diff --git a/backend/adapter_processor/models.py b/backend/adapter_processor/models.py
index 5a2699f9f..16f8e0763 100644
--- a/backend/adapter_processor/models.py
+++ b/backend/adapter_processor/models.py
@@ -1,4 +1,5 @@
 import json
+import logging
 import uuid
 from typing import Any
 
@@ -9,13 +10,15 @@
 from django.db.models import QuerySet
 from unstract.adapters.adapterkit import Adapterkit
 from unstract.adapters.enums import AdapterTypes
-from unstract.adapters.llm.llm_adapter import LLMAdapter
+from unstract.adapters.exceptions import AdapterError
 from utils.models.base_model import BaseModel
 
 ADAPTER_NAME_SIZE = 128
 VERSION_NAME_SIZE = 64
 ADAPTER_ID_LENGTH = 128
 
+logger = logging.getLogger(__name__)
+
 
 class AdapterInstanceModelManager(models.Manager):
     def get_queryset(self) -> QuerySet[Any]:
@@ -146,9 +149,11 @@ def get_context_window_size(self) -> int:
         adapter_metadata = self.get_adapter_meta_data()
         # Get the adapter_instance
         adapter_class = Adapterkit().get_adapter_class_by_adapter_id(self.adapter_id)
-        adapter_instance = adapter_class(adapter_metadata)
-        if isinstance(adapter_instance, LLMAdapter):
+        try:
+            adapter_instance = adapter_class(adapter_metadata)
             return adapter_instance.get_context_window_size()
+        except AdapterError as e:
+            logger.warning(f"Unable to retrieve context window size - {e}")
         return 0
 
 
diff --git a/backend/adapter_processor/serializers.py b/backend/adapter_processor/serializers.py
index 087cfe221..716016282 100644
--- a/backend/adapter_processor/serializers.py
+++ b/backend/adapter_processor/serializers.py
@@ -9,6 +9,7 @@
 from rest_framework import serializers
 from rest_framework.serializers import ModelSerializer
 from unstract.adapters.constants import Common as common
+from unstract.adapters.enums import AdapterTypes
 
 from backend.constants import FieldLengthConstants as FLC
 from backend.serializers import AuditSerializer
@@ -63,9 +64,12 @@ def to_representation(self, instance: AdapterInstance) -> dict[str, str]:
 
         adapter_metadata = instance.get_adapter_meta_data()
         rep[AdapterKeys.ADAPTER_METADATA] = adapter_metadata
-        adapter_metadata[AdapterKeys.ADAPTER_CONTEXT_WINDOW_SIZE] = (
-            instance.get_context_window_size()
-        )
+        # Retrieve context window if adapter is a LLM
+        # For other adapter types, context_window is not relevant.
+        if instance.adapter_type == AdapterTypes.LLM.value:
+            adapter_metadata[AdapterKeys.ADAPTER_CONTEXT_WINDOW_SIZE] = (
+                instance.get_context_window_size()
+            )
 
         rep[common.ICON] = AdapterProcessor.get_adapter_data_with_key(
             instance.adapter_id, common.ICON
diff --git a/backend/pdm.lock b/backend/pdm.lock
index 3ea1f53d2..5c85f01b0 100644
--- a/backend/pdm.lock
+++ b/backend/pdm.lock
@@ -5,7 +5,7 @@
 groups = ["default", "deploy", "test"]
 strategy = ["cross_platform", "inherit_metadata"]
 lock_version = "4.4.1"
-content_hash = "sha256:8de6066910412eb9ee6f9aed4f825a5568db8566af54ff2e76a1a72835543a5d"
+content_hash = "sha256:01194daf2b5dea15320449813a83082c0220dbd3e5b273a6e3c5f61586e54cd2"
 
 [[package]]
 name = "adlfs"
@@ -1110,13 +1110,13 @@ files = [
 
 [[package]]
 name = "filelock"
-version = "3.14.0"
+version = "3.15.1"
 requires_python = ">=3.8"
 summary = "A platform independent file lock."
 groups = ["default"]
 files = [
-    {file = "filelock-3.14.0-py3-none-any.whl", hash = "sha256:43339835842f110ca7ae60f1e1c160714c5a6afd15a2873419ab185334975c0f"},
-    {file = "filelock-3.14.0.tar.gz", hash = "sha256:6ea72da3be9b8c82afd3edcf99f2fffbb5076335a5ae4d03248bb5b6c3eae78a"},
+    {file = "filelock-3.15.1-py3-none-any.whl", hash = "sha256:71b3102950e91dfc1bb4209b64be4dc8854f40e5f534428d8684f953ac847fac"},
+    {file = "filelock-3.15.1.tar.gz", hash = "sha256:58a2549afdf9e02e10720eaa4d4470f56386d7a6f72edd7d0596337af8ed7ad8"},
 ]
 
 [[package]]
@@ -1364,7 +1364,7 @@ files = [
 
 [[package]]
 name = "google-cloud-aiplatform"
-version = "1.54.1"
+version = "1.55.0"
 requires_python = ">=3.8"
 summary = "Vertex AI API client library"
 groups = ["default"]
@@ -1382,8 +1382,8 @@ dependencies = [
     "shapely<3.0.0dev",
 ]
 files = [
-    {file = "google-cloud-aiplatform-1.54.1.tar.gz", hash = "sha256:01c231961cc1a1a3b049ea3ef71fb11e77b2d56d632d020ce09e419b27ff77f2"},
-    {file = "google_cloud_aiplatform-1.54.1-py2.py3-none-any.whl", hash = "sha256:43f70fcd572f15317d769e5a0e04cfb7c0e259ead3fe581d2fba4f203ace5617"},
+    {file = "google-cloud-aiplatform-1.55.0.tar.gz", hash = "sha256:aa87cb6c49ae5fde87fb831ce8ad4a853c4656fe04babe505e9144c7a9e09c1a"},
+    {file = "google_cloud_aiplatform-1.55.0-py2.py3-none-any.whl", hash = "sha256:c6cc76ca5537f4636a0c3f8c0288d2e0d2d86ef708e562d2654313e11d6ee46a"},
 ]
 
 [[package]]
@@ -1861,7 +1861,7 @@ files = [
 
 [[package]]
 name = "huggingface-hub"
-version = "0.23.3"
+version = "0.23.4"
 requires_python = ">=3.8.0"
 summary = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 groups = ["default"]
@@ -1875,8 +1875,8 @@ dependencies = [
     "typing-extensions>=3.7.4.3",
 ]
 files = [
-    {file = "huggingface_hub-0.23.3-py3-none-any.whl", hash = "sha256:22222c41223f1b7c209ae5511d2d82907325a0e3cdbce5f66949d43c598ff3bc"},
-    {file = "huggingface_hub-0.23.3.tar.gz", hash = "sha256:1a1118a0b3dea3bab6c325d71be16f5ffe441d32f3ac7c348d6875911b694b5b"},
+    {file = "huggingface_hub-0.23.4-py3-none-any.whl", hash = "sha256:3a0b957aa87150addf0cc7bd71b4d954b78e749850e1e7fb29ebbd2db64ca037"},
+    {file = "huggingface_hub-0.23.4.tar.gz", hash = "sha256:35d99016433900e44ae7efe1c209164a5a81dbbcd53a52f99c281dcd7ce22431"},
 ]
 
