diff --git a/docs/_scripts/link_map.py b/docs/_scripts/link_map.py
index 4d474b7a8..646760c2a 100644
--- a/docs/_scripts/link_map.py
+++ b/docs/_scripts/link_map.py
@@ -3,22 +3,136 @@
 This module provides link mappings for different language/framework scopes
 to resolve @[link_name] references to actual URLs.
 """
+
+# Python-specific link mappings
 # Python-specific link mappings
 PYTHON_LINK_MAP = {
-    "StateGraph": "https://langchain-ai.github.io/langgraph/reference/graphs/#langgraph.graph.StateGraph",
-    "interrupt": "https://langchain-ai.github.io/langgraph/reference/graphs/#langgraph.graph.interrupt",
-    "create_react_agent": "https://langchain-ai.github.io/langgraph/reference/prebuilt/#langgraph.prebuilt.create_react_agent",
-    "Command": "https://langchain-ai.github.io/langgraph/reference/types/#langgraph.types.Command",
+    "StateGraph": "reference/graphs/#langgraph.graph.StateGraph",
+    "add_conditional_edges": "reference/graphs/#langgraph.graph.StateGraph.add_conditional_edges",
+    "add_edge": "reference/graphs/#langgraph.graph.StateGraph.add_edge",
+    "add_node": "reference/graphs/#langgraph.graph.StateGraph.add_node",
+    "add_messages": "reference/messages/#langgraph.graph.message.add_messages",
+    "ToolNode": "reference/prebuilt/#langgraph.prebuilt.tool_node.ToolNode",
+    "CompiledStateGraph.astream": "reference/graphs/#langgraph.graph.state.CompiledStateGraph.astream",
+    "Pregel.astream": "reference/graphs/#langgraph.pregel.Pregel.astream",
+    "AsyncPostgresSaver": "reference/checkpoints/#langgraph.checkpoint.postgres.aio.AsyncPostgresSaver",
+    "AsyncSqliteSaver": "reference/checkpoints/#langgraph.checkpoint.sqlite.aio.AsyncSqliteSaver",
+    "BaseCheckpointSaver": "reference/checkpoints/#langgraph.checkpoint.base.BaseCheckpointSaver",
+    "BaseStore": "reference/stores/#langgraph.store.base.BaseStore",
+    "BaseStore.put": "reference/stores/#langgraph.store.base.BaseStore.put",
+    "BinaryOperatorAggregate": "reference/channels/#langgraph.channels.BinaryOperatorAggregate",
+    "CipherProtocol": "reference/checkpoints/#langgraph.checkpoint.serde.base.CipherProtocol",
+    "client.runs.stream": "reference/client/#langgraph_sdk.client.RunsClient.stream",
+    "client.runs.wait": "reference/client/#langgraph_sdk.client.RunsClient.wait",
+    "client.threads.get_history": "reference/client/#langgraph_sdk.client.ThreadsClient.get_history",
+    "client.threads.update_state": "reference/client/#langgraph_sdk.client.ThreadsClient.update_state",
+    "Command": "reference/types/#langgraph.types.Command",
+    "CompiledStateGraph": "reference/graphs/#langgraph.graph.state.CompiledStateGraph",
+    "create_react_agent": "reference/prebuilt/#langgraph.prebuilt.chat_agent_executor.create_react_agent",
+    "create_supervisor": "reference/supervisor/#langgraph_supervisor.supervisor.create_supervisor",
+    "EncryptedSerializer": "reference/checkpoints/#langgraph.checkpoint.serde.encrypted.EncryptedSerializer",
+    "entrypoint.final": "reference/functions/#langgraph.func.entrypoint.final",
+    "entrypoint": "reference/functions/#langgraph.func.entrypoint",
+    "from_pycryptodome_aes": "reference/checkpoints/#langgraph.checkpoint.serde.encrypted.EncryptedSerializer.from_pycryptodome_aes",
+    # "getContextVariable": "<insert-ref>",
+    "get_state_history": "reference/graphs/#langgraph.graph.state.CompiledStateGraph.get_state_history",
+    "get_stream_writer": "reference/config/#langgraph.config.get_stream_writer",
+    "HumanInterrupt": "reference/prebuilt/#langgraph.prebuilt.interrupt.HumanInterrupt",
