diff --git a/docs/examples/notebooks/compositionality_with_generative_slots.ipynb b/docs/examples/notebooks/compositionality_with_generative_slots.ipynb
index 9c1d06c6c..010aa828b 100644
--- a/docs/examples/notebooks/compositionality_with_generative_slots.ipynb
+++ b/docs/examples/notebooks/compositionality_with_generative_slots.ipynb
@@ -40,7 +40,7 @@
    },
    "source": [
     "## Install Mellea\n",
-    "We run `uv pip install .` to install Mellea."
+    "We run `uv pip install mellea` to install Mellea."
    ]
   },
   {
@@ -51,10 +51,7 @@
    },
    "outputs": [],
    "source": [
-    "import os\n",
-    "!git clone https://github.com/generative-computing/mellea.git --quiet\n",
-    "os.chdir(\"mellea\")\n",
-    "!uv pip install . -qq"
+    "!uv pip install mellea -q"
    ]
   },
   {
diff --git a/docs/examples/notebooks/context_example.ipynb b/docs/examples/notebooks/context_example.ipynb
index 82e05eab3..e182d2f5c 100644
--- a/docs/examples/notebooks/context_example.ipynb
+++ b/docs/examples/notebooks/context_example.ipynb
@@ -40,7 +40,7 @@
    },
    "source": [
     "## Install Mellea\n",
-    "We run `uv pip install .` to install Mellea."
+    "We run `uv pip install mellea` to install Mellea."
    ]
   },
   {
@@ -51,10 +51,7 @@
    },
    "outputs": [],
    "source": [
-    "import os\n",
-    "!git clone https://github.com/generative-computing/mellea.git --quiet\n",
-    "os.chdir(\"mellea\")\n",
-    "!uv pip install . -qq"
+    "!uv pip install mellea -q"
    ]
   },
   {
diff --git a/docs/examples/notebooks/document_mobject.ipynb b/docs/examples/notebooks/document_mobject.ipynb
index 501a50baa..b13b2c90e 100644
--- a/docs/examples/notebooks/document_mobject.ipynb
+++ b/docs/examples/notebooks/document_mobject.ipynb
@@ -40,7 +40,7 @@
    },
    "source": [
     "## Install Mellea\n",
-    "We run `uv pip install .` to install Mellea."
+    "We run `uv pip install mellea` to install Mellea."
    ]
   },
   {
@@ -51,10 +51,7 @@
    },
    "outputs": [],
    "source": [
-    "import os\n",
-    "!git clone https://github.com/generative-computing/mellea.git --quiet\n",
-    "os.chdir(\"mellea\")\n",
-    "!uv pip install . -qq"
+    "!uv pip install mellea -q"
    ]
   },
   {
diff --git a/docs/examples/notebooks/example.ipynb b/docs/examples/notebooks/example.ipynb
index ebae1bc0c..e8714b3f5 100644
--- a/docs/examples/notebooks/example.ipynb
+++ b/docs/examples/notebooks/example.ipynb
@@ -40,7 +40,7 @@
    },
    "source": [
     "## Install Mellea\n",
-    "We run `uv pip install .` to install Mellea."
+    "We run `uv pip install mellea` to install Mellea."
    ]
   },
   {
@@ -51,10 +51,7 @@
    },
    "outputs": [],
    "source": [
-    "import os\n",
-    "!git clone https://github.com/generative-computing/mellea.git --quiet\n",
-    "os.chdir(\"mellea\")\n",
-    "!uv pip install . -qq"
+    "!uv pip install mellea -q"
    ]
   },
   {
diff --git a/docs/examples/notebooks/instruct_validate_repair.ipynb b/docs/examples/notebooks/instruct_validate_repair.ipynb
index 589eb0d28..590a69d27 100644
--- a/docs/examples/notebooks/instruct_validate_repair.ipynb
+++ b/docs/examples/notebooks/instruct_validate_repair.ipynb
@@ -40,7 +40,7 @@
    },
    "source": [
     "## Install Mellea\n",
-    "We run `uv pip install .` to install Mellea."
+    "We run `uv pip install mellea` to install Mellea."
    ]
   },
   {
@@ -51,10 +51,7 @@
    },
    "outputs": [],
    "source": [
-    "import os\n",
-    "!git clone https://github.com/generative-computing/mellea.git --quiet\n",
-    "os.chdir(\"mellea\")\n",
-    "!uv pip install . -qq"
+    "!uv pip install mellea -q"
    ]
   },
   {
diff --git a/docs/examples/notebooks/m_serve_example.ipynb b/docs/examples/notebooks/m_serve_example.ipynb
index c7216d706..7b3ea7d5e 100644
--- a/docs/examples/notebooks/m_serve_example.ipynb
+++ b/docs/examples/notebooks/m_serve_example.ipynb
@@ -10,16 +10,6 @@
     "This Jupyter notebook runs M Serve on Colab."
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "IByYhgKy9WCo"
-   },
-   "source": [
-    "# Getting Started with Mellea\n",
-    "This Jupyter notebook runs on Colab and runs the first piece of generative code."