 [[package]]
@@ -2018,14 +2018,14 @@ files = [
 
 [[package]]
 name = "llama-index"
-version = "0.10.28"
+version = "0.10.38"
 requires_python = "<4.0,>=3.8.1"
 summary = "Interface between LLMs and your data"
 groups = ["default"]
 dependencies = [
     "llama-index-agent-openai<0.3.0,>=0.1.4",
     "llama-index-cli<0.2.0,>=0.1.2",
-    "llama-index-core<0.11.0,>=0.10.28",
+    "llama-index-core<0.11.0,>=0.10.38",
     "llama-index-embeddings-openai<0.2.0,>=0.1.5",
     "llama-index-indices-managed-llama-cloud<0.2.0,>=0.1.2",
     "llama-index-legacy<0.10.0,>=0.9.48",
@@ -2037,8 +2037,8 @@ dependencies = [
     "llama-index-readers-llama-parse<0.2.0,>=0.1.2",
 ]
 files = [
-    {file = "llama_index-0.10.28-py3-none-any.whl", hash = "sha256:2fe2857af6c2d9cefdd978931ebd09f78265a57df2d9d094d0c78869dd0715b8"},
-    {file = "llama_index-0.10.28.tar.gz", hash = "sha256:2ecf9d6da489cc3f99b1adaea50b1549efa55e04cd050f332da784a87c2db846"},
+    {file = "llama_index-0.10.38-py3-none-any.whl", hash = "sha256:5d521b0ea7111679521292432960d3b9fb53c98d55414bd42d753bc6271d234d"},
+    {file = "llama_index-0.10.38.tar.gz", hash = "sha256:5281cfa8b6e7f0f5f12897c00adcd790f7b51c130037f3561fd5630fca37bfb3"},
 ]
 
 [[package]]
@@ -2075,7 +2075,7 @@ files = [
 
 [[package]]
 name = "llama-index-core"
-version = "0.10.44"
+version = "0.10.45"
 requires_python = "<4.0,>=3.8.1"
 summary = "Interface between LLMs and your data"
 groups = ["default"]
@@ -2105,8 +2105,8 @@ dependencies = [
     "wrapt",
 ]
 files = [
-    {file = "llama_index_core-0.10.44-py3-none-any.whl", hash = "sha256:eea293fb9bafab303bbf6de8f0fca45188971fda80d77fbd4fed5773967ef49c"},
-    {file = "llama_index_core-0.10.44.tar.gz", hash = "sha256:df1543e6935bb909b22a50d3f702096c8431bab94642cbb3ba6b07ea9f8edf38"},
+    {file = "llama_index_core-0.10.45-py3-none-any.whl", hash = "sha256:8c800c7221322b8e1cbbbc13325039b5fe3575d4b0e0be14ac9a8f1e5d14fee3"},
+    {file = "llama_index_core-0.10.45.tar.gz", hash = "sha256:f32d0448e7193ff45c8e84abd49493be030998fc8f1a0cab069387deef3e577c"},
 ]
 
 [[package]]
@@ -2807,39 +2807,39 @@ files = [
 
 [[package]]
 name = "orjson"
-version = "3.10.4"
+version = "3.10.5"
 requires_python = ">=3.8"
 summary = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 groups = ["default"]
 files = [
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+    {file = "orjson-3.10.5-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:b39e006b00c57125ab974362e740c14a0c6a66ff695bff44615dcf4a70ce2b86"},
+    {file = "orjson-3.10.5-cp39-none-win32.whl", hash = "sha256:eded5138cc565a9d618e111c6d5c2547bbdd951114eb822f7f6309e04db0fb47"},
+    {file = "orjson-3.10.5-cp39-none-win_amd64.whl", hash = "sha256:cc28e90a7cae7fcba2493953cff61da5a52950e78dc2dacfe931a317ee3d8de7"},
+    {file = "orjson-3.10.5.tar.gz", hash = "sha256:7a5baef8a4284405d96c90c7c62b755e9ef1ada84c2406c24a9ebec86b89f46d"},
 ]
 
 [[package]]
@@ -3196,7 +3196,7 @@ files = [
 
 [[package]]
 name = "pydantic"
-version = "2.7.3"
+version = "2.7.4"
 requires_python = ">=3.8"
 summary = "Data validation using Python type hints"
 groups = ["default"]
@@ -3206,8 +3206,8 @@ dependencies = [
     "typing-extensions>=4.6.1",
 ]
 files = [
-    {file = "pydantic-2.7.3-py3-none-any.whl", hash = "sha256:ea91b002777bf643bb20dd717c028ec43216b24a6001a280f83877fd2655d0b4"},
-    {file = "pydantic-2.7.3.tar.gz", hash = "sha256:c46c76a40bb1296728d7a8b99aa73dd70a48c3510111ff290034f860c99c419e"},
+    {file = "pydantic-2.7.4-py3-none-any.whl", hash = "sha256:ee8538d41ccb9c0a9ad3e0e5f07bf15ed8015b481ced539a1759d8cc89ae90d0"},
+    {file = "pydantic-2.7.4.tar.gz", hash = "sha256:0c84efd9548d545f63ac0060c1e4d39bb9b14db8b3c0652338aecc07b5adec52"},
 ]
 
 [[package]]
@@ -3639,7 +3639,7 @@ files = [
 
 [[package]]
 name = "redis"
-version = "5.0.5"
+version = "5.0.6"
 requires_python = ">=3.7"
 summary = "Python client for Redis database and key-value store"
 groups = ["default"]
@@ -3647,8 +3647,8 @@ dependencies = [
     "async-timeout>=4.0.3; python_full_version < \"3.11.3\"",
 ]
 files = [
-    {file = "redis-5.0.5-py3-none-any.whl", hash = "sha256:30b47d4ebb6b7a0b9b40c1275a19b87bb6f46b3bed82a89012cf56dea4024ada"},
-    {file = "redis-5.0.5.tar.gz", hash = "sha256:3417688621acf6ee368dec4a04dd95881be24efd34c79f00d31f62bb528800ae"},
+    {file = "redis-5.0.6-py3-none-any.whl", hash = "sha256:c0d6d990850c627bbf7be01c5c4cbaadf67b48593e913bb71c9819c30df37eee"},
+    {file = "redis-5.0.6.tar.gz", hash = "sha256:38473cd7c6389ad3e44a91f4c3eaf6bcb8a9f746007f29bf4fb20824ff0b2197"},
 ]
 
 [[package]]
@@ -4321,13 +4321,13 @@ files = [
 
 [[package]]
 name = "tenacity"
-version = "8.3.0"
+version = "8.4.0"
 requires_python = ">=3.8"
 summary = "Retry code until it succeeds"
 groups = ["default"]
 files = [
-    {file = "tenacity-8.3.0-py3-none-any.whl", hash = "sha256:3649f6443dbc0d9b01b9d8020a9c4ec7a1ff5f6f3c6c8a036ef371f573fe9185"},
-    {file = "tenacity-8.3.0.tar.gz", hash = "sha256:953d4e6ad24357bceffbc9707bc74349aca9d245f68eb65419cf0c249a1949a2"},
+    {file = "tenacity-8.4.0-py3-none-any.whl", hash = "sha256:6c72aeb4d300b9858be0d52f1894ee952f0b391ec583cdc19c2523030efcc4eb"},
+    {file = "tenacity-8.4.0.tar.gz", hash = "sha256:5ea66b27e881eec324b15adc7be9ec35001d231d4cfb5d10eee1bf9323d723a9"},
 ]
 
 [[package]]
@@ -4616,7 +4616,7 @@ files = [
 
 [[package]]
 name = "unstract-adapters"
-version = "0.18.0"
+version = "0.19.0"
 requires_python = "<3.12,>=3.9"
 summary = "Unstract interface for LLMs, Embeddings and VectorDBs"
 groups = ["default"]
@@ -4639,13 +4639,13 @@ dependencies = [
     "llama-index-vector-stores-postgres==0.1.3",
     "llama-index-vector-stores-qdrant==0.2.8",
     "llama-index-vector-stores-weaviate==0.1.4",
-    "llama-index==0.10.28",
+    "llama-index==0.10.38",
     "llama-parse==0.4.1",
     "singleton-decorator~=1.0.0",
 ]
 files = [
-    {file = "unstract_adapters-0.18.0-py3-none-any.whl", hash = "sha256:320be448b60e9324854fa67c9136d65af11fbbf6e26e041634aa57990c85058c"},
-    {file = "unstract_adapters-0.18.0.tar.gz", hash = "sha256:5555dc4e5f6c5d3836afb1704260e058b33d66a76c90329a937798fc6f0b3687"},
+    {file = "unstract_adapters-0.19.0-py3-none-any.whl", hash = "sha256:107f15abf98326747625a4e0fa594650746e8bef983763aa761d4bbe36d03431"},
+    {file = "unstract_adapters-0.19.0.tar.gz", hash = "sha256:88655426a09ac3bc86ff81b6de8b1b276f395fa3bb2d697f1b3008f840d57e4c"},
 ]
 
