diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 98dddaa84..f98336ba9 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -1,6 +1,6 @@
 # Contributing to LangFlow
 
-Hello there! I appreciate your interest in contributing to LangFlow.
+Hello there! We appreciate your interest in contributing to LangFlow.
 As an open-source project in a rapidly developing field, we are extremely open
 to contributions, whether it be in the form of a new feature, improved infra, or better documentation.
 
diff --git a/README.md b/README.md
index 8de32742a..970496349 100644
--- a/README.md
+++ b/README.md
@@ -49,7 +49,7 @@ flow("Hey, have you heard of LangFlow?")
 
 ## 👋 Contributing
 
-We welcome contributions from developers of all levels to our open-source project on GitHub. If you'd like to contribute, please check our contributing guidelines and help make LangFlow more accessible.
+We welcome contributions from developers of all levels to our open-source project on GitHub. If you'd like to contribute, please check our [contributing guidelines](./CONTRIBUTING.md) and help make LangFlow more accessible.
 
 
 [![Star History Chart](https://api.star-history.com/svg?repos=logspace-ai/langflow&type=Timeline)](https://star-history.com/#logspace-ai/langflow&Date)
diff --git a/dev.Dockerfile b/dev.Dockerfile
index b8005862e..be9688f75 100644
--- a/dev.Dockerfile
+++ b/dev.Dockerfile
@@ -3,7 +3,7 @@ FROM python:3.10-slim
 WORKDIR /app
 
 # Install Poetry
-RUN apt-get update && apt-get install gcc curl build-essential -y
+RUN apt-get update && apt-get install gcc g++ curl build-essential -y
 RUN curl -sSL https://install.python-poetry.org | python3 -
 # # Add Poetry to PATH
 ENV PATH="${PATH}:/root/.local/bin"
diff --git a/poetry.lock b/poetry.lock
index 92ded8aff..16fb6c91a 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.4.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand.
 
 [[package]]
 name = "aiohttp"
@@ -232,14 +232,14 @@ files = [
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.12.1"
+version = "4.12.2"
 description = "Screen-scraping library"
 category = "main"
 optional = false
 python-versions = ">=3.6.0"
 files = [
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-    {file = "beautifulsoup4-4.12.1.tar.gz", hash = "sha256:c7bdbfb20a0dbe09518b96a809d93351b2e2bcb8046c0809466fa6632a10c257"},
+    {file = "beautifulsoup4-4.12.2-py3-none-any.whl", hash = "sha256:bd2520ca0d9d7d12694a53d44ac482d181b4ec1888909b035a3dbf40d0f57d4a"},
+    {file = "beautifulsoup4-4.12.2.tar.gz", hash = "sha256:492bbc69dca35d12daac71c4db1bfff0c876c00ef4a2ffacce226d4638eb72da"},
 ]
 
 [package.dependencies]
@@ -527,77 +527,77 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [[package]]
 name = "clickhouse-connect"
-version = "0.5.19"
+version = "0.5.20"
 description = "ClickHouse core driver, SqlAlchemy, and Superset libraries"
 category = "main"
 optional = false
 python-versions = "~=3.7"
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+version = "2.15.0"
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 [package.extras]
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+testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "xmlschema"]
 
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+    {file = "websockets-11.0.1-pp39-pypy39_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:42aa05e890fcf1faed8e535c088a1f0f27675827cbacf62d3024eb1e6d4c9e0c"},
+    {file = "websockets-11.0.1-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:5d4f4b341100d313b08149d7031eb6d12738ac758b0c90d2f9be8675f401b019"},
+    {file = "websockets-11.0.1-py3-none-any.whl", hash = "sha256:85b4127f7da332feb932eee833c70e5e1670469e8c9de7ef3874aa2a91a6fbb2"},
+    {file = "websockets-11.0.1.tar.gz", hash = "sha256:369410925b240b30ef1c1deadbd6331e9cd865ad0b8966bf31e276cc8e0da159"},
 ]
 
 [[package]]
@@ -4313,4 +4326,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "70e86f7d3b5caed792e37ccf9e11ed95008e5078dd8830e4f8b96cc1d35c7b60"
+content-hash = "e591f76a5e2d3b4ff7fe6642ed440d7aa002b7c65777db018928a58a219e9212"
diff --git a/pyproject.toml b/pyproject.toml
index b6b30d805..d64a1cd56 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "langflow"
-version = "0.0.54"
+version = "0.0.55"
 description = "A Python package with a built-in web application"
 authors = ["Logspace <contact@logspace.ai>"]
 maintainers = [
@@ -37,6 +37,7 @@ pandas = "^1.5.3"
 chromadb = "^0.3.21"
 huggingface-hub = "^0.13.3"
 rich = "^13.3.3"
+llama-cpp-python = "0.1.23"
 
