diff --git a/.python-version b/.python-version
new file mode 100644
index 0000000..e4fba21
--- /dev/null
+++ b/.python-version
@@ -0,0 +1 @@
+3.12
diff --git a/README.md b/README.md
index b387d19..1c308e9 100644
--- a/README.md
+++ b/README.md
@@ -52,6 +52,8 @@ Kubeflow users often struggle to find relevant information across the extensive
 
 ## Prerequisites
 
+- [uv](https://docs.astral.sh/uv/) (Python package manager)
+- Python 3.9+
 - Kubernetes cluster (1.20+)
 - Helm 3.x
 - Kubeflow Pipelines
@@ -405,25 +407,47 @@ data: {"type": "done"}
 
 **Critical**: Both APIs require SSL certificates from a trusted Certificate Authority. Without proper SSL certificates, browsers will block WebSocket connections and HTTPS requests.
 
+#### Dependency Management (uv Workspaces)
+
+The API servers (`server` and `server-https`) and pipelines are managed as members of a `uv` workspace defined in the root `pyproject.toml`.
+
+- **To add a dependency to the WebSocket Server**: 
+  ```bash
+  uv add --package docs-agent-server <package-name>
+  ```
+- **To add a dependency to the HTTPS Server**: 
+  ```bash
+  uv add --package docs-agent-server-https <package-name>
+  ```
+- **Local Development**: Because they are workspace members, running `uv sync --all-packages` at the root will install dependencies for all APIs into a shared `.venv`.
+- **Building Docker Images**: The Dockerfiles use `uv` internally for blazing-fast installs. You build them from the root directory by passing the member folder as the build context:
+  ```bash
+  docker build -t docs-agent-server:latest server/
+  docker build -t docs-agent-server-https:latest server-https/
+  ```
+
 ## Usage
 
 ### Starting the Services
 
 1. **Deploy Milvus and KServe** (as described above)
 
-2. **Run the Pipeline**:
+2. **Install dependencies and activate the virtual environment**:
    ```bash
-   python pipelines/kubeflow-pipeline.py
+   uv sync --all-packages
+   source .venv/bin/activate
    ```
 
-3. **Start the API Server**:
+3. **Run the Pipeline and API Servers**:
    ```bash
-   # WebSocket API
-   python server/app.py
+   python pipelines/kubeflow-pipeline.py
 
-   # HTTPS API
-   python server-https/app.py
+   # API Servers
+   python server/app.py          # WebSocket API
+   python server-https/app.py    # HTTPS API
    ```
+   
+   *(Note: You can also use `uv run python <script>` if you prefer not to activate the environment.)*
 
 ### API Usage Examples
 
@@ -681,11 +705,23 @@ We welcome contributions! Please see our [contributing guidelines](CONTRIBUTING.
 
 ### Development Setup
 
-1. Fork the repository
-2. Create a feature branch
-3. Make your changes
-4. Add tests if applicable
-5. Submit a pull request
+1. Install [uv](https://docs.astral.sh/uv/getting-started/installation/)
+2. Fork and clone the repository
+3. Install all dependencies and activate the virtual environment:
+   ```bash
+   uv sync --all-packages
+   source .venv/bin/activate
+   ```
+4. Run any script normally:
+   ```bash
+   python server/app.py
+   ```
+   *(Alternatively, use `uv run python <script>`)*
+5. To add a dependency to a specific component:
+   ```bash
+   uv add --package docs-agent-server some-package
+   ```
+6. Create a feature branch, make your changes, and submit a pull request
 
 ## License
 
diff --git a/pipelines/README.md b/pipelines/README.md
index dcaa691..111fae5 100644
--- a/pipelines/README.md
+++ b/pipelines/README.md
@@ -35,9 +35,12 @@ The pipelines download documentation from GitHub repositories, process the conte
 
 ### Usage
 
+First, ensure your workspace virtual environment is activated (`source .venv/bin/activate`), then run:
+
 ```bash
-python kubeflow-pipeline.py
+python pipelines/kubeflow-pipeline.py
 ```
+*(Alternatively, use `uv run python pipelines/kubeflow-pipeline.py`)*
 
 ### Parameters
 
@@ -369,6 +372,7 @@ print(f"Debug: Processing {len(file_paths_list)} files")
 
