diff --git a/README.md b/README.md
index c6a1cd25..343ce2be 100644
--- a/README.md
+++ b/README.md
@@ -2,7 +2,6 @@
 
 [![PyPI - Version](https://img.shields.io/pypi/v/motleycrew)](https://pypi.org/project/motleycrew/)
 [![CI](https://github.com/ShoggothAI/motleycrew/actions/workflows/build.yml/badge.svg)](https://github.com/ShoggothAI/motleycrew/actions/workflows/build.yml)
-[![GitHub commit activity (branch)](https://img.shields.io/github/commit-activity/w/ShoggothAI/motleycrew)](https://github.com/ShoggothAI/motleycrew/commits/main/)
 
 [Website](https://motleycrew.ai) •︎ [Documentation](https://motleycrew.readthedocs.io)
 
diff --git a/motleycrew/agents/__init__.py b/motleycrew/agents/__init__.py
index e240d90a..b5d8f69f 100644
--- a/motleycrew/agents/__init__.py
+++ b/motleycrew/agents/__init__.py
@@ -3,9 +3,11 @@
 from .abstract_parent import MotleyAgentAbstractParent
 from .output_handler import MotleyOutputHandler
 from .parent import MotleyAgentParent
+from .langchain import LangchainMotleyAgent
 
 __all__ = [
     "MotleyAgentAbstractParent",
     "MotleyAgentParent",
     "MotleyOutputHandler",
+    "LangchainMotleyAgent",
 ]
diff --git a/motleycrew/agents/langchain/langchain.py b/motleycrew/agents/langchain/langchain.py
index cfd394e1..08d37ccd 100644
--- a/motleycrew/agents/langchain/langchain.py
+++ b/motleycrew/agents/langchain/langchain.py
@@ -6,6 +6,7 @@
 from langchain_core.chat_history import InMemoryChatMessageHistory
 from langchain_core.runnables import RunnableConfig
 from langchain_core.runnables.history import RunnableWithMessageHistory, GetSessionHistoryCallable
+from langchain_core.prompts.chat import ChatPromptTemplate
 
 from motleycrew.agents.mixins import LangchainOutputHandlingAgentMixin
 from motleycrew.agents.parent import MotleyAgentParent
@@ -21,7 +22,7 @@ def __init__(
         self,
         description: str | None = None,
         name: str | None = None,
-        prompt_prefix: str | None = None,
+        prompt_prefix: str | ChatPromptTemplate | None = None,
         agent_factory: MotleyAgentFactory[AgentExecutor] | None = None,
         tools: Sequence[MotleySupportedTool] | None = None,
         output_handler: MotleySupportedTool | None = None,
diff --git a/motleycrew/agents/langchain/tool_calling_react.py b/motleycrew/agents/langchain/tool_calling_react.py
index 579cc415..02e5655f 100644
--- a/motleycrew/agents/langchain/tool_calling_react.py
+++ b/motleycrew/agents/langchain/tool_calling_react.py
@@ -110,7 +110,7 @@ def __init__(
         tools: Sequence[MotleySupportedTool],
         description: str | None = None,
         name: str | None = None,
-        prompt_prefix: str | None = None,
+        prompt_prefix: str | ChatPromptTemplate | None = None,
         prompt: ChatPromptTemplate | None = None,
         chat_history: bool | GetSessionHistoryCallable = True,
         output_handler: MotleySupportedTool | None = None,
diff --git a/motleycrew/agents/parent.py b/motleycrew/agents/parent.py
index 5b7d4ced..4532866c 100644
--- a/motleycrew/agents/parent.py
+++ b/motleycrew/agents/parent.py
@@ -56,7 +56,7 @@ class MotleyAgentParent(MotleyAgentAbstractParent, ABC):
 
     def __init__(
         self,
-        prompt_prefix: str | None = None,
+        prompt_prefix: str | ChatPromptTemplate | None = None,
         description: str | None = None,
         name: str | None = None,
         agent_factory: MotleyAgentFactory | None = None,
diff --git a/motleycrew/tools/image/dall_e.py b/motleycrew/tools/image/dall_e.py
index 7ef09b6f..7cd4f41d 100644
--- a/motleycrew/tools/image/dall_e.py
+++ b/motleycrew/tools/image/dall_e.py
@@ -1,8 +1,5 @@
-import mimetypes
-import os
 from typing import Optional
 
-import requests
 from langchain.agents import Tool
 from langchain.prompts import PromptTemplate
 from langchain_community.utilities.dalle_image_generator import DallEAPIWrapper
@@ -12,34 +9,9 @@
 from motleycrew.common import LLMFramework
 from motleycrew.common import logger
 from motleycrew.common.llms import init_llm
+from motleycrew.tools.image.download_image import download_url_to_directory
 from motleycrew.tools.tool import MotleyTool
 