 [tool.poetry.group.dev.dependencies]
 black = "^23.1.0"
diff --git a/src/backend/langflow/config.yaml b/src/backend/langflow/config.yaml
index 8bd929036..94156d0eb 100644
--- a/src/backend/langflow/config.yaml
+++ b/src/backend/langflow/config.yaml
@@ -29,6 +29,7 @@ llms:
   # - AzureOpenAI
   - ChatOpenAI
   - HuggingFaceHub
+  - LlamaCpp
 
 tools:
   - Search
diff --git a/src/backend/langflow/graph/base.py b/src/backend/langflow/graph/base.py
index 2a74a8233..490517362 100644
--- a/src/backend/langflow/graph/base.py
+++ b/src/backend/langflow/graph/base.py
@@ -4,6 +4,7 @@
 #   - Build each inner agent first, then build the outer agent
 
 import types
+import warnings
 from copy import deepcopy
 from typing import Any, Dict, List, Optional
 
@@ -119,7 +120,13 @@ class Node:
                     params[key] = edges[0].source
 
             elif value["required"] or value.get("value"):
-                params[key] = value["value"]
+                # If value does not have value this still passes
+                # but then gives a keyError
+                # so we need to check if value has value
+                new_value = value.get("value")
+                if new_value is None:
+                    warnings.warn(f"Value for {key} in {self.node_type} is None. ")
+                params[key] = new_value
 
         # Add _type to params
         self.params = params
diff --git a/src/backend/langflow/graph/constants.py b/src/backend/langflow/graph/constants.py
index 095843816..8372e13a7 100644
--- a/src/backend/langflow/graph/constants.py
+++ b/src/backend/langflow/graph/constants.py
@@ -1 +1 @@
-DIRECT_TYPES = ["str", "bool", "code", "int", "float", "Any"]
+DIRECT_TYPES = ["str", "bool", "code", "int", "float", "Any", "prompt"]
diff --git a/src/backend/langflow/graph/nodes.py b/src/backend/langflow/graph/nodes.py
index cda327e6d..5c762b540 100644
--- a/src/backend/langflow/graph/nodes.py
+++ b/src/backend/langflow/graph/nodes.py
@@ -54,7 +54,10 @@ class PromptNode(Node):
         tools: Optional[Union[List[Node], List[ToolNode]]] = None,
     ) -> Any:
         if not self._built or force:
-            if "input_variables" not in self.params:
+            if (
+                "input_variables" not in self.params
+                or self.params["input_variables"] is None
+            ):
                 self.params["input_variables"] = []
             # Check if it is a ZeroShotPrompt and needs a tool
             if "ShotPrompt" in self.node_type:
@@ -74,7 +77,6 @@ class PromptNode(Node):
             for param in prompt_params:
                 prompt_text = self.params[param]
                 variables = extract_input_variables_from_prompt(prompt_text)
-
                 self.params["input_variables"].extend(variables)
             self.params["input_variables"] = list(set(self.params["input_variables"]))
 
diff --git a/src/backend/langflow/interface/chains/base.py b/src/backend/langflow/interface/chains/base.py
index 0a46d3474..6f90b0e62 100644
--- a/src/backend/langflow/interface/chains/base.py
+++ b/src/backend/langflow/interface/chains/base.py
@@ -1,9 +1,10 @@
-from typing import Dict, List, Optional
+from typing import Dict, List, Optional, Type
 
 from langflow.custom.customs import get_custom_nodes
 from langflow.interface.base import LangChainTypeCreator
 from langflow.interface.custom_lists import chain_type_to_cls_dict
 from langflow.settings import settings
+from langflow.template.nodes import ChainFrontendNode
 from langflow.utils.util import build_template_from_class
 
 # Assuming necessary imports for Field, Template, and FrontendNode classes
@@ -12,6 +13,10 @@ from langflow.utils.util import build_template_from_class
 class ChainCreator(LangChainTypeCreator):
     type_name: str = "chains"
 
+    @property
+    def frontend_node_class(self) -> Type[ChainFrontendNode]:
+        return ChainFrontendNode
+
     @property
     def type_to_loader_dict(self) -> Dict:
         if self.type_dict is None:
diff --git a/src/backend/langflow/interface/llms/base.py b/src/backend/langflow/interface/llms/base.py
index 85f9035db..91eefd845 100644
--- a/src/backend/langflow/interface/llms/base.py
+++ b/src/backend/langflow/interface/llms/base.py
@@ -1,14 +1,19 @@
-from typing import Dict, List, Optional
+from typing import Dict, List, Optional, Type
 
 from langflow.interface.base import LangChainTypeCreator
 from langflow.interface.custom_lists import llm_type_to_cls_dict
 from langflow.settings import settings
+from langflow.template.nodes import LLMFrontendNode
 from langflow.utils.util import build_template_from_class
 
 
 class LLMCreator(LangChainTypeCreator):
     type_name: str = "llms"
 
