diff --git a/graphiti_core/search/search.py b/graphiti_core/search/search.py
index 47c3abb6..3b294ca7 100644
--- a/graphiti_core/search/search.py
+++ b/graphiti_core/search/search.py
@@ -66,6 +66,12 @@ async def search(
     bfs_origin_node_uuids: list[str] | None = None,
 ) -> SearchResults:
     start = time()
+    if query.strip() == '':
+        return SearchResults(
+            edges=[],
+            nodes=[],
+            communities=[],
+        )
     query_vector = await embedder.create(input_data=[query.replace('\n', ' ')])
 
     # if group_ids is empty, set it to None
diff --git a/poetry.lock b/poetry.lock
index 49288bda..7c6e33a7 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -392,21 +392,20 @@ lxml = ["lxml"]
 
 [[package]]
 name = "bleach"
-version = "6.1.0"
+version = "6.2.0"
 description = "An easy safelist-based HTML-sanitizing tool."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "bleach-6.1.0-py3-none-any.whl", hash = "sha256:3225f354cfc436b9789c66c4ee030194bee0568fbf9cbdad3bc8b5c26c5f12b6"},
-    {file = "bleach-6.1.0.tar.gz", hash = "sha256:0a31f1837963c41d46bbf1331b8778e1308ea0791db03cc4e7357b97cf42a8fe"},
+    {file = "bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e"},
+    {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"},
 ]
 
 [package.dependencies]
-six = ">=1.9.0"
 webencodings = "*"
 
 [package.extras]
-css = ["tinycss2 (>=1.1.0,<1.3)"]
+css = ["tinycss2 (>=1.1.0,<1.5)"]
 
 [[package]]
 name = "certifi"
@@ -1225,84 +1224,84 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "jiter"
-version = "0.6.1"
+version = "0.7.0"
 description = "Fast iterable JSON parser."
 optional = false
 python-versions = ">=3.8"
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 [[package]]
@@ -1533,13 +1532,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.2.5"
+version = "4.3.0"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1559,9 +1558,9 @@ tornado = ">=6.2.0"
 traitlets = "*"
 
 [package.extras]
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+dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.6.9)"]
+docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<8.1.0)", "sphinx-copybutton"]
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 upgrade-extension = ["copier (>=9,<10)", "jinja2-time (<0.3)", "pydantic (<3.0)", "pyyaml-include (<3.0)", "tomli-w (<2.0)"]
 
@@ -1619,13 +1618,13 @@ langchain-core = ">=0.2.26,<0.3.0"
 
 [[package]]
 name = "langchain-core"
-version = "0.2.41"
+version = "0.2.43"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
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 ]
 
 [package.dependencies]
@@ -1658,17 +1657,17 @@ tiktoken = ">=0.7,<1"
 
 [[package]]
 name = "langgraph"
-version = "0.2.39"
+version = "0.2.44"
 description = "Building stateful, multi-actor applications with LLMs"
 optional = false
 python-versions = "<4.0,>=3.9.0"
 files = [
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 ]
 
 [package.dependencies]
-langchain-core = ">=0.2.39,<0.4"
+langchain-core = ">=0.2.43,<0.3.0 || >0.3.0,<0.3.1 || >0.3.1,<0.3.2 || >0.3.2,<0.3.3 || >0.3.3,<0.3.4 || >0.3.4,<0.3.5 || >0.3.5,<0.3.6 || >0.3.6,<0.3.7 || >0.3.7,<0.3.8 || >0.3.8,<0.3.9 || >0.3.9,<0.3.10 || >0.3.10,<0.3.11 || >0.3.11,<0.3.12 || >0.3.12,<0.3.13 || >0.3.13,<0.3.14 || >0.3.14,<0.4.0"
 langgraph-checkpoint = ">=2.0.0,<3.0.0"
 langgraph-sdk = ">=0.1.32,<0.2.0"
 
@@ -1689,13 +1688,13 @@ msgpack = ">=1.1.0,<2.0.0"
 
 [[package]]
 name = "langgraph-sdk"
-version = "0.1.34"
+version = "0.1.35"
 description = "SDK for interacting with LangGraph API"
 optional = false
 python-versions = "<4.0.0,>=3.9.0"
 files = [
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 [[package]]
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 [package.dependencies]
@@ -4420,13 +4421,13 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
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 [package.dependencies]
@@ -4635,93 +4636,93 @@ test = ["websockets"]
 
 [[package]]
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 ]
 
 [package.dependencies]
@@ -4732,4 +4733,4 @@ propcache = ">=0.2.0"
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "70036a9c24809cc4ef64fcb9381f418dd304c98a308ec6506826fbfead43987e"
+content-hash = "d7e8de7d3c48af4f4607679ed550b77483a9c50e1ffbb0f7d503207298d8fbe7"
diff --git a/pyproject.toml b/pyproject.toml
index a48a3afc..bf7582cf 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "graphiti-core"
-version = "0.3.20"
+version = "0.3.21"
 description = "A temporal graph building library"
 authors = [
     "Paul Paliychuk <paul@getzep.com>",
@@ -17,7 +17,7 @@ python = "^3.10"
 pydantic = "^2.8.2"
 neo4j = "^5.23.0"
 diskcache = "^5.6.3"
-openai = "^1.52.2"
+openai = "^1.53.0"
 tenacity = "<9.0.0"
 numpy = ">=1.0.0"