diff --git a/docs/docs/integrations/vectorstores/coherence.ipynb b/docs/docs/integrations/vectorstores/coherence.ipynb
index 624da592af0..8a23d8c5e60 100644
--- a/docs/docs/integrations/vectorstores/coherence.ipynb
+++ b/docs/docs/integrations/vectorstores/coherence.ipynb
@@ -28,18 +28,96 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6e55e0ec-ad04-404b-a5c1-655a514583cd",
+   "id": "35761315-a34e-4f03-9246-459c1c36331b",
    "metadata": {},
    "source": [
-    "## Usage\n",
+    "## Initialization"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "592b5db4-807c-4a04-ac64-f0077c44edfa",
+   "metadata": {},
+   "source": [
+    "### Usage\n",
     "\n",
     "Before using LangChain's CoherenceVectorStore you must ensure that a Coherence server ([Coherence CE](https://github.com/oracle/coherence) 25.03+ or [Oracle Coherence](https://www.oracle.com/java/coherence/) 14.1.2+) is running \n",
     "\n",
     "For local development, we recommend using the Coherence CE container image:\n",
     "```\n",
     "docker run -d -p 1408:1408 ghcr.io/oracle/coherence-ce:25.03.2\n",
-    "```\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "86544bf7-8459-40cd-813c-cdbbcde9084f",
+   "metadata": {},
+   "source": [
+    "### Basic Initialization"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "1bdd7da5-c050-47b0-a08c-52d1bd7b6948",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "RuntimeError",
+     "evalue": "Unexpected error, <AioRpcError of RPC that terminated with:\n\tstatus = StatusCode.UNAVAILABLE\n\tdetails = \"connections to all backends failing; last error: UNKNOWN: ipv4:127.0.0.1:1408: Failed to connect to remote host: connect: Connection refused (61)\"\n\tdebug_error_string = \"UNKNOWN:Error received from peer  {grpc_status:14, grpc_message:\"connections to all backends failing; last error: UNKNOWN: ipv4:127.0.0.1:1408: Failed to connect to remote host: connect: Connection refused (61)\"}\"\n>, when attempting to handshake with proxy: connections to all backends failing; last error: UNKNOWN: ipv4:127.0.0.1:1408: Failed to connect to remote host: connect: Connection refused (61)",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mAioRpcError\u001b[0m                               Traceback (most recent call last)",
+      "File \u001b[0;32m~/work/coherence/github/dhirupandey/langchain/libs/partners/coherence/.venv/lib/python3.9/site-packages/coherence/client.py:113\u001b[0m, in \u001b[0;36m_Handshake.handshake\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    112\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 113\u001b[0m     \u001b[38;5;28;01mawait\u001b[39;00m stream\u001b[38;5;241m.\u001b[39mwrite(RequestFactoryV1\u001b[38;5;241m.\u001b[39minit_sub_channel())\n\u001b[1;32m    114\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m asyncio\u001b[38;5;241m.\u001b[39mwait_for(stream\u001b[38;5;241m.\u001b[39mread(), \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_session\u001b[38;5;241m.\u001b[39moptions\u001b[38;5;241m.\u001b[39mrequest_timeout_seconds)\n",
+      "File \u001b[0;32m~/work/coherence/github/dhirupandey/langchain/libs/partners/coherence/.venv/lib/python3.9/site-packages/grpc/aio/_call.py:526\u001b[0m, in \u001b[0;36m_StreamRequestMixin.write\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    525\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_raise_for_different_style(_APIStyle\u001b[38;5;241m.\u001b[39mREADER_WRITER)\n\u001b[0;32m--> 526\u001b[0m \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_write(request)\n",
+      "File \u001b[0;32m~/work/coherence/github/dhirupandey/langchain/libs/partners/coherence/.venv/lib/python3.9/site-packages/grpc/aio/_call.py:495\u001b[0m, in \u001b[0;36m_StreamRequestMixin._write\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    494\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdone():\n\u001b[0;32m--> 495\u001b[0m         \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_raise_for_status()\n\u001b[1;32m    497\u001b[0m serialized_request \u001b[38;5;241m=\u001b[39m _common\u001b[38;5;241m.\u001b[39mserialize(\n\u001b[1;32m    498\u001b[0m     request, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_request_serializer\n\u001b[1;32m    499\u001b[0m )\n",
