diff --git a/libs/langchain/langchain/graphs/__init__.py b/libs/langchain/langchain/graphs/__init__.py
index 2e1f418ad6a..265bb5c8d51 100644
--- a/libs/langchain/langchain/graphs/__init__.py
+++ b/libs/langchain/langchain/graphs/__init__.py
@@ -1,13 +1,45 @@
 """**Graphs** provide a natural language interface to graph databases."""
-from typing import Any
+from typing import TYPE_CHECKING, Any
 
 from langchain._api import create_importer
 
-importer = create_importer(__package__, fallback_module="langchain_community.graphs")
+if TYPE_CHECKING:
+    from langchain_community.graphs import (
+        ArangoGraph,
+        FalkorDBGraph,
+        HugeGraph,
+        KuzuGraph,
+        MemgraphGraph,
+        NebulaGraph,
+        Neo4jGraph,
+        NeptuneGraph,
+        NetworkxEntityGraph,
+        RdfGraph,
+    )
+
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "MemgraphGraph": "langchain_community.graphs",
+    "NetworkxEntityGraph": "langchain_community.graphs",
+    "Neo4jGraph": "langchain_community.graphs",
+    "NebulaGraph": "langchain_community.graphs",
+    "NeptuneGraph": "langchain_community.graphs",
+    "KuzuGraph": "langchain_community.graphs",
+    "HugeGraph": "langchain_community.graphs",
+    "RdfGraph": "langchain_community.graphs",
+    "ArangoGraph": "langchain_community.graphs",
+    "FalkorDBGraph": "langchain_community.graphs",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
 
 
 def __getattr__(name: str) -> Any:
-    return importer(name)
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
 
