reidbarber/webmarker

WebMarker

Mark web pages for use with vision-language models.

Overview

WebMarker adds visual markings with labels to elements on a web page. This can be used for Set-of-Mark prompting, which improves visual grounding abilities of vision-language models such as GPT-4o, Claude 3.5, and Google Gemini 1.5.

How it works

1. Call the mark() function

This marks the interactive elements on the page, and returns an object containing the marked elements, where each key is a mark label string, and each value is an object with the following properties:

element: The interactive element that was marked.
markElement: The label element that was added to the page.
boundingBoxElement: The bounding box element that was added to the page.

You can use this information to build your prompt for the vision-language model.

2. Send a screenshot of the marked page to a vision-language model, along with your prompt

Example prompt:

let markedElements = mark();

let prompt = `The following is a screenshot of a web page.

Interactive elements have been marked with red bounding boxes and labels.

When referring to elements, use the labels to identify them.

Return an action and element to perform the action on.

Available actions: click, hover

Available elements:
${Object.keys(markedElements)
  .map((label) => `- ${label}`)
  .join("\n")}

Example response: click 0
`;

3. Programmatically interact with the marked elements.

In a web browser (i.e. via Playwright), interact with elements as needed.

For prompting or agent ideas, see the WebVoyager paper.

Playwright example

// Inject the WebMarker library into the page
await page.addScriptTag({
  url: "https://cdn.jsdelivr.net/npm/webmarker-js/dist/main.js",
});

// Mark the page and get the marked elements
let markedElements = await page.evaluate(async () => await WebMarker.mark());

// Click a marked element
await page.locator('[data-mark-label="0"]').click();

// (Optional) Check if page is marked
let isMarked = await page.evaluate(async () => await WebMarker.isMarked());

// (Optional) Unmark the page
await page.evaluate(async () => await WebMarker.unmark());

Options

selector

A custom CSS selector to specify which elements to mark.

Type: string
Default: "button, input, a, select, textarea"

getLabel

Provide a function for generating labels. By default, labels are generated as integers starting from 0.

Type: (element: Element, index: number) => string
Default: (_, index) => index.toString()

markAttribute

A custom attribute to add to the marked elements. This attribute contains the label of the mark.

Type: string
Default: "data-mark-label"

markPlacement

The placement of the mark relative to the element.

Type: 'top' | 'top-start' | 'top-end' | 'right' | 'right-start' | 'right-end' | 'bottom' | 'bottom-start' | 'bottom-end' | 'left' | 'left-start' | 'left-end'
Default: 'top-start'

markStyle

A CSS style to apply to the label element. You can also specify a function that returns a CSS style object.

Type: Partial<CSSStyleDeclaration> | (element: Element) => Partial<CSSStyleDeclaration>
Default: {backgroundColor: "red", color: "white", padding: "2px 4px", fontSize: "12px", fontWeight: "bold"}

boundingBoxStyle

A CSS style to apply to the bounding box element. You can also specify a function that returns a CSS style object. Bounding boxes are only shown if showBoundingBoxes is true.

Type: Partial<CSSStyleDeclaration> | (element: Element) => Partial<CSSStyleDeclaration>
Default: {outline: "2px dashed red", backgroundColor: "transparent"}

showBoundingBoxes

Whether or not to show bounding boxes around the elements.

Type: boolean
Default: true

containerElement

Provide a container element to query the elements to be marked. By default, the container element is document.body.

Type: Element
Default: document.body

viewPortOnly

Only mark elements that are visible in the current viewport.

Type: boolean
Default: false

Advanced example

const markedElements = mark({
  // Only mark buttons and inputs
  selector: "button, input",
  // Use test id attribute for marker labels
  markAttribute: "data-test-id",
  // Use a blue mark with white text
  markStyle: { color: "white", backgroundColor: "blue", padding: 5 },
  // Use a blue dashed outline with a transparent and slighly blue background
  boundingBoxStyle: { outline: "2px dashed blue", backgroundColor: "rgba(0, 0, 255, 0.1)"},
  // Place the mark at the top right corner of the element
  markPlacement: "top-end";
  // Show bounding boxes over elements (defaults to true)
  showBoundingBoxes: true,
  // Generate labels as 'Element 0', 'Element 1', 'Element 2'...
  // Defaults to '0', '1', '2'... if not provided.
  getLabel: (element, index) => `Element ${index}`,
  // A custom container element to query the elements to be marked.
  // Defaults to the document.body.
  containerElement: document.body.querySelector("main"),
  // Only mark elements that are visible in the current viewport
  viewPortOnly: true,
});

reidbarber / webmarker