-
-def download_image(url: str, file_path: str) -> Optional[str]:
-    response = requests.get(url, stream=True)
-    if response.status_code == requests.codes.ok:
-        try:
-            content_type = response.headers.get("content-type")
-            extension = mimetypes.guess_extension(content_type)
-        except Exception as e:
-            logger.error("Failed to guess content type: %s", e)
-            extension = None
-
-        if not extension:
-            extension = ".png"
-
-        file_path_with_extension = file_path + extension
-        logger.info("Downloading image %s to %s", url, file_path_with_extension)
-
-        with open(file_path_with_extension, "wb") as f:
-            for chunk in response:
-                f.write(chunk)
-
-        return file_path_with_extension
-    else:
-        logger.error("Failed to download image. Status code: %s", response.status_code)
-
-
 DEFAULT_REFINE_PROMPT = """Generate a detailed DALL-E prompt to generate an image
 based on the following description:
 ```{text}```
@@ -133,17 +105,7 @@ def run_dalle_and_save_images(
         return
 
     if images_directory:
-        os.makedirs(images_directory, exist_ok=True)
-        file_paths = []
-        for url in urls:
-            file_name = motley_utils.generate_hex_hash(url, length=file_name_length)
-            file_path = os.path.join(images_directory, file_name)
-
-            file_path_with_extension = download_image(url=url, file_path=file_path).replace(
-                os.sep, "/"
-            )
-            file_paths.append(file_path_with_extension)
-        return file_paths
+        return [download_url_to_directory(url, images_directory, file_name_length) for url in urls]
     else:
         logger.info("Images directory is not provided, returning URLs")
         return urls
diff --git a/motleycrew/tools/image/download_image.py b/motleycrew/tools/image/download_image.py
new file mode 100644
index 00000000..4c0f6629
--- /dev/null
+++ b/motleycrew/tools/image/download_image.py
@@ -0,0 +1,41 @@
+import mimetypes
+import os
+from typing import Optional
+
+import requests
+
+from motleycrew.common import logger, utils as motley_utils
+
+
+def download_image(url: str, file_path: str) -> Optional[str]:
+    response = requests.get(url, stream=True)
+    if response.status_code == requests.codes.ok:
+        try:
+            content_type = response.headers.get("content-type")
+            extension = mimetypes.guess_extension(content_type)
+        except Exception as e:
+            logger.error("Failed to guess content type: %s", e)
+            extension = None
+
+        if not extension:
+            extension = ".png"
+
+        file_path_with_extension = file_path + extension
+        logger.info("Downloading image %s to %s", url, file_path_with_extension)
+
+        with open(file_path_with_extension, "wb") as f:
+            for chunk in response:
+                f.write(chunk)
+
+        return file_path_with_extension
+    else:
+        logger.error("Failed to download image. Status code: %s", response.status_code)
+
+
+def download_url_to_directory(url: str, images_directory: str, file_name_length: int = 8) -> str:
+    os.makedirs(images_directory, exist_ok=True)
+    file_name = motley_utils.generate_hex_hash(url, length=file_name_length)
+    file_path = os.path.join(images_directory, file_name)
+
+    file_path_with_extension = download_image(url=url, file_path=file_path).replace(os.sep, "/")
+    return file_path_with_extension
diff --git a/motleycrew/tools/image/replicate_tool.py b/motleycrew/tools/image/replicate_tool.py
new file mode 100644
index 00000000..81f9fc46
--- /dev/null
+++ b/motleycrew/tools/image/replicate_tool.py
@@ -0,0 +1,97 @@
+from typing import Optional, List
+
+import replicate
+
+from langchain.agents import Tool
+from langchain_core.pydantic_v1 import BaseModel, Field
+
+import motleycrew.common.utils as motley_utils
+from motleycrew.tools.image.download_image import download_url_to_directory
+from motleycrew.tools.tool import MotleyTool
+from motleycrew.common import logger
+
+model_map = {
+    "sdxl": "stability-ai/sdxl:39ed52f2a78e934b3ba6e2a89f5b1c712de7dfea535525255b1aa35c5565e08b",
+    "flux-pro": "black-forest-labs/flux-pro",
+    "flux-dev": "black-forest-labs/flux-dev",
+    "flux-schnell": "black-forest-labs/flux-schnell",
+}
+
+# Each model has a different set of extra parameters, documented at pages like
+# https://replicate.com/black-forest-labs/flux-dev/api/schema
+
+
+def run_model_in_replicate(model_name: str, prompt: str, **kwargs) -> str | List[str]:
