diff --git a/.github/workflows/proxy_test.yaml b/.github/workflows/proxy_test.yaml
new file mode 100644
index 0000000..283d773
--- /dev/null
+++ b/.github/workflows/proxy_test.yaml
@@ -0,0 +1,65 @@
+name: Python Tests
+
+on:
+  push:
+    branches:
+    - main
+  pull_request:
+
+jobs:
+  unit:
+    env:
+      PROXY_KEY: fake
+      AWS_REGION: fake
+      AWS_ACCESS_KEY: fake
+      AWS_SECRET_ACCESS_KEY: fake
+
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v4
+    - name: Install uv
+      uses: astral-sh/setup-uv@v3
+    - name: Set up Python
+      uses: actions/setup-python@v5
+      with:
+        python-version-file: "./proxy/.python-version"
+    - name: Install the project
+      run: uv sync --all-extras --dev --directory proxy
+    - name: Run tests
+      id: run-tests
+      run: >
+        uv run --directory proxy pytest . \
+          --junitxml=pytest.xml \
+          --cov-report=term-missing:skip-covered \
+          --cov-report=xml:coverage.xml \
+          --cov=src tests \
+          --log-level=DEBUG \
+          --verbose
+    - name: Upload coverage to Codecov
+      uses: codecov/codecov-action@v4
+      with:
+        token: ${{ secrets.CODECOV_TOKEN }}
+        verbose: true
+
+  ruff:
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v4
+    - name: Change Directory
+      run: cd proxy
+    - uses: chartboost/ruff-action@v1
+
+  mypy:
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v4
+    - name: Install uv
+      uses: astral-sh/setup-uv@v3
+    - name: Set up Python
+      uses: actions/setup-python@v5
+      with:
+        python-version-file: "./proxy/.python-version"
+    - name: Install the project
+      run: uv sync --all-extras --dev --directory proxy
+    - name: Run mypy
+      run: uv run --directory proxy mypy .
\ No newline at end of file
diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml
index d0d5d5f..5acf2bd 100644
--- a/.github/workflows/release.yaml
+++ b/.github/workflows/release.yaml
@@ -45,3 +45,40 @@ jobs:
           tags: ${{ steps.meta.outputs.tags }}
           labels: ${{ steps.meta.outputs.labels }}
 
+  push_docbot_proxy:
+    name: Push Docker image to Docker Hub
+    runs-on: ubuntu-latest
+    steps:
+      - name: Check out the repo
+        uses: actions/checkout@v4
+        with:
+          lfs: true
+
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v3
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+
+      - name: Log in to Docker Hub
+        uses: docker/login-action@v3
+        with:
+          username: ${{ secrets.DOCKER_USERNAME }}
+          password: ${{ secrets.DOCKER_PASSWORD }}
+
+      - name: Extract metadata (tags, labels) for Docker
+        id: meta
+        uses: docker/metadata-action@v5.5.1
+        with:
+          images: cmidair/doc-bot-proxy
+
+      - name: Build and push Docker image
+        uses: docker/build-push-action@v6.9.0
+        with:
+          platforms: linux/amd64,linux/arm64
+          context: ./proxy
+          file: ./proxy/Dockerfile
+          push: true
+          tags: ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}
+
diff --git a/.gitignore b/.gitignore
index f71f2ea..059c3c5 100644
--- a/.gitignore
+++ b/.gitignore
@@ -2,4 +2,6 @@
 .venv
 .pytest_cache
 .open-webui
-local
\ No newline at end of file
+local
+*.pyc
+__pycache__
\ No newline at end of file
diff --git a/docker-compose.yaml b/docker-compose.yaml
index 61a1bc4..c886755 100644
--- a/docker-compose.yaml
+++ b/docker-compose.yaml
@@ -15,16 +15,32 @@ services:
           target: /app/config.yaml
         - action: rebuild
           path: .env
-        - action: rebuild
-          path: docker-compose.yaml
 
   open_webui:
-    image: ghcr.io/open-webui/open-webui
+    image: ghcr.io/open-webui/open-webui:dev
     ports:
       - 3000:8080
     env_file:
       - .env
     volumes:
       - ./.open-webui:/app/backend/data
+
+  ai_proxy:
+    build:
+      context: proxy  
+      dockerfile: Dockerfile
+    ports:
+      - 8080:8080
+    env_file:
+      - .env
+    develop:
+      watch:
+        - action: rebuild
+          path: ./proxy/app
+          target: /app/app
+        - action: rebuild
+          path: ./proxy/uv.lock
+
+  
     
   
\ No newline at end of file
diff --git a/proxy/.python-version b/proxy/.python-version
new file mode 100644
index 0000000..e4fba21
--- /dev/null
+++ b/proxy/.python-version
@@ -0,0 +1 @@
+3.12
diff --git a/proxy/Dockerfile b/proxy/Dockerfile
new file mode 100644
index 0000000..db8a873
--- /dev/null
+++ b/proxy/Dockerfile
@@ -0,0 +1,12 @@
+FROM ghcr.io/astral-sh/uv:python3.12-bookworm-slim
+
+WORKDIR /app
+
+EXPOSE 8080
+
+COPY pyproject.toml uv.lock .python-version ./
+RUN uv sync --locked --no-cache 
+
+COPY ./app ./app
+
+CMD ["uv", "run", "fastapi", "run", "app/main.py", "--port", "8080"]
\ No newline at end of file
diff --git a/proxy/app/__init__.py b/proxy/app/__init__.py
new file mode 100644
index 0000000..920c9b7
--- /dev/null
+++ b/proxy/app/__init__.py
@@ -0,0 +1 @@
+"""Proxy server for AI models with the OpenAI interface."""
diff --git a/proxy/app/core/__init__.py b/proxy/app/core/__init__.py
new file mode 100644
index 0000000..81841a5
--- /dev/null
+++ b/proxy/app/core/__init__.py
@@ -0,0 +1 @@
+"""Core configurations and functionality for the server."""
diff --git a/proxy/app/core/auth.py b/proxy/app/core/auth.py
new file mode 100644
index 0000000..bd0922e
--- /dev/null
+++ b/proxy/app/core/auth.py
@@ -0,0 +1,22 @@
+"""Authentication functionality for the server."""
+
+import fastapi
+from fastapi import status
+from fastapi.security import api_key
+
+from app.core import config
+
+settings = config.get_settings()
+
+
+async def check_api_key(
+    api_key: str = fastapi.Depends(api_key.APIKeyHeader(name="Authorization")),
+) -> None:
+    """Checks whether the API key is provided in the Authorizaion header.
+
+    Args:
+        api_key: API key, provided in the header.
+    """
+    if api_key == "Bearer " + settings.PROXY_KEY.get_secret_value():
+        return
+    raise fastapi.HTTPException(status.HTTP_401_UNAUTHORIZED, "Unauthorized.")
diff --git a/proxy/app/core/config.py b/proxy/app/core/config.py
new file mode 100644
index 0000000..965b93e
--- /dev/null
+++ b/proxy/app/core/config.py
@@ -0,0 +1,45 @@
+"""Configurations for the application."""
+
+import functools
+import logging
+
+import pydantic
+import pydantic_settings
+
+
+class Settings(pydantic_settings.BaseSettings):
+    """App settings."""
+
+    PROXY_KEY: pydantic.SecretStr = pydantic.Field(...)
+
+    AWS_REGION: str = pydantic.Field(...)
+    AWS_ACCESS_KEY: pydantic.SecretStr = pydantic.Field(...)
+    AWS_SECRET_ACCESS_KEY: pydantic.SecretStr = pydantic.Field(...)
+
+    LOGGER_VERBOSITY: int = logging.INFO
+
+
+@functools.lru_cache
+def get_settings() -> Settings:
+    """Gets the app settings."""
+    return Settings()
+
+
+def get_logger() -> logging.Logger:
+    """Gets the logger."""
+    logger = logging.getLogger("ai-proxy")
+    if logger.hasHandlers():
+        return logger
+
+    logger.setLevel(get_settings().LOGGER_VERBOSITY)
+    logger.propagate = False
+
+    formatter = logging.Formatter(
+        "%(asctime)s - %(name)s - %(levelname)s - %(filename)s:%(lineno)s - %(funcName)s - %(message)s",  # noqa: E501
+    )
+
+    handler = logging.StreamHandler()
+    handler.setFormatter(formatter)
+    logger.addHandler(handler)
+
+    return logger
diff --git a/proxy/app/main.py b/proxy/app/main.py
new file mode 100644
index 0000000..4146e62
--- /dev/null
+++ b/proxy/app/main.py
@@ -0,0 +1,23 @@
+"""Entrypoint for the server."""