 ## Requirements
 
+- [uv](https://docs.astral.sh/uv/) for dependency management (dependencies defined in `pyproject.toml`)
 - Kubeflow Pipelines
 - Milvus vector database
 - GPU nodes (for embedding generation)
diff --git a/pipelines/pyproject.toml b/pipelines/pyproject.toml
new file mode 100644
index 0000000..f8bff97
--- /dev/null
+++ b/pipelines/pyproject.toml
@@ -0,0 +1,16 @@
+[project]
+name = "docs-agent-pipelines"
+version = "0.1.0"
+description = "Kubeflow Pipelines for RAG document indexing and embedding"
+requires-python = ">=3.11"
+dependencies = [
+    "kfp",
+    "requests",
+    "beautifulsoup4",
+    "sentence-transformers",
+    "langchain-text-splitters",
+    "torch",
+    "feast[milvus]",
+    "pandas",
+    "numpy",
+]
diff --git a/pipelines/requirements.txt b/pipelines/requirements.txt
deleted file mode 100644
index 4eb3dc8..0000000
--- a/pipelines/requirements.txt
+++ /dev/null
@@ -1,9 +0,0 @@
-kfp
-requests
-beautifulsoup4
-sentence-transformers
-langchain-text-splitters
-torch
-feast[milvus]
-pandas
-numpy
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..0d1c0b1
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,25 @@
+[project]
+name = "docs-agent"
+version = "0.1.0"
+description = "Kubeflow Documentation AI Agent to power the Kubeflow Website"
+readme = "README.md"
+requires-python = ">=3.11"
+dependencies = []
+
+[tool.uv.workspace]
+members = [
+    "server",
+    "server-https",
+    "pipelines",
+]
+
+# PyTorch CPU-only index — avoids downloading the ~2 GB CUDA wheel
+[[tool.uv.index]]
+name = "pytorch-cpu"
+url = "https://download.pytorch.org/whl/cpu"
+explicit = true
+
+[tool.uv.sources]
+torch = { index = "pytorch-cpu" }
+torchvision = { index = "pytorch-cpu" }
+torchaudio = { index = "pytorch-cpu" }
diff --git a/server-https/Dockerfile b/server-https/Dockerfile
index 2212413..8deae0e 100644
--- a/server-https/Dockerfile
+++ b/server-https/Dockerfile
@@ -1,12 +1,16 @@
-    FROM python:3.11-slim
+FROM python:3.11-slim
+
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /usr/local/bin/uv
 
 # Create non-root user
 RUN useradd -m -u 1000 appuser
 WORKDIR /app
 
-# Install deps
-COPY requirements.txt ./
-RUN pip install --no-cache-dir -r requirements.txt
+# Copy dependency definition and install with uv
+COPY pyproject.toml ./
+RUN uv pip install --system --no-cache \
+    --extra-index-url https://download.pytorch.org/whl/cpu \
+    -r pyproject.toml
 
 # Environment variables
 ENV PORT=8000
diff --git a/server-https/pyproject.toml b/server-https/pyproject.toml
new file mode 100644
index 0000000..e55891f
--- /dev/null
+++ b/server-https/pyproject.toml
@@ -0,0 +1,15 @@
+[project]
+name = "docs-agent-server-https"
+version = "0.1.0"
+description = "FastAPI HTTPS server for the Kubeflow Documentation Agent"
+requires-python = ">=3.11"
+dependencies = [
+    "fastapi",
+    "uvicorn[standard]",
+    "pydantic",
+    "httpx",
+    "pymilvus",
+    "sentence-transformers",
+    "torch",
+    "numpy",
+]
diff --git a/server-https/requirements.txt b/server-https/requirements.txt
deleted file mode 100644
index c723c73..0000000
--- a/server-https/requirements.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-fastapi
-uvicorn[standard]
-pydantic
-httpx
-sentence-transformers
-pymilvus
-torch --extra-index-url https://download.pytorch.org/whl/cpu
-numpy
diff --git a/server/Dockerfile b/server/Dockerfile
index 0eb7d80..f75887b 100644
--- a/server/Dockerfile
+++ b/server/Dockerfile
@@ -1,12 +1,16 @@
 FROM python:3.11-slim
 
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /usr/local/bin/uv
+
 # Create non-root user
 RUN useradd -m -u 1000 appuser
 WORKDIR /app
 
-# Install deps
-COPY requirements.txt ./
-RUN pip install --no-cache-dir -r requirements.txt
+# Copy dependency definition and install with uv
+COPY pyproject.toml ./
+RUN uv pip install --system --no-cache \
+    --extra-index-url https://download.pytorch.org/whl/cpu \
+    -r pyproject.toml
 
 # Writable caches for HF/Transformers/Sentence-Transformers
 ENV HF_HOME=/home/appuser/.cache/huggingface \
diff --git a/server/pyproject.toml b/server/pyproject.toml
new file mode 100644
index 0000000..471667b
--- /dev/null
+++ b/server/pyproject.toml
@@ -0,0 +1,13 @@
+[project]
+name = "docs-agent-server"
+version = "0.1.0"
+description = "WebSocket server for the Kubeflow Documentation Agent"
+requires-python = ">=3.11"
+dependencies = [
+    "websockets",
+    "httpx",
+    "pymilvus",
+    "sentence-transformers",
+    "torch",
+    "numpy",
+]
diff --git a/server/requirements.txt b/server/requirements.txt
deleted file mode 100644
index fba0111..0000000
--- a/server/requirements.txt
+++ /dev/null
@@ -1,13 +0,0 @@
-# Core dependencies
-websockets
-httpx
-
-# Milvus client
-pymilvus
-
-# Optimized ML dependencies - use lighter alternatives
-sentence-transformers
-torch --extra-index-url https://download.pytorch.org/whl/cpu
-
-# Essential only
-numpy
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..64234ac
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,3362 @@
+version = 1
+revision = 3
+requires-python = ">=3.11"
+resolution-markers = [
+    "python_full_version >= '3.13' and sys_platform != 'darwin'",
+    "python_full_version == '3.12.*' and sys_platform != 'darwin'",
+    "python_full_version >= '3.13' and sys_platform == 'darwin'",
+    "python_full_version == '3.12.*' and sys_platform == 'darwin'",
+    "python_full_version < '3.12' and sys_platform != 'darwin'",
+    "python_full_version < '3.12' and sys_platform == 'darwin'",
+]
+
+[manifest]
+members = [
+    "docs-agent",
+    "docs-agent-pipelines",
+    "docs-agent-server",
+    "docs-agent-server-https",
+]
+
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