+    @property
+    def frontend_node_class(self) -> Type[LLMFrontendNode]:
+        return LLMFrontendNode
+
     @property
     def type_to_loader_dict(self) -> Dict:
         if self.type_dict is None:
diff --git a/src/backend/langflow/interface/tools/base.py b/src/backend/langflow/interface/tools/base.py
index 4989a7d4b..8a89c429d 100644
--- a/src/backend/langflow/interface/tools/base.py
+++ b/src/backend/langflow/interface/tools/base.py
@@ -73,9 +73,14 @@ class ToolCreator(LangChainTypeCreator):
         base_classes = ["Tool"]
         all_tools = {}
         for tool in self.type_to_loader_dict.keys():
-            if tool_params := get_tool_params(get_tool_by_name(tool)):
+            tool_fcn = get_tool_by_name(tool)
+            if tool_params := get_tool_params(tool_fcn):
                 tool_name = tool_params.get("name") or str(tool)
-                all_tools[tool_name] = {"type": tool, "params": tool_params}
+                all_tools[tool_name] = {
+                    "type": tool,
+                    "params": tool_params,
+                    "fcn": tool_fcn,
+                }
 
         # Raise error if name is not in tools
         if name not in all_tools.keys():
@@ -83,15 +88,21 @@ class ToolCreator(LangChainTypeCreator):
 
         tool_type: str = all_tools[name]["type"]  # type: ignore
 
-        if tool_type in _BASE_TOOLS:
+        if all_tools[tool_type]["fcn"] in _BASE_TOOLS.values():
             params = []
-        elif tool_type in _LLM_TOOLS:
+        elif all_tools[tool_type]["fcn"] in _LLM_TOOLS.values():
             params = ["llm"]
-        elif tool_type in _EXTRA_LLM_TOOLS:
-            _, extra_keys = _EXTRA_LLM_TOOLS[tool_type]
+        elif all_tools[tool_type]["fcn"] in [
+            val[0] for val in _EXTRA_LLM_TOOLS.values()
+        ]:
+            n_dict = {val[0]: val[1] for val in _EXTRA_LLM_TOOLS.values()}
+            extra_keys = n_dict[all_tools[tool_type]["fcn"]]
             params = ["llm"] + extra_keys
-        elif tool_type in _EXTRA_OPTIONAL_TOOLS:
-            _, extra_keys = _EXTRA_OPTIONAL_TOOLS[tool_type]
+        elif all_tools[tool_type]["fcn"] in [
+            val[0] for val in _EXTRA_OPTIONAL_TOOLS.values()
+        ]:
+            n_dict = {val[0]: val[1] for val in _EXTRA_OPTIONAL_TOOLS.values()}  # type: ignore
+            extra_keys = n_dict[all_tools[tool_type]["fcn"]]
             params = extra_keys
         elif tool_type == "Tool":
             params = ["name", "description", "func"]
@@ -104,7 +115,6 @@ class ToolCreator(LangChainTypeCreator):
         elif tool_type in FILE_TOOLS:
             params = all_tools[name]["params"]  # type: ignore
             base_classes += [name]
-
         else:
             params = []
 
diff --git a/src/backend/langflow/template/nodes.py b/src/backend/langflow/template/nodes.py
index e8466c3cb..65df3d613 100644
--- a/src/backend/langflow/template/nodes.py
+++ b/src/backend/langflow/template/nodes.py
@@ -345,3 +345,41 @@ class MemoryFrontendNode(FrontendNode):
             field.field_type = "int"
             field.value = 10
             field.display_name = "Memory Size"
+
+
+class ChainFrontendNode(FrontendNode):
+    @staticmethod
+    def format_field(field: TemplateField, name: Optional[str] = None) -> None:
+        FrontendNode.format_field(field, name)
+
+        if "key" in field.name:
+            field.password = False
+            field.show = False
+
+
+class LLMFrontendNode(FrontendNode):
+    @staticmethod
+    def format_field(field: TemplateField, name: Optional[str] = None) -> None:
+        display_names_dict = {
+            "huggingfacehub_api_token": "HuggingFace Hub API Token",
+        }
+        FrontendNode.format_field(field, name)
+        SHOW_FIELDS = ["repo_id", "task", "model_kwargs"]
+        if field.name in SHOW_FIELDS:
+            field.show = True
+
+        if "api" in field.name and ("key" in field.name or "token" in field.name):
+            field.password = True
+            field.show = True
+            field.required = True
+
+        if field.name == "task":
+            field.required = True
+            field.show = True
+            field.is_list = True
+            field.options = ["text-generation", "text2text-generation"]
+
+        if display_name := display_names_dict.get(field.name):
+            field.display_name = display_name
+        if field.name == "model_kwargs":
+            field.field_type = "code"
diff --git a/tests/test_graph.py b/tests/test_graph.py
index bbdacc7cb..65a9d0ea6 100644
--- a/tests/test_graph.py
+++ b/tests/test_graph.py
@@ -1,4 +1,5 @@
 import json
+from typing import Type, Union
 