+    "InjectedState": "reference/prebuilt/#langgraph.prebuilt.InjectedState",
+    "InMemorySaver": "reference/checkpoints/#langgraph.checkpoint.memory.InMemorySaver",
+    "interrupt": "reference/graphs/#langgraph.graph.interrupt",
+    "CompiledStateGraph.invoke": "reference/graphs/#langgraph.graph.state.CompiledStateGraph.invoke",
+    "JsonPlusSerializer": "reference/checkpoints/#langgraph.checkpoint.serde.jsonplus.JsonPlusSerializer",
+    "langgraph.json": "reference/configuration/#configuration-file",
+    "LastValue": "reference/channels/#langgraph.channels.LastValue",
+    # "MemorySaver": "<insert-ref>",
+    # "messagesStateReducer": "<insert-ref>",
+    "PostgresSaver": "reference/checkpoints/#langgraph.checkpoint.postgres.PostgresSaver",
+    "Pregel": "reference/graphs/#langgraph.pregel.Pregel",
+    "Pregel.stream": "reference/graphs/#langgraph.pregel.Pregel.stream",
+    "pre_model_hook": "reference/prebuilt/#langgraph.prebuilt.chat_agent_executor.create_react_agent",
+    "protocol": "reference/checkpoints/#langgraph.checkpoint.serde.base.SerializerProtocol",
+    "Send": "reference/types/#langgraph.types.Send",
+    "SerializerProtocol": "reference/checkpoints/#langgraph.checkpoint.serde.base.SerializerProtocol",
+    "SqliteSaver": "reference/checkpoints/#langgraph.checkpoint.sqlite.SqliteSaver",
+    "START": "reference/constants/#langgraph.constants.START",
+    "CompiledStateGraph.stream": "reference/graphs/#langgraph.graph.state.CompiledStateGraph.stream",
+    "task": "reference/functions/#langgraph.func.task",
+    "Topic": "reference/channels/#langgraph.channels.Topic",
+    "update_state": "reference/graphs/#langgraph.graph.state.CompiledStateGraph.update_state",
 }
 
+
 # JavaScript-specific link mappings
 JS_LINK_MAP = {
-    "StateGraph": "https://langchain-ai.github.io/langgraphjs/reference/classes/langgraph.StateGraph.html",
-    "interrupt": "https://langchain-ai.github.io/langgraphjs/reference/functions/langgraph.interrupt-2.html",
-    "create_react_agent": "https://langchain-ai.github.io/langgraphjs/reference/functions/langgraph_prebuilt.createReactAgent.html",
-    "Command": "https://langchain-ai.github.io/langgraphjs/reference/classes/langgraph.Command.html",
+    "StateGraph": "reference/classes/langgraph.StateGraph.html",
+    "add_conditional_edges": "reference/functions/langgraph_StateGraph.addConditionalEdges.html",
+    "add_edge": "reference/functions/langgraph_StateGraph.addEdge.html",
+    "add_node": "reference/functions/langgraph_StateGraph.addNode.html",
+    "add_messages": "reference/functions/langgraph_message.addMessages.html",
+    "ToolNode": "reference/classes/langgraph_prebuilt.ToolNode.html",
+    "CompiledStateGraph.astream()": "reference/functions/langgraph_CompiledStateGraph.astream.html",
+    "Pregel.astream": "reference/functions/langgraph_Pregel.astream.html",
+    "AsyncPostgresSaver": "reference/classes/langgraph_checkpoint_postgres_aio.AsyncPostgresSaver.html",
+    "AsyncSqliteSaver": "reference/classes/langgraph_checkpoint_sqlite_aio.AsyncSqliteSaver.html",
+    "BaseCheckpointSaver": "reference/classes/langgraph_checkpoint_base.BaseCheckpointSaver.html",
+    "BaseStore": "reference/classes/langgraph_store_base.BaseStore.html",
+    "BaseStore.put": "reference/functions/langgraph_store_base.BaseStore.put.html",
+    "BinaryOperatorAggregate": "reference/classes/langgraph_channels.BinaryOperatorAggregate.html",
+    "CipherProtocol": "reference/classes/langgraph_checkpoint_serde_base.CipherProtocol.html",
+    "client.runs.stream": "reference/functions/langgraph_sdk_client.RunsClient.stream.html",
