You can access the AI Chat Export Normalizer programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in API & Integrations in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

$echo '{
<  "conversations": [
<    {
<      "id": "apify-qa-synthetic-001",
<      "title": "Synthetic Export Normalization Example",
<      "create_time": 1760100000,
<      "update_time": 1760100060,
<      "current_node": "apify-qa-assistant-001",
<      "mapping": {
<        "apify-qa-root-001": {
<          "id": "apify-qa-root-001",
<          "parent": null,
<          "children": [
<            "apify-qa-user-001"
<          ],
<          "message": null
<        },
<        "apify-qa-user-001": {
<          "id": "apify-qa-user-001",
<          "parent": "apify-qa-root-001",
<          "children": [
<            "apify-qa-assistant-001"
<          ],
<          "message": {
<            "id": "apify-qa-message-user-001",
<            "author": {
<              "role": "user",
<              "name": null,
<              "metadata": {}
<            },
<            "create_time": 1760100001,
<            "content": {
<              "content_type": "text",
<              "parts": [
<                "Normalize this synthetic conversation export."
<              ]
<            },
<            "metadata": {}
<          }
<        },
<        "apify-qa-assistant-001": {
<          "id": "apify-qa-assistant-001",
<          "parent": "apify-qa-user-001",
<          "children": [],
<          "message": {
<            "id": "apify-qa-message-assistant-001",
<            "author": {
<              "role": "assistant",
<              "name": null,
<              "metadata": {}
<            },
<            "create_time": 1760100002,
<            "content": {
<              "content_type": "text",
<              "parts": [
<                "Synthetic export accepted for automated quality assurance."
<              ]
<            },
<            "metadata": {
<              "model_slug": "synthetic-qa-example"
<            }
<          }
<        }
<      }
<    }
<  ]
<}' |
<apify call z3n_m4nt1s/ai-chat-export-normalizer --silent --output-dataset

AI Chat Export Normalizer for JSONL Workflows API through CLI

The Apify CLI is the official tool that allows you to use AI Chat Export Normalizer locally, providing convenience functions and automatic retries on errors.

Install Apify CLI

Using installation script (macOS/Linux):

$curl -fsSL https://apify.com/install-cli.sh | bash

Using installation script (Windows):

$irm https://apify.com/install-cli.ps1 | iex

Using Homebrew:

$brew install apify-cli

Using npm:

$npm install -g apify-cli

Other API clients include:

AI Chat Export Normalizer API in Python

AI Chat Export Normalizer API in JavaScript

AI Chat Export Normalizer OpenAPI definition

AI Chat Export Normalizer API

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