+
+import fastapi
+from fastapi import status
+
+from app.core import auth, config
+from app.routers.embeddings import views as embeddings_views
+
+logger = config.get_logger()
+
+app = fastapi.FastAPI(
+    title="Model Proxy",
+    description=(
+        "A proxy for AI models not well supported by LiteLLM. The goal is to "
+        "convert these to LiteLLM if/when their support improves."
+    ),
+    dependencies=[fastapi.Depends(auth.check_api_key)],
+    responses={status.HTTP_401_UNAUTHORIZED: {"description": "Unauthorized."}},
+)
+
+version_router = fastapi.APIRouter(prefix="/v1")
+version_router.include_router(embeddings_views.router)
+app.include_router(version_router)
diff --git a/proxy/app/routers/embeddings/__init__.py b/proxy/app/routers/embeddings/__init__.py
new file mode 100644
index 0000000..937762b
--- /dev/null
+++ b/proxy/app/routers/embeddings/__init__.py
@@ -0,0 +1 @@
+"""Embeddings router."""
diff --git a/proxy/app/routers/embeddings/controller.py b/proxy/app/routers/embeddings/controller.py
new file mode 100644
index 0000000..2293640
--- /dev/null
+++ b/proxy/app/routers/embeddings/controller.py
@@ -0,0 +1,122 @@
+"""Controller for the embeddings endpoints."""
+
+import json
+from collections.abc import Iterable
+
+import boto3
+import fastapi
+import pydantic
+from fastapi import status
+
+from app.core import config
+from app.routers.embeddings import schemas
+
+settings = config.get_settings()
+logger = config.get_logger()
+
+
+def post_embedding(
+    payload: schemas.PostEmbeddingRequest,
+) -> schemas.PostEmbeddingResponse:
+    """Gets the embedding of a string.
+
+    Args:
+        payload: The request body.
+
+    Returns:
+        The embedding response.
+    """
+    if payload.provider == "aws":
+        logger.debug("Running Azure Embedding.")
+        return _run_aws_embedding(payload)
+    raise fastapi.HTTPException(
+        status.HTTP_400_BAD_REQUEST,
+        detail="Unknown model provider.",
+    )
+
+
+@pydantic.dataclasses.dataclass
+class CohereEmbeddingResponse:
+    """Dataclass for the response of Cohere's embedding models."""
+
+    embeddings: list[list[float]]
+    id: str
+    response_type: str
+    texts: list[str]
+
+
+def _run_aws_embedding(
+    payload: schemas.PostEmbeddingRequest,
+) -> schemas.PostEmbeddingResponse:
+    """Runs an embedding on AWS.
+
+    Args:
+        payload: The payload as provided to the POST embedding endpoint.
+
+    Returns:
+        The embedding response.
+    """
+    if isinstance(payload.input, str):
+        payload.input = [payload.input]
+
+    responses = []
+    n_chunks_per_request = 64
+    for index in range(0, len(payload.input), n_chunks_per_request):
+        inputs = payload.input[
+            index : min(index + n_chunks_per_request, len(payload.input))
+        ]
+        responses.append(
+            _get_cohere_response(inputs, payload.model_name),
+        )
+
+    position = 0
+    embedding_data = []
+    for response in responses:
+        for index, text in enumerate(response.texts):
+            embedding_data.append(
+                schemas.EmbeddingData(
+                    index=position,
+                    embedding=response.embeddings[index],
+                ),
+            )
+            position += len(text)
+
+    return schemas.PostEmbeddingResponse(
+        data=embedding_data,
+        model=payload.model,
+    )
+
+
+def _get_cohere_response(inputs: Iterable[str], model: str) -> CohereEmbeddingResponse:
+    """Gets the AWS response for Cohere models.
+
+    Args:
+        inputs: List of strings to embed.
+        model: The model to use for embedding.
+
+    Returns:
+        The embedding response.
