "gridData": {"w": 14, "h": 12},
})
@app.get("/markdown_widget4")
def markdown_widget4():
    """Returns a markdown widget"""
    return "# Markdown Widget w-14 x h-12"

```

```python
@register_widget({
    "name": "Markdown Widget w-28 x h-8",
    "description": "A markdown widget",
    "type": "markdown",
    "endpoint": "markdown_widget5",
    "gridData": {"w": 28, "h": 8},
})
@app.get("/markdown_widget5")
def markdown_widget5():
    """Returns a markdown widget"""
    return "# Markdown Widget w-28 x h-8"

```

```python
@register_widget({
    "name": "Markdown Widget w-14 x h-6",
    "description": "A markdown widget",
    "type": "markdown",
    "endpoint": "markdown_widget6",
    "gridData": {"w": 14, "h": 6},
})
@app.get("/markdown_widget6")
def markdown_widget6():
    """Returns a markdown widget"""
    return "# Markdown Widget w-14 x h-6"

```

--------------------------------

### Get Economic Calendar Data

Source: https://docs.openbb.co/odp/python/reference/economy/calendar

Retrieves economic calendar data. By default, it fetches forward-looking events. Users can specify start and end dates to get historical data.

```APIDOC
## Get Economic Calendar Data

### Description
Retrieves upcoming or historical economic calendar events globally. By default, the calendar is forward-looking. Users can specify date ranges for historical data.

### Method
`GET` (Implicit, as this is an SDK method call)

### Endpoint
`/economy/calendar` (Conceptual endpoint for the SDK method)

### Parameters
#### Query Parameters
- **start_date** (`date | None | str`) - Optional - Start date of the data, in YYYY-MM-DD format.
- **end_date** (`date | None | str`) - Optional - End date of the data, in YYYY-MM-DD format.
- **release_id** (`int | None`) - Optional - Filter by release ID.
- **country** (`str | None`) - Optional - Country of the event. Accepts country names, ISO 3166-1 alpha-2/alpha-3 codes. Multiple comma-separated values allowed.
- **importance** (`Literal['low', 'medium', 'high'] | None`) - Optional - Importance of the event.
- **group** (`Literal['interest_rate', 'inflation', 'bonds', 'consumer', 'gdp', 'government', 'housing', 'labour', 'markets', 'money', 'prices', 'trade', 'business'] | None`) - Optional - Grouping of events.
- **calendar_id** (`None | int | str`) - Optional - Get events by TradingEconomics Calendar ID.

### Request Example
```python
from openbb import obb

# Get upcoming events
obb.economy.calendar()

# Get historical events for March 2020
obb.economy.calendar(start_date='2020-03-01', end_date='2020-03-31')
```

### Response
#### Success Response
- **results** (`EconomicCalendar`) - Serializable results.
- **provider** (`Optional[Literal['fmp', 'fred', 'nasdaq', 'tradingeconomics']]`) - Provider name.
- **warnings** (`Optional[list[Warning_]]`) - List of warnings.
- **chart** (`Optional[Chart]`) - Chart object.
- **extra** (`dict[str, Any]`) - Extra information.
```

--------------------------------

### Basic openbb-api Command Line Usage

Source: https://docs.openbb.co/odp/python/extensions/interface/openbb-api

Run the openbb-api command to start a backend. Defaults to using installed Open Data Platform extensions. Specify a custom app file with --app.

```bash
openbb-api --app ./some_file.py --host 0.0.0.0 --port 8005 --reload
```

--------------------------------

### Install OpenBB AI SDK

Source: https://docs.openbb.co/workspace/developers/openbb-ai-sdk

Install the openbb-ai package using pip. This is the first step to using the SDK in your agent backend.

```bash
pip install openbb-ai  

```

--------------------------------

### Get SOFR Data

Source: https://docs.openbb.co/odp/python/reference/fixedincome/rate/sofr

Retrieve SOFR data using the OpenBB SDK. Ensure the 'openbb' library is installed.

```python
from openbb import obb
obb.fixedincome.rate.sofr()
```

--------------------------------

### Get Corporate Bond Prices

Source: https://docs.openbb.co/odp/python/reference/fixedincome/corporate/bond_prices

Fetch corporate bond prices. This is a basic example demonstrating the function call.

```python
from openbb import obb
obb.fixedincome.corporate.bond_prices()
```

--------------------------------

### Start Recording a Macro

Source: https://docs.openbb.co/odp/cli/routines/routine-macro-recorder

Initiates the macro recording process, naming the routine 'sample'. Any subsequent commands will be captured.

```bash
record -n sample
```

--------------------------------

### Get All Price Targets

Source: https://docs.openbb.co/odp/python/reference/equity/estimates/price_target

Retrieves all available analyst price targets. Ensure the OpenBB SDK is installed and configured.

```python
from openbb import obb
obb.equity.estimates.price_target()
```

--------------------------------

### Install Dependencies

Source: https://docs.openbb.co/workspace/developers/data-integration

Install the necessary Python libraries for building the custom backend API.

