Hybrid of a11y tree & DOM for input to observe

.changeset/chilled-apes-sneeze.md

@@ -0,0 +1,5 @@
+---
+"@browserbasehq/stagehand": patch
+---
+
+create a11y + dom hybrid input for observe

lib/a11y/utils.ts

@@ -13,7 +13,9 @@ export function formatSimplifiedTree(
   level = 0,
 ): string {
   const indent = "  ".repeat(level);
-  let result = `${indent}[${node.nodeId}] ${node.role}${node.name ? `: ${node.name}` : ""}\n`;
+  let result = `${indent}[${node.nodeId}] ${node.role}${
+    node.name ? `: ${node.name}` : ""
+  }\n`;
 
   if (node.children?.length) {
     result += node.children
@@ -29,39 +31,113 @@ export function formatSimplifiedTree(
  * 1. Removes generic/none nodes with no children
  * 2. Collapses generic/none nodes with single child
  * 3. Keeps generic/none nodes with multiple children but cleans their subtrees
+ *    and attempts to resolve their role to a DOM tag name
  */
-function cleanStructuralNodes(
+async function cleanStructuralNodes(
   node: AccessibilityNode,
-): AccessibilityNode | null {
-  // Filter out nodes with negative IDs
+  page?: StagehandPage,
+  logger?: (logLine: LogLine) => void,
+): Promise<AccessibilityNode | null> {
+  // 1) Filter out nodes with negative IDs
   if (node.nodeId && parseInt(node.nodeId) < 0) {
     return null;
   }
 
-  // Base case: leaf node
-  if (!node.children) {
+  // 2) Base case: if no children exist, this is effectively a leaf.
+  //    If it's "generic" or "none", we remove it; otherwise, keep it.
+  if (!node.children || node.children.length === 0) {
     return node.role === "generic" || node.role === "none" ? null : node;
   }
 
-  // Recursively clean children
-  const cleanedChildren = node.children
-    .map((child) => cleanStructuralNodes(child))
-    .filter(Boolean) as AccessibilityNode[];
-
-  // Handle generic/none nodes specially
+  // 3) Recursively clean children
+  const cleanedChildrenPromises = node.children.map((child) =>
+    cleanStructuralNodes(child, page, logger),
+  );
+  const resolvedChildren = await Promise.all(cleanedChildrenPromises);
+  const cleanedChildren = resolvedChildren.filter(
+    (child): child is AccessibilityNode => child !== null,
+  );
+
+  // 4) **Prune** "generic" or "none" nodes first,
+  //    before resolving them to their tag names.
   if (node.role === "generic" || node.role === "none") {
     if (cleanedChildren.length === 1) {
-      // Collapse single-child generic nodes
+      // Collapse single-child structural node
       return cleanedChildren[0];
-    } else if (cleanedChildren.length > 1) {
-      // Keep generic nodes with multiple children
-      return { ...node, children: cleanedChildren };
+    } else if (cleanedChildren.length === 0) {
+      // Remove empty structural node
+      return null;
+    }
+    // If we have multiple children, we keep this node as a container.
+    // We'll update role below if needed.
+  }
+
+  // 5) If we still have a "generic"/"none" node after pruning
+  //    (i.e., because it had multiple children), now we try
+  //    to resolve and replace its role with the DOM tag name.
+  if (
+    page &&
+    logger &&
+    node.backendDOMNodeId !== undefined &&
+    (node.role === "generic" || node.role === "none")
+  ) {
+    try {
+      const { object } = await page.sendCDP<{
+        object: { objectId?: string };
+      }>("DOM.resolveNode", {
+        backendNodeId: node.backendDOMNodeId,
+      });
+
+      if (object && object.objectId) {
+        try {
+          // Get the tagName for the node
+          const { result } = await page.sendCDP<{
+            result: { type: string; value?: string };
+          }>("Runtime.callFunctionOn", {
+            objectId: object.objectId,
+            functionDeclaration: `
+              function() {
+                return this.tagName ? this.tagName.toLowerCase() : "";
+              }
+            `,
+            returnByValue: true,
+          });
+
+          // If we got a tagName, update the node's role
+          if (result?.value) {
+            node.role = result.value;
+          }
+        } catch (tagNameError) {
+          logger({
+            category: "observation",
+            message: `Could not fetch tagName for node ${node.backendDOMNodeId}`,
+            level: 2,
+            auxiliary: {
+              error: {
+                value: tagNameError.message,
+                type: "string",
+              },
+            },
+          });
+        }
+      }
+    } catch (resolveError) {
+      logger({
+        category: "observation",
+        message: `Could not resolve DOM node ID ${node.backendDOMNodeId}`,
+        level: 2,
+        auxiliary: {
+          error: {
+            value: resolveError.message,
+            type: "string",
+          },
+        },
+      });
     }
-    // Remove generic nodes with no children
-    return null;
   }
 
-  // For non-generic nodes, keep them if they have children after cleaning
+  // 6) Return the updated node.
+  //    If it has children, update them; otherwise keep it as-is.
   return cleanedChildren.length > 0
     ? { ...node, children: cleanedChildren }
     : node;
@@ -73,13 +149,23 @@ function cleanStructuralNodes(
  * @param nodes - Flat array of accessibility nodes from the CDP
  * @returns Object containing both the tree structure and a simplified string representation
  */
-export function buildHierarchicalTree(nodes: AccessibilityNode[]): TreeResult {
+export async function buildHierarchicalTree(
+  nodes: AccessibilityNode[],
+  page?: StagehandPage,
+  logger?: (logLine: LogLine) => void,
+): Promise<TreeResult> {
   // Map to store processed nodes for quick lookup
   const nodeMap = new Map<string, AccessibilityNode>();
 
