mongodb-aggregate
About
The mongodb-aggregate tool is the most powerful query tool for MongoDB,
allowing you to process data through a multi-stage pipeline. Each stage
transforms the documents as they pass through, enabling complex operations like
grouping, filtering, reshaping documents, and performing calculations.
The core of this tool is the pipelinePayload, which must be a string
containing a JSON array of pipeline stage documents. The tool returns a JSON
array of documents produced by the final stage of the pipeline.
A readOnly flag can be set to true as a safety measure to ensure the
pipeline does not contain any write stages (like $out or $merge).
This tool is compatible with the following source kind:
Example
Here is an example that calculates the average price and total count of products for each category, but only for products with an “active” status.
tools:
get_category_stats:
kind: mongodb-aggregate
source: my-mongo-source
description: Calculates average price and count of products, grouped by category.
database: ecommerce
collection: products
readOnly: true
pipelinePayload: |
[
{
"$match": {
"status": {{json .status_filter}}
}
},
{
"$group": {
"_id": "$category",
"average_price": { "$avg": "$price" },
"item_count": { "$sum": 1 }
}
},
{
"$sort": {
"average_price": -1
}
}
]
pipelineParams:
- name: status_filter
type: string
description: The product status to filter by (e.g., "active").
Reference
| field | type | required | description |
|---|---|---|---|
| kind | string | true | Must be mongodb-aggregate. |
| source | string | true | The name of the mongodb source to use. |
| description | string | true | A description of the tool that is passed to the LLM. |
| database | string | true | The name of the MongoDB database containing the collection. |
| collection | string | true | The name of the MongoDB collection to run the aggregation on. |
| pipelinePayload | string | true | A JSON array of aggregation stage documents, provided as a string. Uses {{json .param_name}} for templating. |
| pipelineParams | list | true | A list of parameter objects that define the variables used in the pipelinePayload. |
| canonical | bool | false | Determines if the pipeline string is parsed using MongoDB’s Canonical or Relaxed Extended JSON format. |
| readOnly | bool | false | If true, the tool will fail if the pipeline contains write stages ($out or $merge). Defaults to false. |