+    if model_name in model_map:
+        model_name = model_map[model_name]
+    output = replicate.run(model_name, input={"prompt": prompt, **kwargs})
+    return output
+
+
+def run_model_in_replicate_and_save_images(
+    model_name: str, prompt: str, directory_name: Optional[str] = None, **kwargs
+) -> List[str]:
+    download_urls = run_model_in_replicate(model_name, prompt, **kwargs)
+    if isinstance(download_urls, str):
+        download_urls = [download_urls]
+    if directory_name is None:
+        logger.info("Images directory is not provided, returning URLs")
+        return download_urls
+    out_files = []
+    for url in download_urls:
+        if motley_utils.is_http_url(url):
+            out_files.append(download_url_to_directory(url, directory_name))
+    return out_files
+
+
+class ImageToolInput(BaseModel):
+    """Input for the Dall-E tool."""
+
+    description: str = Field(description="image description")
+
+
+class ReplicateImageGeneratorTool(MotleyTool):
+    def __init__(self, model_name: str, images_directory: Optional[str] = None, **kwargs):
+        """
+        A tool for generating images from text descriptions using the Replicate API.
+        :param model_name: one of "sdxl", "flux-pro", "flux-dev", "flux-schnell", or a full model name supported by replicate
+        :param images_directory: the directory to save the images to
+        :param kwargs: model-specific parameters, from pages such as https://replicate.com/black-forest-labs/flux-dev/api/schema
+        """
+        self.model_name = model_name
+        self.kwargs = kwargs
+        langchain_tool = create_replicate_image_generator_langchain_tool(
+            model_name=model_name, images_directory=images_directory, **kwargs
+        )
+
+        super().__init__(langchain_tool)
+
+
+def create_replicate_image_generator_langchain_tool(
+    model_name: str, images_directory: Optional[str] = None, **kwargs
+):
+    def run_replicate_image_generator(description: str):
+        return run_model_in_replicate_and_save_images(
+            model_name=model_name,
+            prompt=description,
+            directory_name=images_directory,
+            **kwargs,
+        )
+
+    return Tool(
+        name=f"{model_name}_image_generator",
+        func=run_replicate_image_generator,
+        description=f"A wrapper around the {model_name} image generation model. Useful for when you need to generate images from a text description. "
+        "Input should be an image description.",
+        args_schema=ImageToolInput,
+    )
+
+
+if __name__ == "__main__":
+    image_dir = os.path.join(os.path.expanduser("~"), "images")
+    tool = ReplicateImageGeneratorTool("flux-pro", image_dir, aspect_ratio="3:2")
+    output = tool.invoke(
+        "A beautiful sunset over the mountains, with a dragon flying into the sunset, photorealistic style."
+    )
+    print(output)
+    print("yay!")
diff --git a/poetry.lock b/poetry.lock
index f88697d5..700ca882 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1260,7 +1260,7 @@ files = [
 name = "distro"
 version = "1.9.0"
 description = "Distro - an OS platform information API"
-optional = true
+optional = false
 python-versions = ">=3.6"
 files = [
     {file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"},
@@ -1652,12 +1652,12 @@ files = [
 google-auth = ">=2.14.1,<3.0.dev0"
 googleapis-common-protos = ">=1.56.2,<2.0.dev0"
 grpcio = [
-    {version = ">=1.33.2,<2.0dev", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
     {version = ">=1.49.1,<2.0dev", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
+    {version = ">=1.33.2,<2.0dev", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
 ]
 grpcio-status = [
-    {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
     {version = ">=1.49.1,<2.0.dev0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
+    {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
 ]
 proto-plus = ">=1.22.3,<2.0.0dev"
 protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0.dev0"
@@ -2616,7 +2616,7 @@ i18n = ["Babel (>=2.7)"]
 name = "jiter"
 version = "0.4.2"
 description = "Fast iterable JSON parser."
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
     {file = "jiter-0.4.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:c2b003ff58d14f5e182b875acd5177b2367245c19a03be9a2230535d296f7550"},
@@ -2938,8 +2938,8 @@ langchain-core = ">=0.2.32,<0.3.0"
 langchain-text-splitters = ">=0.2.0,<0.3.0"
 langsmith = ">=0.1.17,<0.2.0"
 numpy = [
-    {version = ">=1,<2", markers = "python_version < \"3.12\""},
     {version = ">=1.26.0,<2.0.0", markers = "python_version >= \"3.12\""},