```bash
pip install fastapi uvicorn  

```

--------------------------------

### Install OpenBB Charting

Source: https://docs.openbb.co/odp/python/extensions/infrastructure/openbb-charting

Install the charting extension for OpenBB. Use the '[pywry]' extra for standalone window creation.

```bash
pip install openbb-charting
```

```bash
pip install "openbb-charting[pywry]"
```

--------------------------------

### Get Retail Prices

Source: https://docs.openbb.co/odp/python/reference/economy/retail_prices

Fetch default retail prices for common items. Requires the OpenBB SDK to be installed.

```python
from openbb import obb
obb.economy.retail_prices()
```

--------------------------------

### Panel Fama-MacBeth Estimator Example

Source: https://docs.openbb.co/odp/python/reference/econometrics/panel_fmac

Demonstrates how to use the Fama-MacBeth estimator for panel data. Requires the 'openbb' library to be installed.

```python
from openbb import obb
obb.econometrics.panel_fmac(y_column='portfolio_value', x_columns='['risk_free_rate']', data='[{'is_multiindex': True, 'multiindex_names': "['asset_manager', 'time']", 'asset_manager': 'asset_manager_1', 'time': 0, 'portfolio_value': 100000.0, 'risk_free_rate': 0.02}, {'is_multiindex': True, 'multiindex_names': "['asset_manager', 'time']", 'asset_manager': 'asset_manager_1', 'time': 1, 'portfolio_value': 150000.0, 'risk_free_rate': 0.03}, {'is_multiindex': True, 'multiindex_names': "['asset_manager', 'time']", 'asset_manager': 'asset_manager_2', 'time': 0, 'portfolio_value': 150000.0, 'risk_free_rate': 0.03}, {'is_multiindex': True, 'multiindex_names': "['asset_manager', 'time']", 'asset_manager': 'asset_manager_2', 'time': 1, 'portfolio_value': 133333.33, 'risk_free_rate': 0.03}, {'is_multiindex': True, 'multiindex_names': "['asset_manager', 'time']", 'asset_manager': 'asset_manager_3', 'time': 0, 'portfolio_value': 133333.33, 'risk_free_rate': 0.03}, {'is_multiindex': True, 'multiindex_names': "['asset_manager', 'time']", 'asset_manager': 'asset_manager_3', 'time': 1, 'portfolio_value': 125000.0, 'risk_free_rate': 0.03}, {'is_multiindex': True, 'multiindex_names': "['asset_manager', 'time']", 'asset_manager': 'asset_manager_4', 'time': 0, 'portfolio_value': 125000.0, 'risk_free_rate': 0.03}, {'is_multiindex': True, 'multiindex_names': "['asset_manager', 'time']", 'asset_manager': 'asset_manager_4', 'time': 1, 'portfolio_value': 120000.0, 'risk_free_rate': 0.02}, {'is_multiindex': True, 'multiindex_names': "['asset_manager', 'time']", 'asset_manager': 'asset_manager_5', 'time': 0, 'portfolio_value': 120000.0, 'risk_free_rate': 0.02}, {'is_multiindex': True, 'multiindex_names': "['asset_manager', 'time']", 'asset_manager': 'asset_manager_5', 'time': 1, 'portfolio_value': 116666.67, 'risk_free_rate': 0.02}]')
```

--------------------------------

### Start MCP Server with Default Settings

Source: https://docs.openbb.co/odp/python/extensions/interface/openbb-mcp

Starts the MCP server using default transport and configuration.

```bash
openbb-mcp
```

--------------------------------

### Define API Key in .env File

Source: https://docs.openbb.co/odp/python/settings/environment_variables

This example shows how to add an API key for a provider (e.g., FMP) to the `.env` file. This method is recommended for persistent storage of credentials.

```bash
FMP_API_KEY = "replaceWITHyourK3Y"
```

--------------------------------

### Get SEC Litigation Releases

Source: https://docs.openbb.co/odp/python/reference/regulators/sec/rss_litigation

Fetches the RSS feed for SEC litigation releases. Ensure the OpenBB SDK is installed.

```python
from openbb import obb
obb.regulators.sec.rss_litigation()
```

--------------------------------

### Get TCM EFFR Data

Source: https://docs.openbb.co/odp/python/reference/fixedincome/spreads/tcm_effr

Retrieve TCM EFFR data with default maturity. Requires the OpenBB SDK to be installed.

```python
from openbb import obb
obb.fixedincome.spreads.tcm_effr()
```

--------------------------------

### Launch OpenBB CLI

Source: https://docs.openbb.co/odp/cli/quickstart

To launch the OpenBB CLI, ensure your data provider credentials are set up in `user_settings.json`. Then, activate your environment and run the `openbb` command in your terminal.

```bash
openbb
```

--------------------------------

### Installing an OBBject Extension

Source: https://docs.openbb.co/odp/python/developer/extension_types/obbject

Commands to install a local OBBject extension using pip and then build the OpenBB application.

