> ## Documentation Index
> Fetch the complete documentation index at: https://phidatainc-studio-tools-doc.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# DuckDb

> The DuckDbTools toolkit enables an Agent to run SQL and analyze data using DuckDb.

**DuckDbTools** enable an Agent to run SQL and analyze data using DuckDb.

## Prerequisites

The following example requires DuckDB library. To install DuckDB, run the following command:

```shell theme={null}
uv pip install duckdb
```

For more installation options, please refer to [DuckDB documentation](https://duckdb.org/docs/installation).

## Example

The following agent will analyze the movies file using SQL and return the result.

```python cookbook/14_tools/duckdb_tools.py theme={null}
from agno.agent import Agent
from agno.tools.duckdb import DuckDbTools

agent = Agent(
    tools=[DuckDbTools()],
    system_message="Use this file for Movies data: https://agno-public.s3.amazonaws.com/demo_data/IMDB-Movie-Data.csv",
)

agent.print_response("What is the average rating of movies?", markdown=True, stream=False)
```

## Toolkit Params

| Parameter       | Type                 | Default | Description                                                   |
| --------------- | -------------------- | ------- | ------------------------------------------------------------- |
| `db_path`       | `str`                | `None`  | Specifies the path to the database file.                      |
| `connection`    | `DuckDBPyConnection` | `None`  | Provides an existing DuckDB connection object.                |
| `init_commands` | `List`               | `None`  | A list of initial SQL commands to run on database connection. |
| `read_only`     | `bool`               | `False` | Configures the database connection to be read-only.           |
| `config`        | `dict`               | `None`  | Configuration options for the database connection.            |

## Toolkit Functions

| Function                   | Description                                                                                                                                                                                                                                    |
| -------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| `show_tables`              | Function to show tables in the database                                                                                                                                                                                                        |
| `describe_table`           | Function to describe a table                                                                                                                                                                                                                   |
| `inspect_query`            | Function to inspect a query and return the query plan. Always inspect your query before running them.                                                                                                                                          |
| `run_query`                | Function that runs a query and returns the result.                                                                                                                                                                                             |
| `summarize_table`          | Function to compute a number of aggregates over a table. The function launches a query that computes a number of aggregates over all columns, including min, max, avg, std and approx\_unique.                                                 |
| `get_table_name_from_path` | Get the table name from a path                                                                                                                                                                                                                 |
| `create_table_from_path`   | Creates a table from a path                                                                                                                                                                                                                    |
| `export_table_to_path`     | Save a table in a desired format (default: parquet). If the path is provided, the table will be saved under that path. Eg: If path is /tmp, the table will be saved as /tmp/table.parquet. Otherwise it will be saved in the current directory |
| `load_local_path_to_table` | Load a local file into duckdb                                                                                                                                                                                                                  |
| `load_local_csv_to_table`  | Load a local CSV file into duckdb                                                                                                                                                                                                              |
| `load_s3_path_to_table`    | Load a file from S3 into duckdb                                                                                                                                                                                                                |
| `load_s3_csv_to_table`     | Load a CSV file from S3 into duckdb                                                                                                                                                                                                            |
| `create_fts_index`         | Create a full text search index on a table                                                                                                                                                                                                     |
| `full_text_search`         | Full text Search in a table column for a specific text/keyword                                                                                                                                                                                 |

You can use `include_tools` or `exclude_tools` to modify the list of tools the agent has access to. Learn more about [selecting tools](/tools/selecting-tools).

## Developer Resources

* View [Tools](https://github.com/agno-agi/agno/blob/main/libs/agno/agno/tools/duckdb.py)