+    """
+    body = json.dumps(
+        {
+            "texts": inputs,
+            "input_type": "search_document",
+        },
+    )
+
+    bedrock = boto3.client(
+        service_name="bedrock-runtime",
+        region_name=settings.AWS_REGION,
+        aws_access_key_id=settings.AWS_ACCESS_KEY.get_secret_value(),
+        aws_secret_access_key=settings.AWS_SECRET_ACCESS_KEY.get_secret_value(),
+    )
+
+    response = bedrock.invoke_model(
+        body=body,
+        modelId=model,
+        accept="application/json",
+        contentType="application/json",
+    )
+
+    response_body = json.loads(response.get("body").read())
+    return CohereEmbeddingResponse(**response_body)
diff --git a/proxy/app/routers/embeddings/schemas.py b/proxy/app/routers/embeddings/schemas.py
new file mode 100644
index 0000000..0ef5593
--- /dev/null
+++ b/proxy/app/routers/embeddings/schemas.py
@@ -0,0 +1,42 @@
+"""Type definitions used across multiple files in the embeddings router."""
+
+from typing import Literal
+
+import pydantic
+
+EMBEDDING_MODEL = Literal["aws/cohere.embed-english-v3"]
+
+
+class PostEmbeddingRequest(pydantic.BaseModel):
+    """The post embedding body."""
+
+    model: EMBEDDING_MODEL
+    input: str | list[str] = pydantic.Field(
+        max_length=None,
+    )
+
+    @property
+    def provider(self) -> str:
+        """The model provider."""
+        return self.model.split("/")[0]
+
+    @property
+    def model_name(self) -> str:
+        """The model name."""
+        return self.model.split("/")[1]
+
+
+class EmbeddingData(pydantic.BaseModel):
+    """Object within the Embedding Response."""
+
+    object: Literal["embedding"] = "embedding"
+    index: int
+    embedding: list[float]
+
+
+class PostEmbeddingResponse(pydantic.BaseModel):
+    """The post embedding response, following OpenAI's protocol."""
+
+    object: Literal["list"] = "list"
+    data: list[EmbeddingData]
+    model: EMBEDDING_MODEL
diff --git a/proxy/app/routers/embeddings/views.py b/proxy/app/routers/embeddings/views.py
new file mode 100644
index 0000000..ff01b0d
--- /dev/null
+++ b/proxy/app/routers/embeddings/views.py
@@ -0,0 +1,39 @@
+"""Views for the embeddings router."""
+
+import fastapi
+from fastapi import status
+
+from app.core import config
+from app.routers.embeddings import controller, schemas
+
+router = fastapi.APIRouter(
+    prefix="/embeddings",
+)
+
+logger = config.get_logger()
+
+
+@router.post(
+    "",
+    description="Fetches the embedding of a string.",
+    response_description="The requested embedding.",
+    responses={
+        status.HTTP_200_OK: {"description": "OK."},
+        status.HTTP_400_BAD_REQUEST: {"description": "Invalid Request."},
+    },
+)
+def post_embedding(
+    payload: schemas.PostEmbeddingRequest,
+) -> schemas.PostEmbeddingResponse:
+    """Gets the embedding of a string.
+
+    Args:
+        payload: The message body, c.f. the model for details.
+
+    Returns:
+        The embedding response in OpenAI's formatting.
+    """
+    logger.debug("Entering post-embedding endpoint.")
+    response = controller.post_embedding(payload)
+    logger.debug("Exiting post-embeding endpoint.")
+    return response
diff --git a/proxy/pyproject.toml b/proxy/pyproject.toml
new file mode 100644
index 0000000..66323dd
--- /dev/null
+++ b/proxy/pyproject.toml
@@ -0,0 +1,89 @@
+[project]
+name = "app"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.12"
+dependencies = [
+    "fastapi[standard]>=0.115.4",
+    "pydantic>=2.9.2",
+    "pydantic-settings>=2.6.1",
+    "boto3>=1.35.54",
+    "pytest-cov>=6.0.0",
+]
+
+[tool.uv]
+dev-dependencies = [
+    "pytest>=8.3.3",
+    "pytest-mock>=3.14.0",
+    "mypy>=1.13.0",
+    "ruff>=0.7.2",
+]
+
+
+[tool.ruff.isort]
+known-first-party = ["app"]
+known-local-folder = ["app"]
+
+[tool.mypy]
+ignore_missing_imports = true
+strict = true
+plugins = ["pydantic.mypy"]
+
+[tool.ruff]
+exclude = [
+  ".bzr",
+  ".direnv",
+  ".eggs",
+  ".git",
+  ".git-rewrite",
+  ".hg",
+  ".mypy_cache",
+  ".nox",
+  ".pants.d",
+  ".pytype",
+  ".ruff_cache",
+  ".svn",
+  ".tox",
+  ".venv",
+  "__pypackages__",
+  "_build",
+  "buck-out",
+  "build",
+  "dist",
+  "node_modules",
+  "venv"
+]
+line-length = 88
+indent-width = 4
+src = ["src"]
+target-version = "py311"
+
+[tool.ruff.lint]
+select = ["ALL"]
+ignore = [
+  "ANN101",  # self should not be annotated.