+      "File \u001b[0;32m~/work/coherence/github/dhirupandey/langchain/libs/partners/coherence/.venv/lib/python3.9/site-packages/grpc/aio/_call.py:272\u001b[0m, in \u001b[0;36mCall._raise_for_status\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    271\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m code \u001b[38;5;241m!=\u001b[39m grpc\u001b[38;5;241m.\u001b[39mStatusCode\u001b[38;5;241m.\u001b[39mOK:\n\u001b[0;32m--> 272\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m _create_rpc_error(\n\u001b[1;32m    273\u001b[0m         \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minitial_metadata(), \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cython_call\u001b[38;5;241m.\u001b[39mstatus()\n\u001b[1;32m    274\u001b[0m     )\n",
+      "\u001b[0;31mAioRpcError\u001b[0m: <AioRpcError of RPC that terminated with:\n\tstatus = StatusCode.UNAVAILABLE\n\tdetails = \"connections to all backends failing; last error: UNKNOWN: ipv4:127.0.0.1:1408: Failed to connect to remote host: connect: Connection refused (61)\"\n\tdebug_error_string = \"UNKNOWN:Error received from peer  {grpc_status:14, grpc_message:\"connections to all backends failing; last error: UNKNOWN: ipv4:127.0.0.1:1408: Failed to connect to remote host: connect: Connection refused (61)\"}\"\n>",
+      "\nThe above exception was the direct cause of the following exception:\n",
+      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[5], line 8\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mcoherence\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m NamedMap, Session\n\u001b[1;32m      6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mlangchain_coherence\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m CoherenceVectorStore\n\u001b[0;32m----> 8\u001b[0m session: Session \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m Session\u001b[38;5;241m.\u001b[39mcreate()\n\u001b[1;32m      9\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m     10\u001b[0m     named_map: NamedMap[\u001b[38;5;28mstr\u001b[39m, Document] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m session\u001b[38;5;241m.\u001b[39mget_map(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmy-map\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+      "File \u001b[0;32m~/work/coherence/github/dhirupandey/langchain/libs/partners/coherence/.venv/lib/python3.9/site-packages/coherence/client.py:1932\u001b[0m, in \u001b[0;36mSession.create\u001b[0;34m(session_options)\u001b[0m\n\u001b[1;32m   1930\u001b[0m session: Session \u001b[38;5;241m=\u001b[39m Session(session_options)\n\u001b[1;32m   1931\u001b[0m \u001b[38;5;28;01mawait\u001b[39;00m session\u001b[38;5;241m.\u001b[39m_set_ready(\u001b[38;5;28;01mFalse\u001b[39;00m)\n\u001b[0;32m-> 1932\u001b[0m \u001b[38;5;28;01mawait\u001b[39;00m session\u001b[38;5;241m.\u001b[39m_handshake\u001b[38;5;241m.\u001b[39mhandshake()\n\u001b[1;32m   1933\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m session\u001b[38;5;241m.\u001b[39m_protocol_version \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m   1934\u001b[0m     COH_LOG\u001b[38;5;241m.\u001b[39minfo(\n\u001b[1;32m   1935\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSession(id=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00msession\u001b[38;5;241m.\u001b[39msession_id\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, connected to [\u001b[39m\u001b[38;5;132;01m{\u001b[39;00msession\u001b[38;5;241m.\u001b[39m_session_options\u001b[38;5;241m.\u001b[39maddress\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m]\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m   1936\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m proxy-version=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00msession\u001b[38;5;241m.\u001b[39m_proxy_version\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, protocol-version=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00msession\u001b[38;5;241m.\u001b[39m_protocol_version\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m   1937\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m proxy-member-id=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00msession\u001b[38;5;241m.\u001b[39m_proxy_member_id\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m)\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m   1938\u001b[0m     )\n",
