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commit 147dfc0f472e16f094519c97774f0e00662a4219
Author: Luciano Resende <[email protected]>
AuthorDate: Thu Oct 9 17:44:17 2025 -0700

    Update user documentation
---
 site/docs/current/developer/creating-extensions.md |   1 +
 site/docs/current/user/magics-overview.md          | 252 +++++++++++++++++++++
 site/docs/current/user/using-standalone.md         |   2 +
 .../current/user/using-with-jupyter-notebooks.md   |   2 +
 4 files changed, 257 insertions(+)

diff --git a/site/docs/current/developer/creating-extensions.md 
b/site/docs/current/developer/creating-extensions.md
index c0f367c..3200e92 100644
--- a/site/docs/current/developer/creating-extensions.md
+++ b/site/docs/current/developer/creating-extensions.md
@@ -30,5 +30,6 @@ limitations under the License.
 # Extending to {{ site.data.project.name }}
 
 - What is pluggable
+
 - Creating a magic
 
diff --git a/site/docs/current/user/magics-overview.md 
b/site/docs/current/user/magics-overview.md
new file mode 100644
index 0000000..77afa69
--- /dev/null
+++ b/site/docs/current/user/magics-overview.md
@@ -0,0 +1,252 @@
+---
+layout: doc
+title: Magics Overview
+type: doc
+section: user
+weight: 45
+tagline: Apache Project !
+---
+<!--
+{% comment %}
+Licensed to the Apache Software Foundation (ASF) under one or more
+contributor license agreements.  See the NOTICE file distributed with
+this work for additional information regarding copyright ownership.
+The ASF licenses this file to you under the Apache License, Version 2.0
+(the "License"); you may not use this file except in compliance with
+the License.  You may obtain a copy of the License at
+
+http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+{% endcomment %}
+-->
+
+{% include JB/setup %}
+
+# Overview of magics for Apache Toree
+
+The concept of magics stems from IPython, where various pieces of functionality
+are provided through line and cell magics. Line magics are represented by a
+single `%` followed by the magic name (e.g. `%AddJar <args>`) and only
+allow for a single line of content. Cell magics are represented by `%%` 
+followed by the magic name (e.g. `%%HTML <args>`) and allow for multiple
+lines of content. See the examples below for more details.
+
+## Line Magics
+
+### Description
+
+A line magic is basically a function that is supported by the kernel to expand 
its capabilities. 
+Line magics are placed at the beginning of a line, prefixed by a `%` symbol, 
and receive the rest of the line as arguments:
+
+```scala
+// foo and bar will be arguments to ExampleLineMagic
+%ExampleLineMagic foo bar
+```
+
+Multiple line magics can be invoked in a single cell:
+
+```scala
+val x = 3
+%AddDeps com.google.guava guava 18.0
+val z = 5
+%lsmagic
+import com.google.common.base.Strings._
+```
+
+### Other Things to Note
+
+- Magic names are case insensitive; if a line magic `AddJar` exists, then 
`%addjar`, `%ADDJar`, and all other variants are valid. 
+
+- Each magic has its own arguments; usage information can be obtained for a 
magic by typing `%<MagicName>`.
+
+- Line magics receive the _literal_ rest of the line as arguments, so the 
following string interpolation will not work:
+```scala
+for(i <- (1 to 10)) 
+  %addDeps s"com.google.guava guava $i"
+```
+
+
+### Available Line Magics
+
+* **AddDeps** _<my.company> <artifact-id> <version> [--transitive]_
+
+    * Adds the specified dependencies from Maven Central to the Spark Kernel
+      and Spark cluster
+
+    * Requires the company name, artifact id, and version of the dependency
+
+    * Including _--transitive_ will include all needed dependencies
+
+    * Examples:
+        * Adding a single library with all of its dependencies
+            ```scala           
+            %AddDeps org.apache.spark spark-streaming-kafka_2.10 1.1.0 
--transitive
+            ```
+
+        * Using the programmatic API
+            ```scala           
+            kernel.magics.addDeps("org.apache.spark spark-streaming-kafka_2.10 
1.1.0 --transitive")
+            ```
+* **AddJar** _<jar-path> [-f]_
+
+    * Adds the specified jars to the Spark Kernel and Spark cluster
+
+    * Requires the path to the jar, which can either be a local path or remote
+      jar hosted via HTTP
+
+    * Including _-f_ will ignore any cached jars and redownload remote
+      jars
+
+    * Examples:
+
