diff --git a/openviking/storage/local_fs.py b/openviking/storage/local_fs.py
index 483eac004..cd2dd8fdc 100644
--- a/openviking/storage/local_fs.py
+++ b/openviking/storage/local_fs.py
@@ -1,5 +1,6 @@
 # Copyright (c) 2026 Beijing Volcano Engine Technology Co., Ltd.
 # SPDX-License-Identifier: AGPL-3.0
+import asyncio
 import json
 import os
 import re
@@ -11,6 +12,7 @@
 from openviking.server.identity import RequestContext
 from openviking.storage.queuefs import EmbeddingQueue, get_queue_manager
 from openviking.storage.queuefs.embedding_msg_converter import EmbeddingMsgConverter
+from openviking.utils.embedding_utils import vectorize_directory_meta, vectorize_file
 from openviking_cli.exceptions import NotFoundError
 from openviking_cli.utils.logger import get_logger
 from openviking_cli.utils.uri import VikingURI
@@ -89,39 +91,52 @@ def get_viking_rel_path_from_zip(zip_path: str) -> str:
     return "/".join(new_parts)
 
 
-# TODO: Consider recursive vectorization
 async def _enqueue_direct_vectorization(viking_fs, uri: str, ctx: RequestContext) -> None:
-    queue_manager = get_queue_manager()
-    embedding_queue = cast(
-        EmbeddingQueue, queue_manager.get_queue(queue_manager.EMBEDDING, allow_create=True)
-    )
+    entries = await viking_fs.tree(uri, node_limit=100000, level_limit=1000, ctx=ctx)
+    dir_uris = {uri}
+    file_entries: list[tuple[str, str, str]] = []
+    for entry in entries:
+        entry_uri = entry.get("uri")
+        if not entry_uri:
+            continue
+        if entry.get("isDir"):
+            dir_uris.add(entry_uri)
+            continue
+        name = entry.get("name", "")
+        if name.startswith("."):
+            continue
+        parent_uri = VikingURI(entry_uri).parent.uri
+        file_entries.append((entry_uri, parent_uri, name))
+
+    async def index_dir(dir_uri: str) -> None:
+        abstract_uri = f"{dir_uri}/.abstract.md"
+        overview_uri = f"{dir_uri}/.overview.md"
+        abstract = ""
+        overview = ""
+        try:
+            if await viking_fs.exists(abstract_uri, ctx=ctx):
+                content = await viking_fs.read_file(abstract_uri, ctx=ctx)
+                abstract = content.decode("utf-8") if isinstance(content, bytes) else content
+            if await viking_fs.exists(overview_uri, ctx=ctx):
+                content = await viking_fs.read_file(overview_uri, ctx=ctx)
+                overview = content.decode("utf-8") if isinstance(content, bytes) else content
+        except Exception:
+            return
+        await vectorize_directory_meta(dir_uri, abstract, overview, ctx=ctx)
+
+    async def index_file(file_uri: str, parent_uri: str, name: str) -> None:
+        await vectorize_file(
+            file_path=file_uri, summary_dict={"name": name}, parent_uri=parent_uri, ctx=ctx
+        )
 
-    parent_uri = VikingURI(uri).parent.uri
-    abstract = await viking_fs.abstract(uri, ctx=ctx)
-    resource = Context(
-        uri=uri,
-        parent_uri=parent_uri,
-        is_leaf=False,
-        abstract=abstract,
-        level=0,
-        created_at=datetime.now(),
-        active_count=0,
-        related_uri=[],
-        user=ctx.user,
-        account_id=ctx.account_id,
-        owner_space=(
-            ctx.user.agent_space_name()
-            if uri.startswith("viking://agent/")
-            else ctx.user.user_space_name()
-            if uri.startswith("viking://user/") or uri.startswith("viking://session/")
-            else ""
-        ),
-        meta={"semantic_name": uri.split("/")[-1]},
+    await asyncio.gather(*(index_dir(dir_uri) for dir_uri in dir_uris))
+    await asyncio.gather(
+        *(
+            index_file(file_uri, parent_uri, file_name)
+            for file_uri, parent_uri, file_name in file_entries
+        )
     )
 
-    embedding_msg = EmbeddingMsgConverter.from_context(resource)
-    await embedding_queue.enqueue(embedding_msg)
-
 
 async def import_ovpack(
     viking_fs,