diff --git a/graphiti_core/embedder/openai.py b/graphiti_core/embedder/openai.py
index a209dba..8436df6 100644
--- a/graphiti_core/embedder/openai.py
+++ b/graphiti_core/embedder/openai.py
@@ -42,7 +42,9 @@ def __init__(self, config: OpenAIEmbedderConfig | None = None):
         self.client = AsyncOpenAI(api_key=config.api_key, base_url=config.base_url)
 
     async def create(
-        self, input: str | List[str] | Iterable[int] | Iterable[Iterable[int]]
+        self, input_data: str | List[str] | Iterable[int] | Iterable[Iterable[int]]
     ) -> list[float]:
-        result = await self.client.embeddings.create(input=input, model=self.config.embedding_model)
+        result = await self.client.embeddings.create(
+            input=input_data, model=self.config.embedding_model
+        )
         return result.data[0].embedding[: self.config.embedding_dim]
diff --git a/graphiti_core/embedder/voyage.py b/graphiti_core/embedder/voyage.py
index f0fca30..3aa3363 100644
--- a/graphiti_core/embedder/voyage.py
+++ b/graphiti_core/embedder/voyage.py
@@ -41,7 +41,18 @@ def __init__(self, config: VoyageAIEmbedderConfig | None = None):
         self.client = voyageai.AsyncClient(api_key=config.api_key)
 
     async def create(
-        self, input: str | List[str] | Iterable[int] | Iterable[Iterable[int]]
+        self, input_data: str | List[str] | Iterable[int] | Iterable[Iterable[int]]
     ) -> list[float]:
-        result = await self.client.embed(input, model=self.config.embedding_model)
+        if isinstance(input_data, str):
+            input_list = [input_data]
+        elif isinstance(input_data, List):
+            input_list = [str(i) for i in input_data if i]
+        else:
+            input_list = [str(i) for i in input_data if i is not None]
+
+        input_list = [i for i in input_list if i]
+        if len(input_list) == 0:
+            return []
+
+        result = await self.client.embed(input_list, model=self.config.embedding_model)
         return result.embeddings[0][: self.config.embedding_dim]
diff --git a/graphiti_core/search/search.py b/graphiti_core/search/search.py
index 206ed5f..a79c235 100644
--- a/graphiti_core/search/search.py
+++ b/graphiti_core/search/search.py
@@ -45,6 +45,7 @@
     edge_similarity_search,
     episode_mentions_reranker,
     maximal_marginal_relevance,
+    node_bfs_search,
     node_distance_reranker,
     node_fulltext_search,
     node_similarity_search,
@@ -138,7 +139,7 @@ async def edge_search(
                 edge_similarity_search(
                     driver, query_vector, None, None, group_ids, 2 * limit, config.sim_min_score
                 ),
-                edge_bfs_search(driver, bfs_origin_node_uuids, config.bfs_max_depth),
+                edge_bfs_search(driver, bfs_origin_node_uuids, config.bfs_max_depth, 2 * limit),
             ]
         )
     )
@@ -160,7 +161,12 @@ async def edge_search(
             query_vector, search_result_uuids_and_vectors, config.mmr_lambda
         )
     elif config.reranker == EdgeReranker.cross_encoder:
-        fact_to_uuid_map = {edge.fact: edge.uuid for result in search_results for edge in result}
+        search_result_uuids = [[edge.uuid for edge in result] for result in search_results]
+
+        rrf_result_uuids = rrf(search_result_uuids)
+        rrf_edges = [edge_uuid_map[uuid] for uuid in rrf_result_uuids][:limit]
+
+        fact_to_uuid_map = {edge.fact: edge.uuid for edge in rrf_edges}
         reranked_facts = await cross_encoder.rank(query, list(fact_to_uuid_map.keys()))
         reranked_uuids = [fact_to_uuid_map[fact] for fact, _ in reranked_facts]
     elif config.reranker == EdgeReranker.node_distance:
@@ -212,6 +218,7 @@ async def node_search(
                 node_similarity_search(
                     driver, query_vector, group_ids, 2 * limit, config.sim_min_score
                 ),
+                node_bfs_search(driver, bfs_origin_node_uuids, config.bfs_max_depth, 2 * limit),
             ]
         )
     )
@@ -232,9 +239,12 @@ async def node_search(
             query_vector, search_result_uuids_and_vectors, config.mmr_lambda
         )
     elif config.reranker == NodeReranker.cross_encoder:
-        summary_to_uuid_map = {
-            node.summary: node.uuid for result in search_results for node in result
-        }
+        # use rrf as a preliminary reranker
+        rrf_result_uuids = rrf(search_result_uuids)
+        rrf_results = [node_uuid_map[uuid] for uuid in rrf_result_uuids][:limit]
+
+        summary_to_uuid_map = {node.summary: node.uuid for node in rrf_results}
+
         reranked_summaries = await cross_encoder.rank(query, list(summary_to_uuid_map.keys()))
         reranked_uuids = [summary_to_uuid_map[fact] for fact, _ in reranked_summaries]
     elif config.reranker == NodeReranker.episode_mentions:
diff --git a/graphiti_core/search/search_utils.py b/graphiti_core/search/search_utils.py
index dd963e0..64617e1 100644
--- a/graphiti_core/search/search_utils.py
+++ b/graphiti_core/search/search_utils.py
@@ -233,6 +233,7 @@ async def edge_bfs_search(
     driver: AsyncDriver,
     bfs_origin_node_uuids: list[str] | None,
     bfs_max_depth: int,
+    limit: int,
 ) -> list[EntityEdge]:
     # vector similarity search over embedded facts
     if bfs_origin_node_uuids is None:
@@ -256,12 +257,14 @@ async def edge_bfs_search(
                     r.expired_at AS expired_at,
                     r.valid_at AS valid_at,
                     r.invalid_at AS invalid_at
+                LIMIT $limit
         """)
 