   // First pass: Create nodes that are meaningful
   // We only keep nodes that either have a name or children to avoid cluttering the tree
   nodes.forEach((node) => {
+    // Skip node if its ID is negative (e.g., "-1000002014")
+    const nodeIdValue = parseInt(node.nodeId, 10);
+    if (nodeIdValue < 0) {
+      return;
+    }
+
     const hasChildren = node.childIds && node.childIds.length > 0;
     const hasValidName = node.name && node.name.trim() !== "";
     const isInteractive =
@@ -99,6 +185,10 @@ export function buildHierarchicalTree(nodes: AccessibilityNode[]): TreeResult {
       ...(hasValidName && { name: node.name }), // Only include name if it exists and isn't empty
       ...(node.description && { description: node.description }),
       ...(node.value && { value: node.value }),
+      ...(node.backendDOMNodeId !== undefined && {
+        backendDOMNodeId: node.backendDOMNodeId,
+      }),
+      ...(node.xpath && { xpath: node.xpath }),
     });
   });
 
@@ -119,13 +209,18 @@ export function buildHierarchicalTree(nodes: AccessibilityNode[]): TreeResult {
   });
 
   // Final pass: Build the root-level tree and clean up structural nodes
-  const finalTree = nodes
+  const rootNodes = nodes
     .filter((node) => !node.parentId && nodeMap.has(node.nodeId)) // Get root nodes
     .map((node) => nodeMap.get(node.nodeId))
-    .filter(Boolean)
-    .map((node) => cleanStructuralNodes(node))
     .filter(Boolean) as AccessibilityNode[];
 
+  const cleanedTreePromises = rootNodes.map((node) =>
+    cleanStructuralNodes(node, page, logger),
+  );
+  const finalTree = (await Promise.all(cleanedTreePromises)).filter(
+    Boolean,
+  ) as AccessibilityNode[];
+
   // Generate a simplified string representation of the tree
   const simplifiedFormat = finalTree
     .map((node) => formatSimplifiedTree(node))
@@ -137,29 +232,46 @@ export function buildHierarchicalTree(nodes: AccessibilityNode[]): TreeResult {
   };
 }
 
+/**
+ * Retrieves the full accessibility tree via CDP and transforms it into a hierarchical structure.
+ */
 export async function getAccessibilityTree(
   page: StagehandPage,
   logger: (logLine: LogLine) => void,
-) {
+): Promise<TreeResult> {
   await page.enableCDP("Accessibility");
 
   try {
+    // Fetch the full accessibility tree from Chrome DevTools Protocol
     const { nodes } = await page.sendCDP<{ nodes: AXNode[] }>(
       "Accessibility.getFullAXTree",
     );
+    const startTime = Date.now();
 
-    // Extract specific sources
-    const sources = nodes.map((node) => ({
-      role: node.role?.value,
-      name: node.name?.value,
-      description: node.description?.value,
-      value: node.value?.value,
-      nodeId: node.nodeId,
-      parentId: node.parentId,
-      childIds: node.childIds,
-    }));
     // Transform into hierarchical structure
-    const hierarchicalTree = buildHierarchicalTree(sources);
+    const hierarchicalTree = await buildHierarchicalTree(
+      nodes.map((node) => ({
+        role: node.role?.value,
+        name: node.name?.value,
+        description: node.description?.value,
+        value: node.value?.value,
+        nodeId: node.nodeId,
+        backendDOMNodeId: node.backendDOMNodeId,
+        parentId: node.parentId,
+        childIds: node.childIds,
+        xpath: node.xpath,
+      })),
+      page,
+      logger,
+    );
+
+    logger({
+      category: "observation",
+      message: `got accessibility tree in ${Date.now() - startTime}ms`,
+      level: 1,
+    });
+
+    // fs.writeFileSync("../hybrid_tree.txt", hierarchicalTree.simplified);
 
     return hierarchicalTree;
   } catch (error) {

lib/handlers/observeHandler.ts

@@ -108,6 +108,7 @@ export class StagehandObserveHandler {
       isUsingAccessibilityTree: useAccessibilityTree,
       returnAction,
     });
+
     const elementsWithSelectors = await Promise.all(
       observationResponse.elements.map(async (element) => {
         const { elementId, ...rest } = element;
@@ -137,7 +138,6 @@ export class StagehandObserveHandler {
               message: `Invalid object ID returned for element: ${elementId}`,
               level: 1,
             });
-            return null;
           }
 
           const xpath = await getXPathByResolvedObjectId(
@@ -151,7 +151,6 @@ export class StagehandObserveHandler {
               message: `Empty xpath returned for element: ${elementId}`,
               level: 1,
             });
-            return null;
           }
 
           return {

lib/prompt.ts

@@ -361,7 +361,7 @@ You will be given:
 1. a instruction of elements to observe
 2. ${
     isUsingAccessibilityTree
-      ? "a hierarchical accessibility tree showing the semantic structure of the page"
+      ? "a hierarchical accessibility tree showing the semantic structure of the page. The tree is a hybrid of the DOM and the accessibility tree."
       : "a numbered list of possible elements"
   }
 

types/context.ts

@@ -4,8 +4,10 @@ export interface AXNode {
   description?: { value: string };
   value?: { value: string };
   nodeId: string;
+  backendDOMNodeId?: number;
   parentId?: string;
   childIds?: string[];
+  xpath?: string;
 }
 
 export type AccessibilityNode = {
@@ -17,6 +19,8 @@ export type AccessibilityNode = {
   childIds?: string[];
   parentId?: string;
   nodeId?: string;
+  backendDOMNodeId?: number;
+  xpath?: string;
 };
 
 export interface TreeResult {