diff --git a/dify-agent/src/dify_agent/agent_stub/cli/_drive.py b/dify-agent/src/dify_agent/agent_stub/cli/_drive.py
index c988eae1e6a..69c9d5455bd 100644
--- a/dify-agent/src/dify_agent/agent_stub/cli/_drive.py
+++ b/dify-agent/src/dify_agent/agent_stub/cli/_drive.py
@@ -113,8 +113,8 @@ def pull_drive_from_environment(
             When omitted, the historical Agent Stub drive base is used.
 
     Returns:
-        A structured JSON-ready result with downloaded drive keys and their
-        written local paths.
+        A structured JSON-ready result with requested drive targets/prefixes
+        that matched at least one manifest item and their local paths.
 
     Observable behavior:
         Requests a manifest with ``include_download_url=True``, requires every
@@ -129,8 +129,9 @@ def pull_drive_from_environment(
         archive validates successfully. Successfully extracted skill archives
         are deleted from disk.
 
-        Extracted files are materialized on disk but are not added to the
-        returned item list.
+        Downloaded files and extracted files are materialized on disk but are
+        not enumerated in the returned item list; prefix pulls return the local
+        path corresponding to the requested prefix.
 
     Raises:
         AgentStubValidationError: if a manifest item omits ``download_url``, a
@@ -157,6 +158,17 @@ def pull_drive_from_environment(
         responses = list(executor.map(_fetch_manifest, manifest_targets))
     downloads: list[DriveDownloadPayload] = []
     resolved_base_path = Path(local_base or DEFAULT_AGENT_STUB_DRIVE_BASE).expanduser().resolve()
+    result_items: list[DrivePullResult.Item] = []
+    seen_result_targets: set[str] = set()
+    for target, response in zip(manifest_targets, responses, strict=True):
+        if not response.items or target in seen_result_targets:
+            continue
+        seen_result_targets.add(target)
+        try:
+            local_path = resolve_drive_destination(resolved_base_path, target)
+        except DriveMaterializationValidationError as exc:
+            raise AgentStubValidationError(str(exc)) from exc
+        result_items.append(DrivePullResult.Item(key=target, local_path=str(local_path)))
     deduplicated_items = {item.key: item for response in responses for item in response.items}
     for item in [deduplicated_items[key] for key in sorted(deduplicated_items)]:
         download_url = item.download_url
@@ -170,7 +182,7 @@ def pull_drive_from_environment(
         downloads.append(DriveDownloadPayload(key=item.key, payload=payload, size=item.size))
 
     try:
-        written_paths = materialize_drive_downloads(
+        _ = materialize_drive_downloads(
             base_path=resolved_base_path,
             downloads=downloads,
         )
@@ -179,12 +191,7 @@ def pull_drive_from_environment(
     except DriveMaterializationTransferError as exc:
         raise AgentStubTransferError(str(exc)) from exc
 
-    return DrivePullResult(
-        items=[
-            DrivePullResult.Item(key=download.key, local_path=str(path))
-            for download, path in zip(downloads, written_paths, strict=True)
-        ]
-    )
+    return DrivePullResult(items=result_items)
 
 
 def push_drive_from_environment(
diff --git a/dify-agent/tests/local/dify_agent/agent_stub/cli/test_drive.py b/dify-agent/tests/local/dify_agent/agent_stub/cli/test_drive.py
index eef9c0b001f..23ff4216fb8 100644
--- a/dify-agent/tests/local/dify_agent/agent_stub/cli/test_drive.py
+++ b/dify-agent/tests/local/dify_agent/agent_stub/cli/test_drive.py
@@ -133,9 +133,9 @@ def test_pull_drive_from_environment_writes_files_under_drive_base(
     result = pull_drive_from_environment(targets=["skills/"], local_base=str(tmp_path))
 
     assert result.model_dump() == {
-        "items": [{"key": "skills/example/SKILL.md", "local_path": str(tmp_path / "skills" / "example" / "SKILL.md")}]
+        "items": [{"key": "skills/", "local_path": str(tmp_path / "skills")}]
     }
-    assert Path(result.items[0].local_path).read_bytes() == b"hello world"
+    assert (tmp_path / "skills" / "example" / "SKILL.md").read_bytes() == b"hello world"
     assert captured["prefix"] == "skills/"
     assert captured["include_download_url"] is True
 
@@ -177,7 +177,7 @@ def test_pull_drive_from_environment_auto_extracts_skill_archive(
 
     archive_path = tmp_path / "skills" / "foo" / ".DIFY-SKILL-FULL.zip"
     assert result.model_dump() == {
-        "items": [{"key": "skills/foo/.DIFY-SKILL-FULL.zip", "local_path": str(archive_path)}]
+        "items": [{"key": "skills/foo", "local_path": str(tmp_path / "skills" / "foo")}]
     }
     assert not archive_path.exists()
     assert (tmp_path / "skills" / "foo" / "SKILL.md").read_text(encoding="utf-8") == "# Example\n"
@@ -475,7 +475,7 @@ def test_pull_drive_from_environment_requests_multiple_targets_and_deduplicates_
     assert len(captured_prefixes) == 2
     assert {(item.key, item.local_path) for item in result.items} == {
         ("files/a.txt", str(tmp_path / "files" / "a.txt")),
-        ("skills/foo/SKILL.md", str(tmp_path / "skills" / "foo" / "SKILL.md")),
+        ("skills/foo", str(tmp_path / "skills" / "foo")),
     }
     assert set(downloaded_urls) == {"https://files.example.com/a-txt", "https://files.example.com/skill-md"}
     assert len(downloaded_urls) == 2