     records, _, _ = await driver.execute_query(
         query,
         bfs_origin_node_uuids=bfs_origin_node_uuids,
         depth=bfs_max_depth,
+        limit=limit,
         database_=DEFAULT_DATABASE,
         routing_='r',
     )
@@ -348,6 +351,7 @@ async def node_bfs_search(
     driver: AsyncDriver,
     bfs_origin_node_uuids: list[str] | None,
     bfs_max_depth: int,
+    limit: int,
 ) -> list[EntityNode]:
     # vector similarity search over entity names
     if bfs_origin_node_uuids is None:
@@ -368,6 +372,7 @@ async def node_bfs_search(
             """,
         bfs_origin_node_uuids=bfs_origin_node_uuids,
         depth=bfs_max_depth,
+        limit=limit,
         database_=DEFAULT_DATABASE,
         routing_='r',
     )
@@ -690,4 +695,4 @@ def maximal_marginal_relevance(
 
     candidates_with_mmr.sort(reverse=True, key=lambda c: c[1])
 
-    return [candidate[0] for candidate in candidates_with_mmr]
+    return list(set([candidate[0] for candidate in candidates_with_mmr]))
diff --git a/poetry.lock b/poetry.lock
index 10fadcd..49288bd 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -13,102 +13,102 @@ files = [
 
 [[package]]
 name = "aiohttp"
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+version = "3.10.10"
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 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -186,13 +186,13 @@ vertex = ["google-auth (>=2,<3)"]
 
 [[package]]
 name = "anyio"
-version = "4.6.0"
+version = "4.6.2.post1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -203,7 +203,7 @@ typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
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 trio = ["trio (>=0.26.1)"]
 
 [[package]]
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 python-versions = ">=3.7.0"
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 [package.extras]
@@ -998,15 +1032,26 @@ http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "httpx-sse"
+version = "0.4.0"
+description = "Consume Server-Sent Event (SSE) messages with HTTPX."
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
 [[package]]
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+version = "0.26.2"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 [package.dependencies]
@@ -1019,16 +1064,16 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
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-inference = ["aiohttp", "minijinja (>=1.0)"]
-quality = ["mypy (==1.5.1)", "ruff (>=0.5.0)"]
+inference = ["aiohttp"]
+quality = ["libcst (==1.4.0)", "mypy (==1.5.1)", "ruff (>=0.5.0)"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
 tensorflow-testing = ["keras (<3.0)", "tensorflow"]
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@@ -1092,13 +1137,13 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
 
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+version = "8.29.0"
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 [package.dependencies]
@@ -1180,72 +1225,84 @@ i18n = ["Babel (>=2.7)"]
 
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 [[package]]
@@ -1326,13 +1383,13 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
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-version = "2023.12.1"
+version = "2024.10.1"
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 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -1601,43 +1658,60 @@ tiktoken = ">=0.7,<1"
 
 [[package]]
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+version = "0.2.39"
 description = "Building stateful, multi-actor applications with LLMs"
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 langgraph-checkpoint = ">=2.0.0,<3.0.0"
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 [[package]]
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 description = "Library with base interfaces for LangGraph checkpoint savers."
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 [package.dependencies]
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 msgpack = ">=1.1.0,<2.0.0"
 
+[[package]]
+name = "langgraph-sdk"
+version = "0.1.34"
+description = "SDK for interacting with LangGraph API"
+optional = false
+python-versions = "<4.0.0,>=3.9.0"
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 [package.extras]
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 install-types = ["pip"]
 mypyc = ["setuptools (>=50)"]
 reports = ["lxml"]
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+    {file = "yarl-1.16.0.tar.gz", hash = "sha256:b6f687ced5510a9a2474bbae96a4352e5ace5fa34dc44a217b0537fec1db00b4"},
 ]
 
 [package.dependencies]
 idna = ">=2.0"
 multidict = ">=4.0"
+propcache = ">=0.2.0"
 
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "42066e1789af188d0a10e11ff2d54eb83d6ea7628d4069cfd58ff6529c9aa03f"
+content-hash = "70036a9c24809cc4ef64fcb9381f418dd304c98a308ec6506826fbfead43987e"
diff --git a/pyproject.toml b/pyproject.toml
index d2458b2..c0c5564 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "graphiti-core"
-version = "0.3.17"
+version = "0.3.18"
 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 = "^1.50.2"
+openai = "^1.52.2"
 tenacity = "<9.0.0"
 numpy = ">=1.0.0"
 
@@ -26,7 +26,7 @@ pytest = "^8.3.3"
 python-dotenv = "^1.0.1"
 pytest-asyncio = "^0.24.0"
 pytest-xdist = "^3.6.1"
-ruff = "^0.6.9"
+ruff = "^0.7.1"
 
 [tool.poetry.group.dev.dependencies]
 pydantic = "^2.8.2"