+  "ANN102",  # cls should not be annotated.
+  "B008" # Common in FastAPI to perform function call in a function call.
+]
+fixable = ["ALL"]
+unfixable = []
+dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"
+
+[tool.ruff.lint.pydocstyle]
+convention = "google"
+
+[tool.ruff.lint.per-file-ignores]
+"tests/**/*.py" = [
+  "S101",  # asserts should be used in pytest
+  "SLF001",  # accessing private members in tests is fine
+  "INP001"  # tests should not be a module
+]
+"local/**/*" = ["ALL"]
+
+[tool.ruff.format]
+quote-style = "double"
+indent-style = "space"
+skip-magic-trailing-comma = false
+line-ending = "auto"
+
diff --git a/proxy/tests/__init__.py b/proxy/tests/__init__.py
new file mode 100644
index 0000000..827f6d8
--- /dev/null
+++ b/proxy/tests/__init__.py
@@ -0,0 +1 @@
+"""Tests for the proxy server."""
diff --git a/proxy/tests/endpoint/__init__.py b/proxy/tests/endpoint/__init__.py
new file mode 100644
index 0000000..f411619
--- /dev/null
+++ b/proxy/tests/endpoint/__init__.py
@@ -0,0 +1 @@
+"""Endpoint tests."""
diff --git a/proxy/tests/endpoint/test_embedding.py b/proxy/tests/endpoint/test_embedding.py
new file mode 100644
index 0000000..6996c1b
--- /dev/null
+++ b/proxy/tests/endpoint/test_embedding.py
@@ -0,0 +1,53 @@
+"""Endpoint tests for the embeddings endpoints."""
+
+import io
+import json
+from typing import Any
+
+import pytest
+import pytest_mock
+from fastapi import status
+from fastapi.testclient import TestClient
+
+from app.core import auth
+from app.main import app
+
+client = TestClient(app)
+
+app.dependency_overrides[auth.check_api_key] = lambda: None
+
+
+@pytest.fixture
+def valid_post_embedding_payload() -> dict[str, Any]:
+    """A valid payload for the POStT /v1/embeddings endpoint."""
+    return {
+        "model": "aws/cohere.embed-english-v3",
+        "input": ["example text"],
+    }
+
+
+def test_post_embedding_endpoint(
+    valid_post_embedding_payload: dict[str, Any],
+    mocker: pytest_mock.MockerFixture,
+) -> None:
+    """Tests the happy-path of the post-embedding endpoint."""
+    mock_boto_client = mocker.patch("app.routers.embeddings.controller.boto3.client")
+    mock_boto_client.return_value.invoke_model.return_value = {
+        "body": io.StringIO(
+            json.dumps(
+                {
+                    "embeddings": [[0.1, 0.2, 0.3]],
+                    "id": "123",
+                    "response_type": "embedding",
+                    "texts": ["example text"],
+                },
+            ),
+        ),
+    }
+
+    response = client.post("/v1/embeddings", json=valid_post_embedding_payload)
+    response_data = response.json()
+
+    assert response.status_code == status.HTTP_200_OK
+    assert response_data["model"] == valid_post_embedding_payload["model"]
+    assert response_data["data"][0]["embedding"] == [0.1, 0.2, 0.3]
diff --git a/proxy/uv.lock b/proxy/uv.lock
new file mode 100644
index 0000000..e6f8278
--- /dev/null
+++ b/proxy/uv.lock
@@ -0,0 +1,833 @@
+version = 1
+requires-python = ">=3.12"
+resolution-markers = [
+    "python_full_version < '3.13'",
+    "python_full_version >= '3.13'",
+]
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ee/67/531ea369ba64dcff5ec9c3402f9f51bf748cec26dde048a2f973a4eea7f5/annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89", size = 16081 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643 },
+]
+
+[[package]]
+name = "anyio"
+version = "4.6.2.post1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "idna" },
+    { name = "sniffio" },
+]
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