> ## Documentation Index
> Fetch the complete documentation index at: https://docs.zylon.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Tabular Analysis tool

> Analyze ingested tabular artifacts during a message.

<Warning>
  **Upcoming release — Zylon 1.58**

  These docs are published ahead of release so you can prepare your API integrations. The release image is not yet available. For installations running 1.57, use the [1.57 documentation](/en/v1.57/overview).
</Warning>

Use Tabular Analysis when you want the assistant to perform calculations over tabular data (CSV, TSV, or tables extracted from documents).

## Prerequisites

* An API token. See [Backoffice Developer Console](/en/v1.58/developer-manual/get-started/developer-console).
* Ingested tabular artifacts to analyze.

## Requirements

* Tool spec: `{ "name": "tabular_analysis", "type": "tabular_analysis_v1" }`
* `tool_context`: at least one `ingested_artifact` with a `context_filter`

## Basic request and response

This example validates a request that enables tabular analysis over a collection:

```bash theme={null}
curl -X POST "https://{BASE_URL}/api/gpt/v1/messages/validate" \
  -H "Authorization: Bearer {API_TOKEN}" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "default",
    "max_tokens": 128,
    "messages": [
      { "role": "user", "content": "What is the average of the Q1 revenue column?" }
    ],
    "tools": [
      { "name": "tabular_analysis", "type": "tabular_analysis_v1" }
    ],
    "tool_choice": { "type": "auto" },
    "tool_context": [
      {
        "type": "ingested_artifact",
        "context_filter": {
          "collection": "{collectionID}"
        }
      }
    ]
  }'
```

Example response:

```json theme={null}
{ "valid": true, "errors": null }
```

To run the request, send the same body to `POST /messages`.

## Response blocks

Zylon runs this tool on the server. The response contains a `server_tool_use` block with the call, followed by a `server_tool_result` block with the result. The call ID starts with `srvtoolu_`. Don't send a `tool_result` back for it.

```json theme={null}
[
  { "type": "server_tool_use", "id": "srvtoolu_3a4b", "name": "tabular_analysis", "input": { "query": "Average of the Q1 revenue column" } },
  {
    "type": "server_tool_result",
    "tool_use_id": "srvtoolu_3a4b",
    "content": [{ "type": "text", "text": "avg_q1_revenue\n18250.4" }],
    "is_error": false
  }
]
```

Error:

```json theme={null}
{ "type": "server_tool_result", "tool_use_id": "srvtoolu_3a4b", "content": "context_filter is required", "is_error": true }
```

`is_error` is `true` when the tool fails, and `content` holds the error message.

See [Migrating from 1.57 to 1.58](/en/v1.58/developer-manual/build-with-zylon/workspace-api/api-migration-1-57-to-1-58) for the full list of server tool blocks.

## Tips

* Ensure the artifact content is a clean table (CSV/TSV is best).
* Keep the table small enough for quick analysis.

## Next steps

* Ingest and manage artifacts: [Artifacts](/en/v1.58/developer-manual/build-with-zylon/working-with-artifacts)
* Learn how messages return tool blocks: [Messages](/en/v1.58/developer-manual/build-with-zylon/working-with-messages)


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