+        * Adding a single jar from HTTP and forcing redownload if cached
+            ```scala 
+            %AddJar http://example.com/some_lib.jar -f
+            ```
+
+        * Adding a single jar from the file system relative to the kernel
+            ```scala 
+            %AddJar file:/path/to/some/lib.jar
+            ```
+
+        * Using the programmatic API
+            ```scala            
+            kernel.magics.addJar("http://example.com/some_lib.jar -f")
+            ```
+
+* **LSMagic**
+
+    * Lists all available magics in the kernel
+
+    * Examples:
+
+        * Percent syntax
+            ```scala 
+            %LSMagic
+            ```
+
+        * Using the programmatic API
+            ```scala 
+            kernel.magics.lsMagic()
+            ```
+
+* **ShowTypes**
+
+    * Controls whether type information for a result is displayed. 
+
+    * Examples:
+    
+        * Get current ShowTypes status
+        ```scala
+          %ShowTypes
+        ```
+
+        * Enable ShowTypes
+        ```scala
+          %ShowTypes on
+        ```
+
+        * Disable ShowTypes
+        ```scala
+          %ShowTypes off
+        ```
+
+* **Truncation**
+
+    * Control whether statements results are truncated or not (default on)
+    
+    * Examples:
+    
+        * Get current truncation status
+        ```scala
+          %Truncation
+        ```
+
+        * Enable truncation
+        ```scala
+          %Truncation on
+        ```
+
+        * Disable truncation
+        ```scala
+          %Truncation off
+        ```
+
+
+## Cell Magics
+
+### Description
+
+Cell Magics are magics that take the rest of the cell as input. Unlike Line 
Magics, Cell Magics can alter the output of a cell and must be the first thing 
in the cell.
+
+As an example, the `%%HTML` cell magic renders the contents of the cell as 
HTML:
+```scala
+%%HTML
+<h1>Hello World!</h1>
+// more arguments...
+```
+
+Magic names are case insensitive, so _AddJar_ is the same as _addjar_.
+
+### Available Cell Magics
+
+* **DataFrame**
+
+    * The %%DataFrame magic is used to convert a Spark SQL DataFrame into 
various formats. 
+    Currently, json, html, and csv are supported. 
+
+    * Examples:
+
+        * Percent syntax
+            ```scala 
+            %%DataFrame
+            ```
+
+
+* **Html** _<html-code>_
+
+    * Returns the given code with a HTML MIME-type.
+
+    * Examples:
+
+        * Percent syntax
+            ```scala 
+            %%Html
+            <h1>Hello</h1>
+            <p>World</p>
+            ```
+
+        * Using the programmatic API
+            ```scala 
+            kernel.magics.html("<h1>Hello</h1><p>World</p>")
+            ```
+
+* **JavaScript** _<javascript-code>_
+
+    * Returns the given code with an `application/javascript` MIME-type.
+
+    * Examples:
+
+        * Percent syntax
+            ```scala 
+            %%JavaScript
+            var x = 3
+            var y = x + 2
+            ```
+
+        * Using the programmatic API
+            ```scala 
+            kernel.magics.javascript("var x = 3; var y = x + 2")
+            ```
+          
+* **SQL**
+
+## Examples
+
+A [Magic 
Tutorial](https://github.com/apache/incubator-toree/blob/master/etc/examples/notebooks/magic-tutorial.ipynb)
+notebook is available where one can learn more about magics and experiment 
with its behavior.
\ No newline at end of file
diff --git a/site/docs/current/user/using-standalone.md 
b/site/docs/current/user/using-standalone.md
index f9d229c..5a3a135 100644
--- a/site/docs/current/user/using-standalone.md
+++ b/site/docs/current/user/using-standalone.md
@@ -27,6 +27,8 @@ limitations under the License.
 
 {% include JB/setup %}
 
+# Using Toree standalone
+
 - Connecting to Toree with custom clients
     - Kernel gateway/Jupyter-js-service
     - Python libraries to ZeroMQ
diff --git a/site/docs/current/user/using-with-jupyter-notebooks.md 
b/site/docs/current/user/using-with-jupyter-notebooks.md
index 8087137..9f5de48 100644
--- a/site/docs/current/user/using-with-jupyter-notebooks.md
+++ b/site/docs/current/user/using-with-jupyter-notebooks.md
@@ -27,6 +27,8 @@ limitations under the License.
 
 {% include JB/setup %}
 
+# Using Toree with Jupyter Notebooks
+
 - Create a notebook with Toree
 - Intro to magics
 - Intro to kernel API

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