 [[package]]
@@ -4685,7 +4685,7 @@ dependencies = [
     "botocore~=1.31.17",
     "kombu==5.3.7",
     "llama-index-llms-azure-openai==0.1.5",
-    "llama-index==0.10.28",
+    "llama-index==0.10.38",
     "redis~=5.0.1",
     "requests==2.31.0",
 ]
@@ -4704,23 +4704,23 @@ dependencies = [
 
 [[package]]
 name = "unstract-sdk"
-version = "0.31.1"
+version = "0.32.0"
 requires_python = "<3.11.1,>=3.9"
 summary = "A framework for writing Unstract Tools/Apps"
 groups = ["default"]
 dependencies = [
     "jsonschema~=4.18.2",
-    "llama-index==0.10.28",
+    "llama-index==0.10.38",
     "openai~=1.21.2",
     "python-dotenv==1.0.0",
     "python-magic~=0.4.27",
     "tiktoken~=0.4.0",
     "transformers==4.37.0",
-    "unstract-adapters~=0.18.0",
+    "unstract-adapters~=0.19.0",
 ]
 files = [
-    {file = "unstract_sdk-0.31.1-py3-none-any.whl", hash = "sha256:3806dc331fb7b0a2eebf617bc4d17496dc8fe1537c87c46f8add915dee7066c3"},
-    {file = "unstract_sdk-0.31.1.tar.gz", hash = "sha256:06bb69e3cee9edd814ccf043c1301039b190a4aebfa5a8f1581b1d502463d049"},
+    {file = "unstract_sdk-0.32.0-py3-none-any.whl", hash = "sha256:bd95aea8a061806e2d056df48ba52f6ed055566e61971539624dd78bbd348e04"},
+    {file = "unstract_sdk-0.32.0.tar.gz", hash = "sha256:6bb422692c17f60f799ac4220410a9502a40ec01e1cec7bc3d4b54af8394f74f"},
 ]
 
 [[package]]
@@ -4734,7 +4734,7 @@ dependencies = [
     "PyYAML~=6.0.1",
     "docker~=6.1.3",
     "jsonschema~=4.18.2",
-    "unstract-adapters~=0.18.0",
+    "unstract-adapters~=0.19.0",
     "unstract-tool-sandbox",
 ]
 
diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index 8235a736e..18ddf8ed9 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -31,8 +31,8 @@ dependencies = [
     "python-socketio==5.9.0", # For log_events
     "social-auth-app-django==5.3.0", # For OAuth
     "social-auth-core==4.4.2", # For OAuth
-    "unstract-sdk~=0.31.1",
-    "unstract-adapters~=0.18.0",
+    "unstract-sdk~=0.32.0",
+    "unstract-adapters~=0.19.0",
     # ! IMPORTANT!
     # Indirect local dependencies usually need to be added in their own projects
     # as: https://pdm-project.org/latest/usage/dependency/#local-dependencies.
diff --git a/backend/sample.env b/backend/sample.env
index c261bf5e3..c5901856b 100644
--- a/backend/sample.env
+++ b/backend/sample.env
@@ -89,9 +89,9 @@ PROMPT_PORT=3003
 PROMPT_STUDIO_FILE_PATH=/app/prompt-studio-data
 
 # Structure Tool
-STRUCTURE_TOOL_IMAGE_URL="docker:unstract/tool-structure:0.0.24"
+STRUCTURE_TOOL_IMAGE_URL="docker:unstract/tool-structure:0.0.25"
 STRUCTURE_TOOL_IMAGE_NAME="unstract/tool-structure"
-STRUCTURE_TOOL_IMAGE_TAG="0.0.24"
+STRUCTURE_TOOL_IMAGE_TAG="0.0.25"
 
 # Feature Flags
 EVALUATION_SERVER_IP=localhost
diff --git a/pdm.lock b/pdm.lock
index 0e9da92ba..8c7313041 100644
--- a/pdm.lock
+++ b/pdm.lock
@@ -5,7 +5,7 @@
 groups = ["default", "hook-check-django-migrations", "lint"]
 strategy = ["cross_platform", "inherit_metadata"]
 lock_version = "4.4.1"
-content_hash = "sha256:a1c8e5754bdf7a90887d4bd745289eebeacd4e097baa83ad8811f09091c93035"
+content_hash = "sha256:7498f76963e2c6e16d6c85b3e44eed5a9ba27adfb3b43785da11adebdfb3ee83"
 
 [[package]]
 name = "adlfs"
@@ -1111,13 +1111,13 @@ files = [
 
 [[package]]
 name = "filelock"
-version = "3.14.0"
+version = "3.15.1"
 requires_python = ">=3.8"
 summary = "A platform independent file lock."
 groups = ["hook-check-django-migrations", "lint"]
 files = [
-    {file = "filelock-3.14.0-py3-none-any.whl", hash = "sha256:43339835842f110ca7ae60f1e1c160714c5a6afd15a2873419ab185334975c0f"},
-    {file = "filelock-3.14.0.tar.gz", hash = "sha256:6ea72da3be9b8c82afd3edcf99f2fffbb5076335a5ae4d03248bb5b6c3eae78a"},
+    {file = "filelock-3.15.1-py3-none-any.whl", hash = "sha256:71b3102950e91dfc1bb4209b64be4dc8854f40e5f534428d8684f953ac847fac"},
+    {file = "filelock-3.15.1.tar.gz", hash = "sha256:58a2549afdf9e02e10720eaa4d4470f56386d7a6f72edd7d0596337af8ed7ad8"},
 ]
 
 [[package]]
@@ -1377,7 +1377,7 @@ files = [
 
 [[package]]
 name = "google-cloud-aiplatform"
-version = "1.54.1"
+version = "1.55.0"
 requires_python = ">=3.8"
 summary = "Vertex AI API client library"
 groups = ["hook-check-django-migrations"]
@@ -1395,8 +1395,8 @@ dependencies = [
     "shapely<3.0.0dev",
 ]
 files = [
-    {file = "google-cloud-aiplatform-1.54.1.tar.gz", hash = "sha256:01c231961cc1a1a3b049ea3ef71fb11e77b2d56d632d020ce09e419b27ff77f2"},
-    {file = "google_cloud_aiplatform-1.54.1-py2.py3-none-any.whl", hash = "sha256:43f70fcd572f15317d769e5a0e04cfb7c0e259ead3fe581d2fba4f203ace5617"},
+    {file = "google-cloud-aiplatform-1.55.0.tar.gz", hash = "sha256:aa87cb6c49ae5fde87fb831ce8ad4a853c4656fe04babe505e9144c7a9e09c1a"},
+    {file = "google_cloud_aiplatform-1.55.0-py2.py3-none-any.whl", hash = "sha256:c6cc76ca5537f4636a0c3f8c0288d2e0d2d86ef708e562d2654313e11d6ee46a"},
 ]
 
 [[package]]
@@ -1860,7 +1860,7 @@ files = [
 
 [[package]]
 name = "huggingface-hub"
-version = "0.23.3"
+version = "0.23.4"
 requires_python = ">=3.8.0"
 summary = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 groups = ["hook-check-django-migrations"]
@@ -1874,8 +1874,8 @@ dependencies = [
     "typing-extensions>=3.7.4.3",
 ]
 files = [
-    {file = "huggingface_hub-0.23.3-py3-none-any.whl", hash = "sha256:22222c41223f1b7c209ae5511d2d82907325a0e3cdbce5f66949d43c598ff3bc"},
-    {file = "huggingface_hub-0.23.3.tar.gz", hash = "sha256:1a1118a0b3dea3bab6c325d71be16f5ffe441d32f3ac7c348d6875911b694b5b"},
+    {file = "huggingface_hub-0.23.4-py3-none-any.whl", hash = "sha256:3a0b957aa87150addf0cc7bd71b4d954b78e749850e1e7fb29ebbd2db64ca037"},
+    {file = "huggingface_hub-0.23.4.tar.gz", hash = "sha256:35d99016433900e44ae7efe1c209164a5a81dbbcd53a52f99c281dcd7ce22431"},
 ]
 