 import pytest
 from langchain.agents import AgentExecutor
@@ -14,6 +15,8 @@ from langflow.graph.nodes import (
     WrapperNode,
 )
 from langflow.utils.payload import build_json, get_root_node
+from langflow.interface.run import get_result_and_thought_using_graph
+from langchain.llms.fake import FakeListLLM
 
 # Test cases for the graph module
 
@@ -53,7 +56,7 @@ def openapi_graph():
     return get_graph("openapi")
 
 
-def get_node_by_type(graph, node_type):
+def get_node_by_type(graph, node_type: Type[Node]) -> Union[Node, None]:
     """Get a node by type"""
     return next((node for node in graph.nodes if isinstance(node, node_type)), None)
 
@@ -418,3 +421,28 @@ def test_wrapper_node_build(openapi_graph):
     built_object = wrapper_node.build()
     assert built_object is not None
     # Add any further assertions specific to the WrapperNode's build() method
+
+
+def test_get_result_and_thought(basic_graph):
+    """Test the get_result_and_thought method"""
+    responses = [
+        "Final Answer: I am a response",
+    ]
+    message = "Hello"
+    # Find the node that is an LLMNode and change the
+    # _built_object to a FakeListLLM
+    llm_node = get_node_by_type(basic_graph, LLMNode)
+    assert llm_node is not None
+    llm_node._built_object = FakeListLLM(responses=responses)
+    llm_node._built = True
+    langchain_object = basic_graph.build()
+    # assert all nodes are built
+    assert all(node._built for node in basic_graph.nodes)
+    # now build again and check if FakeListLLM was used
+
+    # Get the result and thought
+    result, thought = get_result_and_thought_using_graph(langchain_object, message)
+    # The result should be a str
+    assert isinstance(result, str)
+    # The thought should be a Thought
+    assert isinstance(thought, str)
diff --git a/tests/test_llms_template.py b/tests/test_llms_template.py
index e5bfe7e6e..de1ebfb29 100644
--- a/tests/test_llms_template.py
+++ b/tests/test_llms_template.py
@@ -53,7 +53,7 @@ def test_hugging_face_hub(client: TestClient):
     assert template["repo_id"] == {
         "required": False,
         "placeholder": "",
-        "show": False,
+        "show": True,
         "multiline": False,
         "value": "gpt2",
         "password": False,
@@ -62,19 +62,20 @@ def test_hugging_face_hub(client: TestClient):
         "list": False,
     }
     assert template["task"] == {
-        "required": False,
+        "required": True,
         "placeholder": "",
-        "show": False,
+        "show": True,
         "multiline": False,
         "password": False,
+        "options": ["text-generation", "text2text-generation"],
         "name": "task",
         "type": "str",
-        "list": False,
+        "list": True,
     }
     assert template["model_kwargs"] == {
         "required": False,
         "placeholder": "",
-        "show": False,
+        "show": True,
         "multiline": False,
         "password": False,
         "name": "model_kwargs",
@@ -82,12 +83,13 @@ def test_hugging_face_hub(client: TestClient):
         "list": False,
     }
     assert template["huggingfacehub_api_token"] == {
-        "required": False,
+        "required": True,
         "placeholder": "",
         "show": True,
         "multiline": False,
         "password": True,
         "name": "huggingfacehub_api_token",
+        "display_name": "HuggingFace Hub API Token",
         "type": "str",
         "list": False,
     }
@@ -231,7 +233,7 @@ def test_openai(client: TestClient):
     assert template["model_kwargs"] == {
         "required": False,
         "placeholder": "",
-        "show": False,
+        "show": True,
         "multiline": False,
         "password": False,
         "name": "model_kwargs",
@@ -361,7 +363,7 @@ def test_chat_open_ai(client: TestClient):
     assert template["model_kwargs"] == {
         "required": False,
         "placeholder": "",
-        "show": False,
+        "show": True,
         "multiline": False,
         "password": False,
         "name": "model_kwargs",