```bash
pip install -e .
openbb-build  

```

--------------------------------

### Get Treasury Rates

Source: https://docs.openbb.co/odp/python/reference/fixedincome/government/treasury_rates

Fetch government treasury rates. Ensure the OpenBB SDK is installed and authenticated if required by the provider.

```python
from openbb import obb
obb.fixedincome.government.treasury_rates()
```

--------------------------------

### Execute Calendar Command with Provider and Country

Source: https://docs.openbb.co/odp/cli/quickstart

This example shows how to execute the calendar command, specifying the provider as 'nasdaq' and the country as 'united_states'. Note that `--importance` and `--group` are ignored when using the Nasdaq provider.

```bash
/economy/calendar --provider nasdaq --country united_states  

```

--------------------------------

### Get Income Growth for AAPL

Source: https://docs.openbb.co/odp/python/reference/equity/fundamental/income_growth

Retrieve the income statement growth for Apple (AAPL). This example shows the default parameters.

```python
from openbb import obb
obb.equity.fundamental.income_growth(symbol='AAPL')
```

--------------------------------

### Get Stock Splits Calendar

Source: https://docs.openbb.co/odp/python/reference/equity/calendar/splits

Retrieve the stock splits calendar. Specify start and end dates for a custom range.

```python
from openbb import obb
obb.equity.calendar.splits()
# Get stock splits calendar for specific dates. 
obb.equity.calendar.splits(start_date='2024-02-01', end_date='2024-02-07')
```

--------------------------------

### Start Fast API Server

Source: https://docs.openbb.co/odp/python/basic_usage/query_parameters

Start the Fast API server for interacting with the OpenBB SDK via REST API.

```bash
uvicorn openbb_core.api.rest_api:app
```

--------------------------------

### Get Maritime Chokepoint Info

Source: https://docs.openbb.co/odp/python/reference/economy/shipping/chokepoint_info

Retrieve general metadata and statistics for maritime chokepoints. Ensure the OpenBB SDK is installed.

```python
from openbb import obb
obb.economy.shipping.chokepoint_info()
```

--------------------------------

### Developer Installation Script

Source: https://docs.openbb.co/odp/python/installation

Run the developer installation script to build and install the OpenBB Python packages from source.

```bash
python dev_install.py
```

--------------------------------

### Get Discount Window Primary Credit Rate

Source: https://docs.openbb.co/odp/python/reference/fixedincome/rate/dpcredit

Fetch the Discount Window Primary Credit Rate data. This can be done without specifying a date range to get all available data, or by providing start and end dates for a specific period.

```python
from openbb import obb
obb.fixedincome.rate.dpcredit()
```

```python
from openbb import obb
obb.fixedincome.rate.dpcredit(start_date='2023-02-01', end_date='2023-05-01')
```

--------------------------------

### Full pyproject.toml Example

Source: https://docs.openbb.co/odp/python/developer/extension_types/provider

A complete example of a pyproject.toml file for an OpenBB provider extension, including dependencies and plugin configuration.

```toml
[tool.poetry]
name = "openbb-empty-provider"
version = "0.0.0"
description = "Empty provider extension for OpenBB"
authors = ["Hello <hello@world.co>"]
readme = "README.md"
packages = [{ include = "openbb_empty_provider" }]

[tool.poetry.dependencies]
python = "^3.10,<3.14"
openbb-core = "*"

[build-system]
requires = ["poetry-core"]
build-backend = "poetry.core.masonry.api"

[tool.poetry.plugins."openbb_provider_extension"]
empty = "openbb_empty_provider:empty_provider"

```

--------------------------------

### Get Treasury Prices

Source: https://docs.openbb.co/odp/python/reference/fixedincome/government/treasury_prices

Fetch treasury prices for the last business day or a specific date. Requires the `openbb` package to be installed.

```python
from openbb import obb
obb.fixedincome.government.treasury_prices()
obb.fixedincome.government.treasury_prices(date='2019-02-05')
```

--------------------------------

### Advanced MCP Configuration Example

Source: https://docs.openbb.co/odp/python/extensions/interface/openbb-mcp

Demonstrates fine-tuning a tool's behavior by explicitly exposing a route, setting its MCP type, specifying HTTP methods, and excluding arguments.

```python
@app.get(  
    "/some/route",  
    openapi_extra={  
        "mcp_config": {  
            "expose": True,  
            "mcp_type": "tool",  
            "methods": ["GET"],  
            "exclude_args": ["internal_param"],  
            "prompts": [  
                # ... prompt definitions ...  
            ]  
        }  
    },  
)  
def some_route(param1: str, internal_param: str = "default"):  
    """An example route with advanced MCP configuration."""  
    return {"param1": param1}  
```

--------------------------------

### Start API Server for Testing

Source: https://docs.openbb.co/odp/python/developer/how-to/tests

Start a local server before running API interface integration tests. Ensure the server is running to avoid test failures.

```bash
uvicorn openbb_core.api.rest_api:app --host 0.0.0.0 --port 8000 --reload  
```