 [[package]]
@@ -2017,14 +2017,14 @@ files = [
 
 [[package]]
 name = "llama-index"
-version = "0.10.28"
+version = "0.10.38"
 requires_python = "<4.0,>=3.8.1"
 summary = "Interface between LLMs and your data"
 groups = ["hook-check-django-migrations"]
 dependencies = [
     "llama-index-agent-openai<0.3.0,>=0.1.4",
     "llama-index-cli<0.2.0,>=0.1.2",
-    "llama-index-core<0.11.0,>=0.10.28",
+    "llama-index-core<0.11.0,>=0.10.38",
     "llama-index-embeddings-openai<0.2.0,>=0.1.5",
     "llama-index-indices-managed-llama-cloud<0.2.0,>=0.1.2",
     "llama-index-legacy<0.10.0,>=0.9.48",
@@ -2036,8 +2036,8 @@ dependencies = [
     "llama-index-readers-llama-parse<0.2.0,>=0.1.2",
 ]
 files = [
-    {file = "llama_index-0.10.28-py3-none-any.whl", hash = "sha256:2fe2857af6c2d9cefdd978931ebd09f78265a57df2d9d094d0c78869dd0715b8"},
-    {file = "llama_index-0.10.28.tar.gz", hash = "sha256:2ecf9d6da489cc3f99b1adaea50b1549efa55e04cd050f332da784a87c2db846"},
+    {file = "llama_index-0.10.38-py3-none-any.whl", hash = "sha256:5d521b0ea7111679521292432960d3b9fb53c98d55414bd42d753bc6271d234d"},
+    {file = "llama_index-0.10.38.tar.gz", hash = "sha256:5281cfa8b6e7f0f5f12897c00adcd790f7b51c130037f3561fd5630fca37bfb3"},
 ]
 
 [[package]]
@@ -2074,7 +2074,7 @@ files = [
 
 [[package]]
 name = "llama-index-core"
-version = "0.10.44"
+version = "0.10.45"
 requires_python = "<4.0,>=3.8.1"
 summary = "Interface between LLMs and your data"
 groups = ["hook-check-django-migrations"]
@@ -2104,8 +2104,8 @@ dependencies = [
     "wrapt",
 ]
 files = [
-    {file = "llama_index_core-0.10.44-py3-none-any.whl", hash = "sha256:eea293fb9bafab303bbf6de8f0fca45188971fda80d77fbd4fed5773967ef49c"},
-    {file = "llama_index_core-0.10.44.tar.gz", hash = "sha256:df1543e6935bb909b22a50d3f702096c8431bab94642cbb3ba6b07ea9f8edf38"},
+    {file = "llama_index_core-0.10.45-py3-none-any.whl", hash = "sha256:8c800c7221322b8e1cbbbc13325039b5fe3575d4b0e0be14ac9a8f1e5d14fee3"},
+    {file = "llama_index_core-0.10.45.tar.gz", hash = "sha256:f32d0448e7193ff45c8e84abd49493be030998fc8f1a0cab069387deef3e577c"},
 ]
 
 [[package]]
@@ -2841,39 +2841,39 @@ files = [
 
 [[package]]
 name = "orjson"
-version = "3.10.4"
+version = "3.10.5"
 requires_python = ">=3.8"
 summary = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 groups = ["hook-check-django-migrations"]
 files = [
-    {file = "orjson-3.10.4-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:afca963f19ca60c7aedadea9979f769139127288dd58ccf3f7c5e8e6dc62cabf"},
-    {file = "orjson-3.10.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:42b112eff36ba7ccc7a9d6b87e17b9d6bde4312d05e3ddf66bf5662481dee846"},
-    {file = "orjson-3.10.4-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:02b192eaba048b1039eca9a0cef67863bd5623042f5c441889a9957121d97e14"},
-    {file = "orjson-3.10.4-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:827c3d0e4fc44242c82bfdb1a773235b8c0575afee99a9fa9a8ce920c14e440f"},
-    {file = "orjson-3.10.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ca8ec09724f10ec209244caeb1f9f428b6bb03f2eda9ed5e2c4dd7f2b7fabd44"},
-    {file = "orjson-3.10.4-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:8eaa5d531a8fde11993cbcb27e9acf7d9c457ba301adccb7fa3a021bfecab46c"},
-    {file = "orjson-3.10.4-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:e112aa7fc4ea67367ec5e86c39a6bb6c5719eddc8f999087b1759e765ddaf2d4"},
-    {file = "orjson-3.10.4-cp310-none-win32.whl", hash = "sha256:1538844fb88446c42da3889f8c4ecce95a630b5a5ba18ecdfe5aea596f4dff21"},
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+    {file = "orjson-3.10.5.tar.gz", hash = "sha256:7a5baef8a4284405d96c90c7c62b755e9ef1ada84c2406c24a9ebec86b89f46d"},
 ]
 
 [[package]]
@@ -3248,7 +3248,7 @@ files = [
 
 [[package]]
 name = "pydantic"
-version = "2.7.3"
+version = "2.7.4"
 requires_python = ">=3.8"
 summary = "Data validation using Python type hints"
 groups = ["hook-check-django-migrations"]
@@ -3258,8 +3258,8 @@ dependencies = [
     "typing-extensions>=4.6.1",
 ]
 files = [
-    {file = "pydantic-2.7.3-py3-none-any.whl", hash = "sha256:ea91b002777bf643bb20dd717c028ec43216b24a6001a280f83877fd2655d0b4"},
-    {file = "pydantic-2.7.3.tar.gz", hash = "sha256:c46c76a40bb1296728d7a8b99aa73dd70a48c3510111ff290034f860c99c419e"},
+    {file = "pydantic-2.7.4-py3-none-any.whl", hash = "sha256:ee8538d41ccb9c0a9ad3e0e5f07bf15ed8015b481ced539a1759d8cc89ae90d0"},
+    {file = "pydantic-2.7.4.tar.gz", hash = "sha256:0c84efd9548d545f63ac0060c1e4d39bb9b14db8b3c0652338aecc07b5adec52"},
 ]
 
 [[package]]
@@ -3640,7 +3640,7 @@ files = [
 
 [[package]]
 name = "redis"
-version = "5.0.5"
+version = "5.0.6"
 requires_python = ">=3.7"
 summary = "Python client for Redis database and key-value store"
 groups = ["hook-check-django-migrations"]
@@ -3648,8 +3648,8 @@ dependencies = [
     "async-timeout>=4.0.3; python_full_version < \"3.11.3\"",
 ]
 files = [
-    {file = "redis-5.0.5-py3-none-any.whl", hash = "sha256:30b47d4ebb6b7a0b9b40c1275a19b87bb6f46b3bed82a89012cf56dea4024ada"},
-    {file = "redis-5.0.5.tar.gz", hash = "sha256:3417688621acf6ee368dec4a04dd95881be24efd34c79f00d31f62bb528800ae"},
+    {file = "redis-5.0.6-py3-none-any.whl", hash = "sha256:c0d6d990850c627bbf7be01c5c4cbaadf67b48593e913bb71c9819c30df37eee"},
+    {file = "redis-5.0.6.tar.gz", hash = "sha256:38473cd7c6389ad3e44a91f4c3eaf6bcb8a9f746007f29bf4fb20824ff0b2197"},
 ]
 
 [[package]]
@@ -4308,13 +4308,13 @@ files = [
 
 [[package]]
 name = "tenacity"
-version = "8.3.0"
+version = "8.4.0"
 requires_python = ">=3.8"
 summary = "Retry code until it succeeds"
 groups = ["hook-check-django-migrations"]
 files = [
-    {file = "tenacity-8.3.0-py3-none-any.whl", hash = "sha256:3649f6443dbc0d9b01b9d8020a9c4ec7a1ff5f6f3c6c8a036ef371f573fe9185"},
-    {file = "tenacity-8.3.0.tar.gz", hash = "sha256:953d4e6ad24357bceffbc9707bc74349aca9d245f68eb65419cf0c249a1949a2"},
+    {file = "tenacity-8.4.0-py3-none-any.whl", hash = "sha256:6c72aeb4d300b9858be0d52f1894ee952f0b391ec583cdc19c2523030efcc4eb"},
+    {file = "tenacity-8.4.0.tar.gz", hash = "sha256:5ea66b27e881eec324b15adc7be9ec35001d231d4cfb5d10eee1bf9323d723a9"},
 ]
 
