Use the emoji.list Slack API to download the custom emojis list from Slack. Due to the CORS policy on emoji endpoints, it is not possible to download the emojis from the Slack web client using JavaScript. Emoji URLs do not require authentication, however, so they can be downloaded outside the browser.
Run download.js in your browser to dowload a CSV containing filename,url for each custom emoji.