 
 __all__ = [
diff --git a/libs/langchain/langchain/graphs/arangodb_graph.py b/libs/langchain/langchain/graphs/arangodb_graph.py
index 9ef5f7e7bae..bbfbf1ab11f 100644
--- a/libs/langchain/langchain/graphs/arangodb_graph.py
+++ b/libs/langchain/langchain/graphs/arangodb_graph.py
@@ -1,4 +1,26 @@
-from langchain_community.graphs.arangodb_graph import ArangoGraph, get_arangodb_client
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.graphs import ArangoGraph
+    from langchain_community.graphs.arangodb_graph import get_arangodb_client
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "ArangoGraph": "langchain_community.graphs",
+    "get_arangodb_client": "langchain_community.graphs.arangodb_graph",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "ArangoGraph",
diff --git a/libs/langchain/langchain/graphs/falkordb_graph.py b/libs/langchain/langchain/graphs/falkordb_graph.py
index 61318eb3921..2f8edf58ab5 100644
--- a/libs/langchain/langchain/graphs/falkordb_graph.py
+++ b/libs/langchain/langchain/graphs/falkordb_graph.py
@@ -1,6 +1,22 @@
-from langchain_community.graphs.falkordb_graph import (
-    FalkorDBGraph,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.graphs import FalkorDBGraph
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"FalkorDBGraph": "langchain_community.graphs"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "FalkorDBGraph",
diff --git a/libs/langchain/langchain/graphs/graph_document.py b/libs/langchain/langchain/graphs/graph_document.py
index 3704b1b7d1a..6848bca961c 100644
--- a/libs/langchain/langchain/graphs/graph_document.py
+++ b/libs/langchain/langchain/graphs/graph_document.py
@@ -1,3 +1,33 @@
-from langchain_community.graphs.graph_document import GraphDocument, Node, Relationship
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Node", "Relationship", "GraphDocument"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.graphs.graph_document import (
+        GraphDocument,
+        Node,
+        Relationship,
+    )
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "Node": "langchain_community.graphs.graph_document",
+    "Relationship": "langchain_community.graphs.graph_document",
+    "GraphDocument": "langchain_community.graphs.graph_document",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Node",
+    "Relationship",
+    "GraphDocument",
+]
diff --git a/libs/langchain/langchain/graphs/graph_store.py b/libs/langchain/langchain/graphs/graph_store.py
index 78b1074362e..8587d5771c1 100644
--- a/libs/langchain/langchain/graphs/graph_store.py
+++ b/libs/langchain/langchain/graphs/graph_store.py
@@ -1,3 +1,23 @@
-from langchain_community.graphs.graph_store import GraphStore
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["GraphStore"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.graphs.graph_store import GraphStore
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"GraphStore": "langchain_community.graphs.graph_store"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "GraphStore",
+]
diff --git a/libs/langchain/langchain/graphs/hugegraph.py b/libs/langchain/langchain/graphs/hugegraph.py
index d50ccbbde4c..04435454ce1 100644
--- a/libs/langchain/langchain/graphs/hugegraph.py
+++ b/libs/langchain/langchain/graphs/hugegraph.py
@@ -1,3 +1,23 @@
-from langchain_community.graphs.hugegraph import HugeGraph
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["HugeGraph"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.graphs import HugeGraph
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"HugeGraph": "langchain_community.graphs"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "HugeGraph",
+]
diff --git a/libs/langchain/langchain/graphs/kuzu_graph.py b/libs/langchain/langchain/graphs/kuzu_graph.py
index 1c6c06b0b79..f0c142cebf5 100644
--- a/libs/langchain/langchain/graphs/kuzu_graph.py
+++ b/libs/langchain/langchain/graphs/kuzu_graph.py
@@ -1,3 +1,23 @@
-from langchain_community.graphs.kuzu_graph import KuzuGraph
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["KuzuGraph"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.graphs import KuzuGraph
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"KuzuGraph": "langchain_community.graphs"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "KuzuGraph",
+]
diff --git a/libs/langchain/langchain/graphs/memgraph_graph.py b/libs/langchain/langchain/graphs/memgraph_graph.py
index 568d88e7f34..64962e69571 100644
--- a/libs/langchain/langchain/graphs/memgraph_graph.py
+++ b/libs/langchain/langchain/graphs/memgraph_graph.py
@@ -1,5 +1,23 @@
-from langchain_community.graphs.memgraph_graph import (
-    MemgraphGraph,
-)
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["MemgraphGraph"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.graphs import MemgraphGraph
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"MemgraphGraph": "langchain_community.graphs"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "MemgraphGraph",
+]
diff --git a/libs/langchain/langchain/graphs/nebula_graph.py b/libs/langchain/langchain/graphs/nebula_graph.py
index a5cae8edf47..7df6a2664cf 100644
--- a/libs/langchain/langchain/graphs/nebula_graph.py
+++ b/libs/langchain/langchain/graphs/nebula_graph.py
@@ -1,3 +1,23 @@
-from langchain_community.graphs.nebula_graph import NebulaGraph
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["NebulaGraph"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.graphs import NebulaGraph
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"NebulaGraph": "langchain_community.graphs"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "NebulaGraph",
+]
diff --git a/libs/langchain/langchain/graphs/neo4j_graph.py b/libs/langchain/langchain/graphs/neo4j_graph.py
index 8bdce3ba666..abdff5b9f56 100644
--- a/libs/langchain/langchain/graphs/neo4j_graph.py
+++ b/libs/langchain/langchain/graphs/neo4j_graph.py
@@ -1,5 +1,23 @@
-from langchain_community.graphs.neo4j_graph import (
-    Neo4jGraph,
-)
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Neo4jGraph"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.graphs import Neo4jGraph
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Neo4jGraph": "langchain_community.graphs"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Neo4jGraph",
+]
diff --git a/libs/langchain/langchain/graphs/neptune_graph.py b/libs/langchain/langchain/graphs/neptune_graph.py
index bc7c4847d86..33989759186 100644
--- a/libs/langchain/langchain/graphs/neptune_graph.py
+++ b/libs/langchain/langchain/graphs/neptune_graph.py
@@ -1,3 +1,23 @@
-from langchain_community.graphs.neptune_graph import NeptuneGraph
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["NeptuneGraph"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.graphs import NeptuneGraph
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"NeptuneGraph": "langchain_community.graphs"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "NeptuneGraph",
+]
diff --git a/libs/langchain/langchain/graphs/networkx_graph.py b/libs/langchain/langchain/graphs/networkx_graph.py
index 3795a82799b..1b360f15b85 100644
--- a/libs/langchain/langchain/graphs/networkx_graph.py
+++ b/libs/langchain/langchain/graphs/networkx_graph.py
@@ -1,13 +1,34 @@
-from langchain_community.graphs.networkx_graph import (
-    KG_TRIPLE_DELIMITER,
-    KnowledgeTriple,
-    NetworkxEntityGraph,
-    get_entities,
-    parse_triples,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.graphs import NetworkxEntityGraph
+    from langchain_community.graphs.networkx_graph import (
+        KnowledgeTriple,
+        get_entities,
+        parse_triples,
+    )
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "KnowledgeTriple": "langchain_community.graphs.networkx_graph",
+    "parse_triples": "langchain_community.graphs.networkx_graph",
+    "get_entities": "langchain_community.graphs.networkx_graph",
+    "NetworkxEntityGraph": "langchain_community.graphs",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
-    "KG_TRIPLE_DELIMITER",
     "KnowledgeTriple",
     "parse_triples",
     "get_entities",
diff --git a/libs/langchain/langchain/graphs/rdf_graph.py b/libs/langchain/langchain/graphs/rdf_graph.py
index b08ed2264f0..7f85ffb8c33 100644
--- a/libs/langchain/langchain/graphs/rdf_graph.py
+++ b/libs/langchain/langchain/graphs/rdf_graph.py
@@ -1,6 +1,22 @@
-from langchain_community.graphs.rdf_graph import (
-    RdfGraph,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.graphs import RdfGraph
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"RdfGraph": "langchain_community.graphs"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "RdfGraph",