 [[package]]
@@ -4709,7 +4709,7 @@ files = [
 
 [[package]]
 name = "unstract-adapters"
-version = "0.18.0"
+version = "0.19.0"
 requires_python = "<3.12,>=3.9"
 summary = "Unstract interface for LLMs, Embeddings and VectorDBs"
 groups = ["hook-check-django-migrations"]
@@ -4732,13 +4732,13 @@ dependencies = [
     "llama-index-vector-stores-postgres==0.1.3",
     "llama-index-vector-stores-qdrant==0.2.8",
     "llama-index-vector-stores-weaviate==0.1.4",
-    "llama-index==0.10.28",
+    "llama-index==0.10.38",
     "llama-parse==0.4.1",
     "singleton-decorator~=1.0.0",
 ]
 files = [
-    {file = "unstract_adapters-0.18.0-py3-none-any.whl", hash = "sha256:320be448b60e9324854fa67c9136d65af11fbbf6e26e041634aa57990c85058c"},
-    {file = "unstract_adapters-0.18.0.tar.gz", hash = "sha256:5555dc4e5f6c5d3836afb1704260e058b33d66a76c90329a937798fc6f0b3687"},
+    {file = "unstract_adapters-0.19.0-py3-none-any.whl", hash = "sha256:107f15abf98326747625a4e0fa594650746e8bef983763aa761d4bbe36d03431"},
+    {file = "unstract_adapters-0.19.0.tar.gz", hash = "sha256:88655426a09ac3bc86ff81b6de8b1b276f395fa3bb2d697f1b3008f840d57e4c"},
 ]
 
 [[package]]
@@ -4780,7 +4780,7 @@ dependencies = [
     "botocore~=1.31.17",
     "kombu==5.3.7",
     "llama-index-llms-azure-openai==0.1.5",
-    "llama-index==0.10.28",
+    "llama-index==0.10.38",
     "redis~=5.0.1",
     "requests==2.31.0",
 ]
@@ -4800,23 +4800,23 @@ dependencies = [
 
 [[package]]
 name = "unstract-sdk"
-version = "0.31.1"
+version = "0.32.0"
 requires_python = "<3.11.1,>=3.9"
 summary = "A framework for writing Unstract Tools/Apps"
 groups = ["hook-check-django-migrations"]
 dependencies = [
     "jsonschema~=4.18.2",
-    "llama-index==0.10.28",
+    "llama-index==0.10.38",
     "openai~=1.21.2",
     "python-dotenv==1.0.0",
     "python-magic~=0.4.27",
     "tiktoken~=0.4.0",
     "transformers==4.37.0",
-    "unstract-adapters~=0.18.0",
+    "unstract-adapters~=0.19.0",
 ]
 files = [
-    {file = "unstract_sdk-0.31.1-py3-none-any.whl", hash = "sha256:3806dc331fb7b0a2eebf617bc4d17496dc8fe1537c87c46f8add915dee7066c3"},
-    {file = "unstract_sdk-0.31.1.tar.gz", hash = "sha256:06bb69e3cee9edd814ccf043c1301039b190a4aebfa5a8f1581b1d502463d049"},
+    {file = "unstract_sdk-0.32.0-py3-none-any.whl", hash = "sha256:bd95aea8a061806e2d056df48ba52f6ed055566e61971539624dd78bbd348e04"},
+    {file = "unstract_sdk-0.32.0.tar.gz", hash = "sha256:6bb422692c17f60f799ac4220410a9502a40ec01e1cec7bc3d4b54af8394f74f"},
 ]
 
 [[package]]
@@ -4831,7 +4831,7 @@ dependencies = [
     "PyYAML~=6.0.1",
     "docker~=6.1.3",
     "jsonschema~=4.18.2",
-    "unstract-adapters~=0.18.0",
+    "unstract-adapters~=0.19.0",
     "unstract-tool-sandbox",
 ]
 
diff --git a/prompt-service/pdm.lock b/prompt-service/pdm.lock
index 234f81d69..1791cd302 100644
--- a/prompt-service/pdm.lock
+++ b/prompt-service/pdm.lock
@@ -5,7 +5,7 @@
 groups = ["default", "deploy"]
 strategy = ["cross_platform", "inherit_metadata"]
 lock_version = "4.4.1"
-content_hash = "sha256:364a2c1d1f3170179d3a0b2be7c5a2ee033886cf0924287db92fb2425a411cb5"
+content_hash = "sha256:d76f4f3a24c2b68e78209ad811bf4ccdf89b227586addff234d41d2b312b6e68"
 
 [[package]]
 name = "aiohttp"
@@ -596,13 +596,13 @@ files = [
 
 [[package]]
 name = "filelock"
-version = "3.14.0"
+version = "3.15.1"
 requires_python = ">=3.8"
 summary = "A platform independent file lock."
 groups = ["default"]
 files = [
-    {file = "filelock-3.14.0-py3-none-any.whl", hash = "sha256:43339835842f110ca7ae60f1e1c160714c5a6afd15a2873419ab185334975c0f"},
-    {file = "filelock-3.14.0.tar.gz", hash = "sha256:6ea72da3be9b8c82afd3edcf99f2fffbb5076335a5ae4d03248bb5b6c3eae78a"},
+    {file = "filelock-3.15.1-py3-none-any.whl", hash = "sha256:71b3102950e91dfc1bb4209b64be4dc8854f40e5f534428d8684f953ac847fac"},
+    {file = "filelock-3.15.1.tar.gz", hash = "sha256:58a2549afdf9e02e10720eaa4d4470f56386d7a6f72edd7d0596337af8ed7ad8"},
 ]
 
 [[package]]
@@ -772,7 +772,7 @@ files = [
 
 [[package]]
 name = "google-cloud-aiplatform"
-version = "1.54.1"
+version = "1.55.0"
 requires_python = ">=3.8"
 summary = "Vertex AI API client library"
 groups = ["default"]
@@ -790,8 +790,8 @@ dependencies = [
     "shapely<3.0.0dev",
 ]
 files = [
-    {file = "google-cloud-aiplatform-1.54.1.tar.gz", hash = "sha256:01c231961cc1a1a3b049ea3ef71fb11e77b2d56d632d020ce09e419b27ff77f2"},
-    {file = "google_cloud_aiplatform-1.54.1-py2.py3-none-any.whl", hash = "sha256:43f70fcd572f15317d769e5a0e04cfb7c0e259ead3fe581d2fba4f203ace5617"},
+    {file = "google-cloud-aiplatform-1.55.0.tar.gz", hash = "sha256:aa87cb6c49ae5fde87fb831ce8ad4a853c4656fe04babe505e9144c7a9e09c1a"},
+    {file = "google_cloud_aiplatform-1.55.0-py2.py3-none-any.whl", hash = "sha256:c6cc76ca5537f4636a0c3f8c0288d2e0d2d86ef708e562d2654313e11d6ee46a"},
 ]
 
 [[package]]
@@ -1235,7 +1235,7 @@ files = [
 
 [[package]]
 name = "huggingface-hub"
-version = "0.23.3"
+version = "0.23.4"
 requires_python = ">=3.8.0"
 summary = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 groups = ["default"]
@@ -1249,8 +1249,8 @@ dependencies = [
     "typing-extensions>=3.7.4.3",
 ]
 files = [
-    {file = "huggingface_hub-0.23.3-py3-none-any.whl", hash = "sha256:22222c41223f1b7c209ae5511d2d82907325a0e3cdbce5f66949d43c598ff3bc"},
-    {file = "huggingface_hub-0.23.3.tar.gz", hash = "sha256:1a1118a0b3dea3bab6c325d71be16f5ffe441d32f3ac7c348d6875911b694b5b"},
+    {file = "huggingface_hub-0.23.4-py3-none-any.whl", hash = "sha256:3a0b957aa87150addf0cc7bd71b4d954b78e749850e1e7fb29ebbd2db64ca037"},
+    {file = "huggingface_hub-0.23.4.tar.gz", hash = "sha256:35d99016433900e44ae7efe1c209164a5a81dbbcd53a52f99c281dcd7ce22431"},
 ]
 