+    {version = ">=1,<2", markers = "python_version < \"3.12\""},
 ]
 pydantic = ">=1,<3"
 PyYAML = ">=5.3"
@@ -2986,8 +2986,8 @@ langchain = ">=0.2.13,<0.3.0"
 langchain-core = ">=0.2.30,<0.3.0"
 langsmith = ">=0.1.0,<0.2.0"
 numpy = [
-    {version = ">=1,<2", markers = "python_version < \"3.12\""},
     {version = ">=1.26.0,<2.0.0", markers = "python_version >= \"3.12\""},
+    {version = ">=1,<2", markers = "python_version < \"3.12\""},
 ]
 PyYAML = ">=5.3"
 requests = ">=2,<3"
@@ -3010,8 +3010,8 @@ jsonpatch = ">=1.33,<2.0"
 langsmith = ">=0.1.75,<0.2.0"
 packaging = ">=23.2,<25"
 pydantic = [
-    {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""},
     {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""},
+    {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""},
 ]
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
@@ -3036,7 +3036,7 @@ langchain-core = ">=0.2.10,<0.3.0"
 name = "langchain-openai"
 version = "0.1.22"
 description = "An integration package connecting OpenAI and LangChain"
-optional = true
+optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
     {file = "langchain_openai-0.1.22-py3-none-any.whl", hash = "sha256:e184ab867a30f803dc210a388537186b1b670a33d910a7e0fa4e0329d3b6c654"},
@@ -3093,8 +3093,8 @@ files = [
 httpx = ">=0.23.0,<1"
 orjson = ">=3.9.14,<4.0.0"
 pydantic = [
-    {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""},
     {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""},
+    {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""},
 ]
 requests = ">=2,<3"
 
@@ -4177,7 +4177,7 @@ sympy = "*"
 name = "openai"
 version = "1.42.0"
 description = "The official Python library for the openai API"
-optional = true
+optional = false
 python-versions = ">=3.7.1"
 files = [
     {file = "openai-1.42.0-py3-none-any.whl", hash = "sha256:dc91e0307033a4f94931e5d03cc3b29b9717014ad5e73f9f2051b6cb5eda4d80"},
@@ -4508,9 +4508,9 @@ files = [
 
 [package.dependencies]
 numpy = [
+    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
     {version = ">=1.22.4", markers = "python_version < \"3.11\""},
     {version = ">=1.23.2", markers = "python_version == \"3.11\""},
-    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
@@ -5056,8 +5056,8 @@ files = [
 annotated-types = ">=0.4.0"
 pydantic-core = "2.20.1"
 typing-extensions = [
-    {version = ">=4.6.1", markers = "python_version < \"3.13\""},
     {version = ">=4.12.2", markers = "python_version >= \"3.13\""},
+    {version = ">=4.6.1", markers = "python_version < \"3.13\""},
 ]
 
 [package.extras]
@@ -5580,8 +5580,8 @@ grpcio = ">=1.41.0"
 grpcio-tools = ">=1.41.0"
 httpx = {version = ">=0.20.0", extras = ["http2"]}
 numpy = [
-    {version = ">=1.21", markers = "python_version >= \"3.8\" and python_version < \"3.12\""},
     {version = ">=1.26", markers = "python_version >= \"3.12\""},
+    {version = ">=1.21", markers = "python_version >= \"3.8\" and python_version < \"3.12\""},
 ]
 portalocker = ">=2.7.0,<3.0.0"
 pydantic = ">=1.10.8"
@@ -5610,7 +5610,7 @@ rpds-py = ">=0.7.0"
 name = "regex"
 version = "2023.12.25"
 description = "Alternative regular expression module, to replace re."
-optional = true
+optional = false
 python-versions = ">=3.7"
 files = [
     {file = "regex-2023.12.25-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:0694219a1d54336fd0445ea382d49d36882415c0134ee1e8332afd1529f0baa5"},
@@ -6405,7 +6405,7 @@ test = ["pytest", "tornado (>=4.5)", "typeguard"]
 name = "tiktoken"
 version = "0.7.0"
 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
     {file = "tiktoken-0.7.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:485f3cc6aba7c6b6ce388ba634fbba656d9ee27f766216f45146beb4ac18b25f"},
@@ -6623,7 +6623,7 @@ files = [
 name = "tqdm"
 version = "4.66.5"
 description = "Fast, Extensible Progress Meter"
-optional = true
+optional = false
 python-versions = ">=3.7"
 files = [
     {file = "tqdm-4.66.5-py3-none-any.whl", hash = "sha256:90279a3770753eafc9194a0364852159802111925aa30eb3f9d85b0e805ac7cd"},
@@ -7247,4 +7247,4 @@ pglast = ["pglast"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<=3.13"
-content-hash = "af4acdd5127059f3337c8bef03cc9dbd1b1913ec68e506c8be027cb7e0466cc9"
+content-hash = "67dac7ce7e5c4e8d74269db4fbdccf30433ad0f824d1d9b5de31f45be7256dca"
diff --git a/pyproject.toml b/pyproject.toml
index 5e642446..3d69d3ef 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -26,6 +26,7 @@ curl-cffi = "^0.6.4"
 httpx = "^0.27.0"
 motleycache = "^0.0.4"
 pglast = {version = "^6.2", optional = true}
+langchain-openai = "^0.1.22"
 
 [tool.poetry.group.dev.dependencies]
 black = "^24.2.0"