_index.md•10.5 kB
---
title: "Tools"
type: docs
weight: 2
description: >
Tools define actions an agent can take -- such as reading and writing to a
source.
---
A tool represents an action your agent can take, such as running a SQL
statement. You can define Tools as a map in the `tools` section of your
`tools.yaml` file. Typically, a tool will require a source to act on:
```yaml
tools:
search_flights_by_number:
kind: postgres-sql
source: my-pg-instance
statement: |
SELECT * FROM flights
WHERE airline = $1
AND flight_number = $2
LIMIT 10
description: |
Use this tool to get information for a specific flight.
Takes an airline code and flight number and returns info on the flight.
Do NOT use this tool with a flight id. Do NOT guess an airline code or flight number.
An airline code is a code for an airline service consisting of a two-character
airline designator and followed by a flight number, which is a 1 to 4 digit number.
For example, if given CY 0123, the airline is "CY", and flight_number is "123".
Another example for this is DL 1234, the airline is "DL", and flight_number is "1234".
If the tool returns more than one option choose the date closest to today.
Example:
{{
"airline": "CY",
"flight_number": "888",
}}
Example:
{{
"airline": "DL",
"flight_number": "1234",
}}
parameters:
- name: airline
type: string
description: Airline unique 2 letter identifier
- name: flight_number
type: string
description: 1 to 4 digit number
```
## Specifying Parameters
Parameters for each Tool will define what inputs the agent will need to provide
to invoke them. Parameters should be pass as a list of Parameter objects:
```yaml
parameters:
- name: airline
type: string
description: Airline unique 2 letter identifier
- name: flight_number
type: string
description: 1 to 4 digit number
```
### Basic Parameters
Basic parameters types include `string`, `integer`, `float`, `boolean` types. In
most cases, the description will be provided to the LLM as context on specifying
the parameter.
```yaml
parameters:
- name: airline
type: string
description: Airline unique 2 letter identifier
```
| **field** | **type** | **required** | **description** |
|-------------|:---------------:|:------------:|-----------------------------------------------------------------------------|
| name | string | true | Name of the parameter. |
| type | string | true | Must be one of "string", "integer", "float", "boolean" "array" |
| description | string | true | Natural language description of the parameter to describe it to the agent. |
| default | parameter type | false | Default value of the parameter. If provided, `required` will be `false`. |
| required | bool | false | Indicate if the parameter is required. Default to `true`. |
### Array Parameters
The `array` type is a list of items passed in as a single parameter.
To use the `array` type, you must also specify what kind of items are
in the list using the items field:
```yaml
parameters:
- name: preferred_airlines
type: array
description: A list of airline, ordered by preference.
items:
name: name
type: string
description: Name of the airline.
statement: |
SELECT * FROM airlines WHERE preferred_airlines = ANY($1);
```
| **field** | **type** | **required** | **description** |
|-------------|:----------------:|:------------:|-----------------------------------------------------------------------------|
| name | string | true | Name of the parameter. |
| type | string | true | Must be "array" |
| description | string | true | Natural language description of the parameter to describe it to the agent. |
| default | parameter type | false | Default value of the parameter. If provided, `required` will be `false`. |
| required | bool | false | Indicate if the parameter is required. Default to `true`. |
| items | parameter object | true | Specify a Parameter object for the type of the values in the array. |
{{< notice note >}}
Items in array should not have a `default` or `required` value. If provided, it
will be ignored.
{{< /notice >}}
### Map Parameters
The map type is a collection of key-value pairs. It can be configured in two
ways:
- Generic Map: By default, it accepts values of any primitive type (string,
integer, float, boolean), allowing for mixed data.
- Typed Map: By setting the valueType field, you can enforce that all values
within the map must be of the same specified type.
#### Generic Map (Mixed Value Types)
This is the default behavior when valueType is omitted. It's useful for passing
a flexible group of settings.
```yaml
parameters:
- name: execution_context
type: map
description: A flexible set of key-value pairs for the execution environment.
```
#### Typed Map
Specify valueType to ensure all values in the map are of the same type. An error
will be thrown in case of value type mismatch.
```yaml
parameters:
- name: user_scores
type: map
description: A map of user IDs to their scores. All scores must be integers.
valueType: integer # This enforces the value type for all entries.
```
### Authenticated Parameters
Authenticated parameters are automatically populated with user
information decoded from [ID
tokens](../authServices/#specifying-id-tokens-from-clients) that are passed in
request headers. They do not take input values in request bodies like other
parameters. To use authenticated parameters, you must configure the tool to map
the required [authServices](../authServices/) to specific claims within the
user's ID token.
```yaml
tools:
search_flights_by_user_id:
kind: postgres-sql
source: my-pg-instance
statement: |
SELECT * FROM flights WHERE user_id = $1
parameters:
- name: user_id
type: string
description: Auto-populated from Google login
authServices:
# Refer to one of the `authServices` defined
- name: my-google-auth
# `sub` is the OIDC claim field for user ID
field: sub
```
| **field** | **type** | **required** | **description** |
|-----------|:--------:|:------------:|-----------------------------------------------------------------------------------------|
| name | string | true | Name of the [authServices](../authServices/) used to verify the OIDC auth token. |
| field | string | true | Claim field decoded from the OIDC token used to auto-populate this parameter. |
### Template Parameters
Template parameters types include `string`, `integer`, `float`, `boolean` types.
In most cases, the description will be provided to the LLM as context on
specifying the parameter. Template parameters will be inserted into the SQL
statement before executing the prepared statement. They will be inserted without
quotes, so to insert a string using template parameters, quotes must be
explicitly added within the string.
Template parameter arrays can also be used similarly to basic parameters, and array
items must be strings. Once inserted into the SQL statement, the outer layer of
quotes will be removed. Therefore to insert strings into the SQL statement, a
set of quotes must be explicitly added within the string.
{{< notice warning >}}
Because template parameters can directly replace identifiers, column names, and
table names, they are prone to SQL injections. Basic parameters are preferred
for performance and safety reasons.
{{< /notice >}}
```yaml
tools:
select_columns_from_table:
kind: postgres-sql
source: my-pg-instance
statement: |
SELECT {{array .columnNames}} FROM {{.tableName}}
description: |
Use this tool to list all information from a specific table.
Example:
{{
"tableName": "flights",
"columnNames": ["id", "name"]
}}
templateParameters:
- name: tableName
type: string
description: Table to select from
- name: columnNames
type: array
description: The columns to select
items:
name: column
type: string
description: Name of a column to select
```
| **field** | **type** | **required** | **description** |
|-------------|:----------------:|:-------------:|-------------------------------------------------------------------------------------|
| name | string | true | Name of the template parameter. |
| type | string | true | Must be one of "string", "integer", "float", "boolean" "array" |
| description | string | true | Natural language description of the template parameter to describe it to the agent. |
| items | parameter object |true (if array)| Specify a Parameter object for the type of the values in the array (string only). |
## Authorized Invocations
You can require an authorization check for any Tool invocation request by
specifying an `authRequired` field. Specify a list of
[authServices](../authServices/) defined in the previous section.
```yaml
tools:
search_all_flight:
kind: postgres-sql
source: my-pg-instance
statement: |
SELECT * FROM flights
# A list of `authServices` defined previously
authRequired:
- my-google-auth
- other-auth-service
```
## Kinds of tools