 [[package]]
@@ -1386,14 +1386,14 @@ files = [
 
 [[package]]
 name = "llama-index"
-version = "0.10.28"
+version = "0.10.38"
 requires_python = "<4.0,>=3.8.1"
 summary = "Interface between LLMs and your data"
 groups = ["default"]
 dependencies = [
     "llama-index-agent-openai<0.3.0,>=0.1.4",
     "llama-index-cli<0.2.0,>=0.1.2",
-    "llama-index-core<0.11.0,>=0.10.28",
+    "llama-index-core<0.11.0,>=0.10.38",
     "llama-index-embeddings-openai<0.2.0,>=0.1.5",
     "llama-index-indices-managed-llama-cloud<0.2.0,>=0.1.2",
     "llama-index-legacy<0.10.0,>=0.9.48",
@@ -1405,8 +1405,8 @@ dependencies = [
     "llama-index-readers-llama-parse<0.2.0,>=0.1.2",
 ]
 files = [
-    {file = "llama_index-0.10.28-py3-none-any.whl", hash = "sha256:2fe2857af6c2d9cefdd978931ebd09f78265a57df2d9d094d0c78869dd0715b8"},
-    {file = "llama_index-0.10.28.tar.gz", hash = "sha256:2ecf9d6da489cc3f99b1adaea50b1549efa55e04cd050f332da784a87c2db846"},
+    {file = "llama_index-0.10.38-py3-none-any.whl", hash = "sha256:5d521b0ea7111679521292432960d3b9fb53c98d55414bd42d753bc6271d234d"},
+    {file = "llama_index-0.10.38.tar.gz", hash = "sha256:5281cfa8b6e7f0f5f12897c00adcd790f7b51c130037f3561fd5630fca37bfb3"},
 ]
 
 [[package]]
@@ -1443,7 +1443,7 @@ files = [
 
 [[package]]
 name = "llama-index-core"
-version = "0.10.44"
+version = "0.10.45"
 requires_python = "<4.0,>=3.8.1"
 summary = "Interface between LLMs and your data"
 groups = ["default"]
@@ -1473,8 +1473,8 @@ dependencies = [
     "wrapt",
 ]
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+    {file = "orjson-3.10.5-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5df58d206e78c40da118a8c14fc189207fffdcb1f21b3b4c9c0c18e839b5a214"},
+    {file = "orjson-3.10.5-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:c4057c3b511bb8aef605616bd3f1f002a697c7e4da6adf095ca5b84c0fd43595"},
+    {file = "orjson-3.10.5-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:b39e006b00c57125ab974362e740c14a0c6a66ff695bff44615dcf4a70ce2b86"},
+    {file = "orjson-3.10.5-cp39-none-win32.whl", hash = "sha256:eded5138cc565a9d618e111c6d5c2547bbdd951114eb822f7f6309e04db0fb47"},
+    {file = "orjson-3.10.5-cp39-none-win_amd64.whl", hash = "sha256:cc28e90a7cae7fcba2493953cff61da5a52950e78dc2dacfe931a317ee3d8de7"},
+    {file = "orjson-3.10.5.tar.gz", hash = "sha256:7a5baef8a4284405d96c90c7c62b755e9ef1ada84c2406c24a9ebec86b89f46d"},
 ]
 
 [[package]]
@@ -2480,7 +2487,7 @@ files = [
 
 [[package]]
 name = "pydantic"
-version = "2.7.3"
+version = "2.7.4"
 requires_python = ">=3.8"
 summary = "Data validation using Python type hints"
 groups = ["default"]
@@ -2490,8 +2497,8 @@ dependencies = [
     "typing-extensions>=4.6.1",
 ]
 files = [
-    {file = "pydantic-2.7.3-py3-none-any.whl", hash = "sha256:ea91b002777bf643bb20dd717c028ec43216b24a6001a280f83877fd2655d0b4"},
-    {file = "pydantic-2.7.3.tar.gz", hash = "sha256:c46c76a40bb1296728d7a8b99aa73dd70a48c3510111ff290034f860c99c419e"},
+    {file = "pydantic-2.7.4-py3-none-any.whl", hash = "sha256:ee8538d41ccb9c0a9ad3e0e5f07bf15ed8015b481ced539a1759d8cc89ae90d0"},
+    {file = "pydantic-2.7.4.tar.gz", hash = "sha256:0c84efd9548d545f63ac0060c1e4d39bb9b14db8b3c0652338aecc07b5adec52"},
 ]
 
 [[package]]
@@ -2739,7 +2746,7 @@ files = [
 
 [[package]]
 name = "redis"
-version = "5.0.5"
+version = "5.0.6"
 requires_python = ">=3.7"
 summary = "Python client for Redis database and key-value store"
 groups = ["default"]
@@ -2747,8 +2754,8 @@ dependencies = [
     "async-timeout>=4.0.3; python_full_version < \"3.11.3\"",
 ]
 files = [
-    {file = "redis-5.0.5-py3-none-any.whl", hash = "sha256:30b47d4ebb6b7a0b9b40c1275a19b87bb6f46b3bed82a89012cf56dea4024ada"},
-    {file = "redis-5.0.5.tar.gz", hash = "sha256:3417688621acf6ee368dec4a04dd95881be24efd34c79f00d31f62bb528800ae"},
+    {file = "redis-5.0.6-py3-none-any.whl", hash = "sha256:c0d6d990850c627bbf7be01c5c4cbaadf67b48593e913bb71c9819c30df37eee"},
+    {file = "redis-5.0.6.tar.gz", hash = "sha256:38473cd7c6389ad3e44a91f4c3eaf6bcb8a9f746007f29bf4fb20824ff0b2197"},
 ]
 
 [[package]]
@@ -3201,13 +3208,13 @@ files = [
 
 [[package]]
 name = "tenacity"
-version = "8.3.0"
+version = "8.4.0"
 requires_python = ">=3.8"
 summary = "Retry code until it succeeds"
 groups = ["default"]
 files = [
-    {file = "tenacity-8.3.0-py3-none-any.whl", hash = "sha256:3649f6443dbc0d9b01b9d8020a9c4ec7a1ff5f6f3c6c8a036ef371f573fe9185"},
-    {file = "tenacity-8.3.0.tar.gz", hash = "sha256:953d4e6ad24357bceffbc9707bc74349aca9d245f68eb65419cf0c249a1949a2"},
+    {file = "tenacity-8.4.0-py3-none-any.whl", hash = "sha256:6c72aeb4d300b9858be0d52f1894ee952f0b391ec583cdc19c2523030efcc4eb"},
+    {file = "tenacity-8.4.0.tar.gz", hash = "sha256:5ea66b27e881eec324b15adc7be9ec35001d231d4cfb5d10eee1bf9323d723a9"},
 ]
 
 [[package]]
@@ -3453,7 +3460,7 @@ files = [
 
 [[package]]
 name = "unstract-adapters"
-version = "0.18.0"
+version = "0.19.0"
 requires_python = "<3.12,>=3.9"
 summary = "Unstract interface for LLMs, Embeddings and VectorDBs"
 groups = ["default"]
@@ -3476,13 +3483,13 @@ dependencies = [
     "llama-index-vector-stores-postgres==0.1.3",
     "llama-index-vector-stores-qdrant==0.2.8",
     "llama-index-vector-stores-weaviate==0.1.4",
-    "llama-index==0.10.28",
+    "llama-index==0.10.38",
     "llama-parse==0.4.1",
     "singleton-decorator~=1.0.0",
 ]
 files = [
-    {file = "unstract_adapters-0.18.0-py3-none-any.whl", hash = "sha256:320be448b60e9324854fa67c9136d65af11fbbf6e26e041634aa57990c85058c"},
-    {file = "unstract_adapters-0.18.0.tar.gz", hash = "sha256:5555dc4e5f6c5d3836afb1704260e058b33d66a76c90329a937798fc6f0b3687"},
+    {file = "unstract_adapters-0.19.0-py3-none-any.whl", hash = "sha256:107f15abf98326747625a4e0fa594650746e8bef983763aa761d4bbe36d03431"},
+    {file = "unstract_adapters-0.19.0.tar.gz", hash = "sha256:88655426a09ac3bc86ff81b6de8b1b276f395fa3bb2d697f1b3008f840d57e4c"},
 ]
 
