diff --git a/CHANGELOG.md b/CHANGELOG.md
index 09fbad95a..39718c6fc 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -17,6 +17,7 @@ and adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
 ### Fixes
 
+- JavaScript and TypeScript callbacks passed anonymously to AMD or CommonJS loaders now keep their inner functions and calls in the graph, without adding noisy anonymous function symbols. (#528)
 - Indexing a project that contains only config-style files (YAML, Twig, or `.properties`) no longer misleadingly reports "No files found to index" — these files are tracked at the file level and are now counted as indexed. Thanks @luojiyin1987 (#357).
 
 ## [0.9.7] - 2026-05-28
diff --git a/__tests__/extraction.test.ts b/__tests__/extraction.test.ts
index b497af6a9..7a8033db1 100644
--- a/__tests__/extraction.test.ts
+++ b/__tests__/extraction.test.ts
@@ -350,6 +350,51 @@ export const fetchData = async () => {
       isExported: true,
     });
   });
+
+  it('should traverse anonymous AMD and CommonJS callback bodies without anonymous nodes', () => {
+    const code = `
+define(['dep'], function(dep) {
+  function amdHandler() {
+    return dep.load();
+  }
+
+  const amdCallback = () => dep.ready();
+  register(amdHandler);
+});
+
+require(['legacy'], function(legacy) {
+  function commonHandler() {
+    return normalize(legacy.read());
+  }
+
+  var commonCallback = function() {
+    return legacy.ready();
+  };
+  boot(commonHandler);
+});
+`;
+    const result = extractFromSource('legacy-module.js', code);
+
+    const functionNames = result.nodes
+      .filter((n) => n.kind === 'function')
+      .map((n) => n.name);
+    expect(functionNames).toContain('amdHandler');
+    expect(functionNames).toContain('amdCallback');
+    expect(functionNames).toContain('commonHandler');
+    expect(functionNames).toContain('commonCallback');
+    expect(functionNames).not.toContain('<anonymous>');
+
+    const callNames = result.unresolvedReferences
+      .filter((r) => r.referenceKind === 'calls')
+      .map((r) => r.referenceName);
+    expect(callNames).toContain('register');
+    expect(callNames).toContain('boot');
+    expect(callNames).toContain('dep.load');
+    expect(callNames).toContain('dep.ready');
+    expect(callNames).toContain('normalize');
+    expect(callNames).toContain('legacy.read');
+    expect(callNames).toContain('legacy.ready');
+  });
 });
 
 describe('Type Alias Extraction', () => {
diff --git a/src/extraction/tree-sitter.ts b/src/extraction/tree-sitter.ts
index f576839fa..d22f4ba41 100644
--- a/src/extraction/tree-sitter.ts
+++ b/src/extraction/tree-sitter.ts
@@ -630,7 +630,14 @@ export class TreeSitterExtractor {
         }
       }
     }
-    if (name === '<anonymous>') return; // Skip anonymous functions
+    if (name === '<anonymous>') {
+      const body = this.extractor.resolveBody?.(node, this.extractor.bodyField)
+        ?? getChildByField(node, this.extractor.bodyField);
+      if (body) {
+        this.visitFunctionBody(body, '');
+      }
+      return; // Skip anonymous function nodes, but keep their body visible.
+    }
 
     // Check for misparse artifacts (e.g. C++ macros causing "namespace detail" functions)
     // Skip the node but still visit the body for calls and structural nodes
@@ -2020,19 +2027,12 @@ export class TreeSitterExtractor {
         }
       }
 
-      // Nested NAMED functions inside a body — function declarations and named
-      // function expressions like `.on('mount', function onmount(){})` — become
-      // their own nodes so the graph can link to them (callback handlers, local
-      // helpers). Anonymous arrows/expressions fall through to the default
-      // recursion below, keeping their inner calls attributed to the enclosing
-      // function: this bounds the new nodes to NAMED functions only (no explosion,
-      // no lost edges). extractFunction walks the nested body itself, so we return.
+      // Nested functions are handled by extractFunction. It creates nodes for
+      // named functions and variable-assigned callbacks, while true anonymous
+      // functions are skipped after their bodies remain visible to the walker.
       if (this.extractor!.functionTypes.includes(nodeType)) {
-        const nestedName = extractName(node, this.source, this.extractor!);
-        if (nestedName && nestedName !== '<anonymous>') {
-          this.extractFunction(node);
-          return;
-        }
+        this.extractFunction(node);
+        return;
       }
 
       // Extract structural nodes found inside function bodies.