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -50,7 +40,7 @@
    },
    "source": [
     "## Install Mellea\n",
-    "We run `uv pip install .` to install Mellea."
+    "We run `uv pip install mellea` to install Mellea."
    ]
   },
   {
@@ -61,10 +51,7 @@
    },
    "outputs": [],
    "source": [
-    "import os\n",
-    "!git clone https://github.com/generative-computing/mellea.git --quiet\n",
-    "os.chdir(\"mellea\")\n",
-    "!uv pip install . -qq"
+    "!uv pip install mellea -q"
    ]
   },
   {
diff --git a/docs/examples/notebooks/mcp_example.ipynb b/docs/examples/notebooks/mcp_example.ipynb
index c41b6f487..8fb792dab 100644
--- a/docs/examples/notebooks/mcp_example.ipynb
+++ b/docs/examples/notebooks/mcp_example.ipynb
@@ -41,7 +41,7 @@
    },
    "source": [
     "## Install Mellea\n",
-    "We run `uv pip install .` to install Mellea."
+    "We run `uv pip install mellea` to install Mellea."
    ]
   },
   {
@@ -52,10 +52,7 @@
    },
    "outputs": [],
    "source": [
-    "import os\n",
-    "!git clone https://github.com/generative-computing/mellea.git --quiet\n",
-    "os.chdir(\"mellea\")\n",
-    "!uv pip install . -qq"
+    "!uv pip install mellea -q"
    ]
   },
   {
diff --git a/docs/examples/notebooks/model_options_example.ipynb b/docs/examples/notebooks/model_options_example.ipynb
index b17fd0786..21429ab01 100644
--- a/docs/examples/notebooks/model_options_example.ipynb
+++ b/docs/examples/notebooks/model_options_example.ipynb
@@ -40,7 +40,7 @@
    },
    "source": [
     "## Install Mellea\n",
-    "We run `uv pip install .` to install Mellea."
+    "We run `uv pip install mellea` to install Mellea."
    ]
   },
   {
@@ -51,10 +51,7 @@
    },
    "outputs": [],
    "source": [
-    "import os\n",
-    "!git clone https://github.com/generative-computing/mellea.git --quiet\n",
-    "os.chdir(\"mellea\")\n",
-    "!uv pip install . -qq"
+    "!uv pip install mellea -q"
    ]
   },
   {
diff --git a/docs/examples/notebooks/sentiment_classifier.ipynb b/docs/examples/notebooks/sentiment_classifier.ipynb
index 4e4a2e86b..372af8348 100644
--- a/docs/examples/notebooks/sentiment_classifier.ipynb
+++ b/docs/examples/notebooks/sentiment_classifier.ipynb
@@ -40,7 +40,7 @@
    },
    "source": [
     "## Install Mellea\n",
-    "We run `uv pip install .` to install Mellea."
+    "We run `uv pip install mellea` to install Mellea."
    ]
   },
   {
@@ -51,10 +51,7 @@
    },
    "outputs": [],
    "source": [
-    "import os\n",
-    "!git clone https://github.com/generative-computing/mellea.git --quiet\n",
-    "os.chdir(\"mellea\")\n",
-    "!uv pip install . -qq"
+    "!uv pip install mellea -q"
    ]
   },
   {
diff --git a/docs/examples/notebooks/simple_email.ipynb b/docs/examples/notebooks/simple_email.ipynb
index 0de34384e..e1369f192 100644
--- a/docs/examples/notebooks/simple_email.ipynb
+++ b/docs/examples/notebooks/simple_email.ipynb
@@ -40,7 +40,7 @@
    },
    "source": [
     "## Install Mellea\n",
-    "We run `uv pip install .` to install Mellea."
+    "We run `uv pip install mellea` to install Mellea."
    ]
   },
   {
@@ -51,10 +51,7 @@
    },
    "outputs": [],
    "source": [
-    "import os\n",
-    "!git clone https://github.com/generative-computing/mellea.git --quiet\n",
-    "os.chdir(\"mellea\")\n",
-    "!uv pip install . -qq"
+    "!uv pip install mellea -q"
    ]
   },
   {
diff --git a/docs/examples/notebooks/table_mobject.ipynb b/docs/examples/notebooks/table_mobject.ipynb
index a4bca0a86..791709eab 100644
--- a/docs/examples/notebooks/table_mobject.ipynb
+++ b/docs/examples/notebooks/table_mobject.ipynb
@@ -40,7 +40,7 @@
    },
    "source": [
     "## Install Mellea\n",
-    "We run `uv pip install .` to install Mellea."
+    "We run `uv pip install mellea` to install Mellea."
    ]
   },
   {
@@ -51,10 +51,7 @@
    },
    "outputs": [],
    "source": [
-    "import os\n",
-    "!git clone https://github.com/generative-computing/mellea.git --quiet\n",
-    "os.chdir(\"mellea\")\n",
-    "!uv pip install . -qq"
+    "!uv pip install mellea -q"
    ]
   },
   {