 [[package]]
@@ -3497,30 +3504,30 @@ dependencies = [
     "botocore~=1.31.17",
     "kombu==5.3.7",
     "llama-index-llms-azure-openai==0.1.5",
-    "llama-index==0.10.28",
+    "llama-index==0.10.38",
     "redis~=5.0.1",
     "requests==2.31.0",
 ]
 
 [[package]]
 name = "unstract-sdk"
-version = "0.31.1"
+version = "0.32.0"
 requires_python = "<3.11.1,>=3.9"
 summary = "A framework for writing Unstract Tools/Apps"
 groups = ["default"]
 dependencies = [
     "jsonschema~=4.18.2",
-    "llama-index==0.10.28",
+    "llama-index==0.10.38",
     "openai~=1.21.2",
     "python-dotenv==1.0.0",
     "python-magic~=0.4.27",
     "tiktoken~=0.4.0",
     "transformers==4.37.0",
-    "unstract-adapters~=0.18.0",
+    "unstract-adapters~=0.19.0",
 ]
 files = [
-    {file = "unstract_sdk-0.31.1-py3-none-any.whl", hash = "sha256:3806dc331fb7b0a2eebf617bc4d17496dc8fe1537c87c46f8add915dee7066c3"},
-    {file = "unstract_sdk-0.31.1.tar.gz", hash = "sha256:06bb69e3cee9edd814ccf043c1301039b190a4aebfa5a8f1581b1d502463d049"},
+    {file = "unstract_sdk-0.32.0-py3-none-any.whl", hash = "sha256:bd95aea8a061806e2d056df48ba52f6ed055566e61971539624dd78bbd348e04"},
+    {file = "unstract_sdk-0.32.0.tar.gz", hash = "sha256:6bb422692c17f60f799ac4220410a9502a40ec01e1cec7bc3d4b54af8394f74f"},
 ]
 
 [[package]]
diff --git a/prompt-service/pyproject.toml b/prompt-service/pyproject.toml
index 689b658ee..2b6e9a04e 100644
--- a/prompt-service/pyproject.toml
+++ b/prompt-service/pyproject.toml
@@ -13,9 +13,10 @@ dependencies = [
     "peewee~=3.16",
     "nltk~=3.8",
     "flask~=3.0",
-    "llama-index==0.10.28",
+    "llama-index==0.10.38",
     "python-dotenv==1.0.0",
-    "unstract-sdk~=0.31.1",
+    "unstract-sdk~=0.32.0",
+    "unstract-adapters~=0.19.0",
     "redis>=5.0.3",
     "unstract-core @ file:///${PROJECT_ROOT}/../unstract/core",
 ]
diff --git a/prompt-service/src/unstract/prompt_service/main.py b/prompt-service/src/unstract/prompt_service/main.py
index 801fef9d0..631e4e527 100644
--- a/prompt-service/src/unstract/prompt_service/main.py
+++ b/prompt-service/src/unstract/prompt_service/main.py
@@ -517,7 +517,8 @@ def prompt_processor() -> Any:
                                 f"JSON format error : {answer}", LogLevel.ERROR
                             )
                             app.logger.info(
-                                f"Error parsing response (to json): {e}", LogLevel.ERROR
+                                f"Error parsing response (to json): {e}",
+                                LogLevel.ERROR,
                             )
                             structured_output[output[PSKeys.NAME]] = {}
 
@@ -749,10 +750,12 @@ def _retrieve_context(output, doc_id, vector_index, answer) -> str:
     nodes = retriever.retrieve(answer)
     text = ""
     for node in nodes:
-        if node.score > 0.6:
+        # ToDo: May have to fine-tune this value for node score or keep it
+        # configurable at the adapter level
+        if node.score > 0:
             text += node.get_content() + "\n"
         else:
-            app.logger.info("Node score is less than 0.6. " f"Ignored: {node.score}")
+            app.logger.info("Node score is less than 0. " f"Ignored: {node.score}")
     return text
 
 
diff --git a/pyproject.toml b/pyproject.toml
index 4fb459937..523594af5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -40,8 +40,8 @@ hook-check-django-migrations = [
     "psycopg2-binary==2.9.9",
     "python-dotenv==1.0.0",
     "python-magic==0.4.27",
-    "unstract-sdk~=0.31.1",
-    "unstract-adapters~=0.18.0",
+    "unstract-sdk~=0.32.0",
+    "unstract-adapters~=0.19.0",
     "-e unstract-connectors @ file:///${PROJECT_ROOT}/unstract/connectors",
     "-e unstract-core @ file:///${PROJECT_ROOT}/unstract/core",
     "-e unstract-flags @ file:///${PROJECT_ROOT}/unstract/flags",
diff --git a/tools/classifier/requirements.txt b/tools/classifier/requirements.txt
index 99653e060..9ae459636 100644
--- a/tools/classifier/requirements.txt
+++ b/tools/classifier/requirements.txt
@@ -1,4 +1,4 @@
 # Add your dependencies here
 
 # Required for all unstract tools
-unstract-sdk~=0.31.1
+unstract-sdk~=0.32.0
diff --git a/tools/classifier/src/config/properties.json b/tools/classifier/src/config/properties.json
index d092313c7..36a1d3158 100644
--- a/tools/classifier/src/config/properties.json
+++ b/tools/classifier/src/config/properties.json
@@ -2,7 +2,7 @@
   "schemaVersion": "0.0.1",
   "displayName": "File Classifier",
   "functionName": "classify",
-  "toolVersion": "0.0.20",
+  "toolVersion": "0.0.21",
   "description": "Classifies a file into a bin based on its contents",
   "input": {
     "description": "File to be classified"
diff --git a/tools/structure/requirements.txt b/tools/structure/requirements.txt
index 99653e060..9ae459636 100644
--- a/tools/structure/requirements.txt
+++ b/tools/structure/requirements.txt
@@ -1,4 +1,4 @@
 # Add your dependencies here
 
 # Required for all unstract tools
-unstract-sdk~=0.31.1
+unstract-sdk~=0.32.0
diff --git a/tools/structure/src/config/properties.json b/tools/structure/src/config/properties.json
index bb2894df2..748103158 100644
--- a/tools/structure/src/config/properties.json
+++ b/tools/structure/src/config/properties.json
@@ -2,7 +2,7 @@
   "schemaVersion": "0.0.1",
   "displayName": "Structure Tool",
   "functionName": "structure_tool",
-  "toolVersion": "0.0.24",
+  "toolVersion": "0.0.25",
   "description": "This is a template tool which can answer set of input prompts designed in the Prompt Studio",
   "input": {
     "description": "File that needs to be indexed and parsed for answers"
diff --git a/tools/text_extractor/requirements.txt b/tools/text_extractor/requirements.txt
index 99653e060..9ae459636 100644
--- a/tools/text_extractor/requirements.txt
+++ b/tools/text_extractor/requirements.txt
@@ -1,4 +1,4 @@
 # Add your dependencies here
 