+      "File \u001b[0;32m~/work/coherence/github/dhirupandey/langchain/libs/partners/coherence/.venv/lib/python3.9/site-packages/coherence/client.py:129\u001b[0m, in \u001b[0;36m_Handshake.handshake\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    127\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[1;32m    128\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 129\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[1;32m    130\u001b[0m             \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUnexpected error, \u001b[39m\u001b[38;5;132;01m{\u001b[39;00me\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, when attempting to handshake with proxy: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00me\u001b[38;5;241m.\u001b[39mdetails()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    131\u001b[0m         ) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01me\u001b[39;00m\n\u001b[1;32m    132\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m asyncio\u001b[38;5;241m.\u001b[39mTimeoutError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    133\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mHandshake with proxy timed out\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01me\u001b[39;00m\n",
+      "\u001b[0;31mRuntimeError\u001b[0m: Unexpected error, <AioRpcError of RPC that terminated with:\n\tstatus = StatusCode.UNAVAILABLE\n\tdetails = \"connections to all backends failing; last error: UNKNOWN: ipv4:127.0.0.1:1408: Failed to connect to remote host: connect: Connection refused (61)\"\n\tdebug_error_string = \"UNKNOWN:Error received from peer  {grpc_status:14, grpc_message:\"connections to all backends failing; last error: UNKNOWN: ipv4:127.0.0.1:1408: Failed to connect to remote host: connect: Connection refused (61)\"}\"\n>, when attempting to handshake with proxy: connections to all backends failing; last error: UNKNOWN: ipv4:127.0.0.1:1408: Failed to connect to remote host: connect: Connection refused (61)"
+     ]
+    }
+   ],
+   "source": [
+    "from langchain_core.documents import Document\n",
+    "from langchain_core.embeddings import Embeddings\n",
+    "from langchain_huggingface.embeddings import HuggingFaceEmbeddings\n",
     "\n",
+    "from coherence import NamedMap, Session\n",
+    "from langchain_coherence import CoherenceVectorStore\n",
+    "\n",
+    "session: Session = await Session.create()\n",
+    "try:\n",
+    "    named_map: NamedMap[str, Document] = await session.get_map(\"my-map\")\n",
+    "    embedding :Embeddings = HuggingFaceEmbeddings(\n",
+    "                model_name=\"sentence-transformers/all-MiniLM-l6-v2\")\n",
+    "    # this embedding generates vectors of dimension 384\n",
+    "    cvs :CoherenceVectorStore = await CoherenceVectorStore.create(\n",
+    "                                        named_map,embedding,384)\n",
+    "    # other operations on the CoherenceVectorStore can be done\n",
+    "finally:\n",
+    "    await session.close()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5ca1dbd0-4fec-4907-8918-0a438a1b2535",
+   "metadata": {},
+   "source": [
+    "## Manage vector store"
+   ]
+  },
+  {
+   "cell_type": "raw",
+   "id": "e7171672-4453-4b6f-afe6-071980908a5f",
+   "metadata": {},
+   "source": [
     "### Add Documents and retrieve them:"
    ]
   },
@@ -81,8 +159,8 @@
    ]
   },
   {
-   "cell_type": "markdown",
-   "id": "eee71605-8d1f-431d-b796-07274b036da3",
+   "cell_type": "raw",
+   "id": "f0f7215e-16a4-4fe7-8070-34c385aeeead",
    "metadata": {},
    "source": [
     "### Delete Documents:"
@@ -121,6 +199,16 @@
     "    await session.close()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8241b585-64ae-447a-b1a7-860d3c51f823",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "## Query vector store"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "a8c6ad91-ee54-486a-888f-cbfc89be75fd",
@@ -182,6 +270,16 @@
     "        await session.close()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6862ae65-a3d6-46e4-9e85-f3f64f2add5c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "## Usage for retrieval-augmented generation"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "5411477e-5905-4a96-80d8-b8d2238c4bc4",
@@ -247,10 +345,12 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "baee76cd-4a9a-4a4e-8a88-f54d9dd98790",
+   "id": "803d5c9c-0df5-4a27-b179-b97c0ca0c27a",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "## API reference"
+   ]
   }
  ],
  "metadata": {