+    "client.runs.wait": "reference/functions/langgraph_sdk_client.RunsClient.wait.html",
+    "client.threads.get_history": "reference/functions/langgraph_sdk_client.ThreadsClient.getHistory.html",
+    "client.threads.update_state": "reference/functions/langgraph_sdk_client.ThreadsClient.updateState.html",
+    "Command": "reference/classes/langgraph.Command.html",
+    "CompiledStateGraph": "reference/classes/langgraph.CompiledStateGraph.html",
+    "create_react_agent": "reference/functions/langgraph_prebuilt.createReactAgent.html",
+    "create_supervisor": "reference/functions/langgraph_supervisor.createSupervisor.html",
+    "EncryptedSerializer": "reference/classes/langgraph_checkpoint_serde_encrypted.EncryptedSerializer.html",
+    "entrypoint.final": "reference/functions/langgraph_func.entrypoint.final.html",
+    "entrypoint": "reference/functions/langgraph_func.entrypoint.html",
+    "from_pycryptodome_aes": "reference/functions/langgraph_checkpoint_serde_encrypted.EncryptedSerializer.fromPycryptodomeAes.html",
+    # "getContextVariable": "<insert-ref>",
+    "get_state_history": "reference/functions/langgraph_CompiledStateGraph.getStateHistory.html",
+    "get_stream_writer": "reference/functions/langgraph_config.getStreamWriter.html",
+    "HumanInterrupt": "reference/classes/langgraph_prebuilt.HumanInterrupt.html",
+    "InjectedState": "reference/classes/langgraph_prebuilt.InjectedState.html",
+    "InMemorySaver": "reference/classes/langgraph_checkpoint_memory.InMemorySaver.html",
+    "interrupt": "reference/functions/langgraph.interrupt-2.html",
+    "CompiledStateGraph.invoke": "reference/functions/langgraph_CompiledStateGraph.invoke.html",
+    "JsonPlusSerializer": "reference/classes/langgraph_checkpoint_serde_jsonplus.JsonPlusSerializer.html",
+    "langgraph.json": "reference/configuration.html",
+    "LastValue": "reference/classes/langgraph_channels.LastValue.html",
+    # "MemorySaver": "<insert-ref>",
+    # "messagesStateReducer": "<insert-ref>",
+    "PostgresSaver": "reference/classes/langgraph_checkpoint_postgres.PostgresSaver.html",
+    "Pregel": "reference/classes/langgraph.Pregel.html",
+    "Pregel.stream": "reference/functions/langgraph_Pregel.stream.html",
+    "pre_model_hook": "reference/functions/langgraph_prebuilt.createReactAgent.html",
+    "protocol": "reference/classes/langgraph_checkpoint_serde_base.SerializerProtocol.html",
+    "Send": "reference/classes/langgraph.Send.html",
+    "SerializerProtocol": "reference/classes/langgraph_checkpoint_serde_base.SerializerProtocol.html",
+    "SqliteSaver": "reference/classes/langgraph_checkpoint_sqlite.SqliteSaver.html",
+    "START": "reference/constants.html#START",
+    "CompiledStateGraph.stream": "reference/functions/langgraph_CompiledStateGraph.stream.html",
+    "task": "reference/functions/langgraph_func.task.html",
+    "Topic": "reference/classes/langgraph_channels.Topic.html",
+    "update_state": "reference/functions/langgraph_CompiledStateGraph.updateState.html",
 }
 
+# TODO: Allow updating these to localhost for local development
+PY_REFERENCE_HOST = "https://langchain-ai.github.io/langgraph/"
+JS_REFERENCE_HOST = "https://langchain-ai.github.io/langgraphjs/"
+
+for key, value in PYTHON_LINK_MAP.items():
+    # Ensure the link is absolute
+    if not value.startswith("http"):
+        PYTHON_LINK_MAP[key] = f"{PY_REFERENCE_HOST}{value}"
+
+for key, value in JS_LINK_MAP.items():
+    # Ensure the link is absolute
+    if not value.startswith("http"):
+        JS_LINK_MAP[key] = f"{JS_REFERENCE_HOST}{value}"
 
 # Global scope is assembled from the Python and JS mappings
 # Combined mapping by scope