 # Required for all unstract tools
-unstract-sdk~=0.31.1
+unstract-sdk~=0.32.0
diff --git a/tools/text_extractor/src/config/properties.json b/tools/text_extractor/src/config/properties.json
index 9e501ff3b..b20992dc6 100644
--- a/tools/text_extractor/src/config/properties.json
+++ b/tools/text_extractor/src/config/properties.json
@@ -2,7 +2,7 @@
   "schemaVersion": "0.0.1",
   "displayName": "Text Extractor",
   "functionName": "text_extractor",
-  "toolVersion": "0.0.19",
+  "toolVersion": "0.0.20",
   "description": "The Text Extractor is a powerful tool designed to convert documents to its text form or Extract texts from documents",
   "input": {
     "description": "Document"
diff --git a/unstract/core/pyproject.toml b/unstract/core/pyproject.toml
index c9b9928a3..fc1871756 100644
--- a/unstract/core/pyproject.toml
+++ b/unstract/core/pyproject.toml
@@ -12,7 +12,7 @@ authors = [
 dependencies = [
     "boto3~=1.28.17",
     "botocore~=1.31.17",
-    "llama-index==0.10.28",
+    "llama-index==0.10.38",
     "llama-index-llms-azure-openai==0.1.5",
     "redis~=5.0.1",
     "requests==2.31.0",
diff --git a/unstract/tool-registry/pyproject.toml b/unstract/tool-registry/pyproject.toml
index 8a2a5e615..3a46e9bae 100644
--- a/unstract/tool-registry/pyproject.toml
+++ b/unstract/tool-registry/pyproject.toml
@@ -13,7 +13,7 @@ dependencies = [
     "docker~=6.1.3",
     "jsonschema~=4.18.2",
     "PyYAML~=6.0.1",
-    "unstract-adapters~=0.18.0",
+    "unstract-adapters~=0.19.0",
     # ! IMPORTANT!
     # Local dependencies usually need to be added as:
     # https://pdm-project.org/latest/usage/dependency/#local-dependencies
diff --git a/unstract/tool-registry/src/unstract/tool_registry/public_tools.json b/unstract/tool-registry/src/unstract/tool_registry/public_tools.json
index c77b5ffb8..f743722b7 100644
--- a/unstract/tool-registry/src/unstract/tool_registry/public_tools.json
+++ b/unstract/tool-registry/src/unstract/tool_registry/public_tools.json
@@ -5,7 +5,7 @@
             "schemaVersion": "0.0.1",
             "displayName": "File Classifier",
             "functionName": "classify",
-            "toolVersion": "0.0.20",
+            "toolVersion": "0.0.21",
             "description": "Classifies a file into a bin based on its contents",
             "input": {
                 "description": "File to be classified"
@@ -139,9 +139,9 @@
             }
         },
         "icon": "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n<svg\n   enable-background=\"new 0 0 20 20\"\n   height=\"48\"\n   viewBox=\"0 0 20 20\"\n   width=\"48\"\n   fill=\"#000000\"\n   version=\"1.1\"\n   id=\"svg8109\"\n   sodipodi:docname=\"folder_copy_black_48dp.svg\"\n   xmlns:inkscape=\"http://www.inkscape.org/namespaces/inkscape\"\n   xmlns:sodipodi=\"http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd\"\n   xmlns=\"http://www.w3.org/2000/svg\"\n   xmlns:svg=\"http://www.w3.org/2000/svg\">\n  <defs\n     id=\"defs8113\" />\n  <sodipodi:namedview\n     id=\"namedview8111\"\n     pagecolor=\"#ffffff\"\n     bordercolor=\"#000000\"\n     borderopacity=\"0.25\"\n     inkscape:showpageshadow=\"2\"\n     inkscape:pageopacity=\"0.0\"\n     inkscape:pagecheckerboard=\"0\"\n     inkscape:deskcolor=\"#d1d1d1\"\n     showgrid=\"false\" />\n  <g\n     id=\"g8099\">\n    <rect\n       fill=\"none\"\n       height=\"20\"\n       width=\"20\"\n       x=\"0\"\n       id=\"rect8097\"\n       y=\"0\" />\n  </g>\n  <g\n     id=\"g8107\"\n     style=\"fill:#ff4d6d;fill-opacity:1\">\n    <g\n       id=\"g8105\"\n       style=\"fill:#ff4d6d;fill-opacity:1\">\n      <path\n         d=\"M 2.5,5 H 1 V 15.5 C 1,16.33 1.67,17 2.5,17 H 15.68 V 15.5 H 2.5 Z\"\n         id=\"path8101\"\n         style=\"fill:#ff4d6d;fill-opacity:1\" />\n      <path\n         d=\"M 16.5,4 H 11 L 9,2 H 5.5 C 4.67,2 4,2.67 4,3.5 v 9 C 4,13.33 4.67,14 5.5,14 h 11 c 0.83,0 1.5,-0.67 1.5,-1.5 v -7 C 18,4.67 17.33,4 16.5,4 Z m 0,8.5 h -11 v -9 h 2.88 l 2,2 h 6.12 z\"\n         id=\"path8103\"\n         style=\"fill:#ff4d6d;fill-opacity:1\" />\n    </g>\n  </g>\n</svg>\n",
-        "image_url": "docker:unstract/tool-classifier:0.0.20",
+        "image_url": "docker:unstract/tool-classifier:0.0.21",
         "image_name": "unstract/tool-classifier",
-        "image_tag": "0.0.20"
+        "image_tag": "0.0.21"
     },
     "text_extractor": {
         "tool_uid": "text_extractor",
@@ -149,7 +149,7 @@
             "schemaVersion": "0.0.1",
             "displayName": "Text Extractor",
             "functionName": "text_extractor",
-            "toolVersion": "0.0.19",
+            "toolVersion": "0.0.20",
             "description": "The Text Extractor is a powerful tool designed to convert documents to its text form or Extract texts from documents",
             "input": {
                 "description": "Document"
@@ -224,8 +224,8 @@
             }
         },
         "icon": "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n<svg\n   enable-background=\"new 0 0 20 20\"\n   height=\"48\"\n   viewBox=\"0 0 20 20\"\n   width=\"48\"\n   fill=\"#000000\"\n   version=\"1.1\"\n   id=\"svg8109\"\n   sodipodi:docname=\"folder_copy_black_48dp.svg\"\n   xmlns:inkscape=\"http://www.inkscape.org/namespaces/inkscape\"\n   xmlns:sodipodi=\"http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd\"\n   xmlns=\"http://www.w3.org/2000/svg\"\n   xmlns:svg=\"http://www.w3.org/2000/svg\">\n  <defs\n     id=\"defs8113\" />\n  <sodipodi:namedview\n     id=\"namedview8111\"\n     pagecolor=\"#ffffff\"\n     bordercolor=\"#000000\"\n     borderopacity=\"0.25\"\n     inkscape:showpageshadow=\"2\"\n     inkscape:pageopacity=\"0.0\"\n     inkscape:pagecheckerboard=\"0\"\n     inkscape:deskcolor=\"#d1d1d1\"\n     showgrid=\"false\" />\n  <g\n     id=\"g8099\">\n    <rect\n       fill=\"none\"\n       height=\"20\"\n       width=\"20\"\n       x=\"0\"\n       id=\"rect8097\"\n       y=\"0\" />\n  </g>\n  <g\n     id=\"g8107\"\n     style=\"fill:#ff4d6d;fill-opacity:1\">\n    <g\n       id=\"g8105\"\n       style=\"fill:#ff4d6d;fill-opacity:1\">\n      <path\n         d=\"M 2.5,5 H 1 V 15.5 C 1,16.33 1.67,17 2.5,17 H 15.68 V 15.5 H 2.5 Z\"\n         id=\"path8101\"\n         style=\"fill:#ff4d6d;fill-opacity:1\" />\n      <path\n         d=\"M 16.5,4 H 11 L 9,2 H 5.5 C 4.67,2 4,2.67 4,3.5 v 9 C 4,13.33 4.67,14 5.5,14 h 11 c 0.83,0 1.5,-0.67 1.5,-1.5 v -7 C 18,4.67 17.33,4 16.5,4 Z m 0,8.5 h -11 v -9 h 2.88 l 2,2 h 6.12 z\"\n         id=\"path8103\"\n         style=\"fill:#ff4d6d;fill-opacity:1\" />\n    </g>\n  </g>\n</svg>\n",
-        "image_url": "docker:unstract/tool-text-extractor:0.0.19",
+        "image_url": "docker:unstract/tool-text-extractor:0.0.20",
         "image_name": "unstract/tool-text-extractor",
-        "image_tag": "0.0.19"
+        "image_tag": "0.0.20"
     }
 }