diff --git a/pages/custom-query-modules.mdx b/pages/custom-query-modules.mdx
index 36b607926..3eb01144c 100644
--- a/pages/custom-query-modules.mdx
+++ b/pages/custom-query-modules.mdx
@@ -23,7 +23,7 @@ and **Rust**. These procedures are grouped into modules - **query module** files
 (either `*.so` or `*.py` files).
 
 
-# Developing your custom query module
+## Developing your custom query module
 
 To develop your custom query module procedures you can follow the guides for each language:
 
@@ -58,7 +58,7 @@ would be mapped in the Cypher query language as `example.procedure()` and
 Each query module file can contain multiple read and write procedures and functions. 
 
 
-# Modifying the existing query modules 
+## Modifying the existing query modules 
 
 If existing MAGE library modules almost meet your needs, consider modifying them and make a contribution to the Memgraph Mage library.
 
@@ -81,15 +81,12 @@ Then, select a language you want to develop in.
 
         {<h3 className="custom-header">Download the MAGE image</h3>} 
         
-        Run the following command to get the Memgraph and MAGE development Docker image:
+        Run the following commands to get the Memgraph and MAGE Docker image and download the toolchain used for building modules:
 
         ```shell
-        docker run -p 7687:7687 memgraph/memgraph-mage:<version>-dev
+        docker run -p 7687:7687 memgraph/memgraph-mage:<version>       
         ```
 
-        By running this command, you will get an image with the following tools
-        installed: `Python3`, `Rust`, `Clang`, `Make`, and `CMake`.
-
         {<h3 className="custom-header">Develop a query</h3>} 
 
         When developing with Mage, take a look at the basis of developed [algorithms and utility procedures](https://github.com/memgraph/mage) and extend based on that. 
@@ -106,15 +103,26 @@ Then, select a language you want to develop in.
         Use the following command to start the MAGE container:
 
         ```shell
-        docker run --rm -p 7687:7687 --name mage memgraph-mage:version-dev
+        docker run --rm -p 7687:7687 --name mage memgraph-mage:<version>
         ```
 
-        Be sure to replace the version with the specific version, for example:
+        Be sure to replace the `<version>` with the specific version, for example:
 
         ```shell
-        docker run --rm -p 7687:7687 --name mage memgraph-mage:1.4-dev
+        docker run --rm -p 7687:7687 --name mage memgraph-mage:3.1.1
         ```
 
+        {<h3 className="custom-header">Download and install toolchain and development dependencies</h3>} 
+
+        Run the `make-dev-container.sh` script as `root` within the container to download the current toolchain version and install required `apt` packages:
+
+        ```shell
+        docker exec -i -u root mage bash -c "./make-dev-container.sh"
+        ````
+
+        By running this command, your your container will have the following tools
+        installed: `Python3`, `Rust`, `Clang`, `Make`, and `CMake` alongside the toolchain used to build both Memgraph and MAGE.
+
         {<h3 className="custom-header">Copy the files to the container</h3>} 
 
         Copy the files to the container named `mage`:
@@ -125,10 +133,10 @@ Then, select a language you want to develop in.
 
         {<h3 className="custom-header">Enter the container</h3>} 
 
-        Position yourself inside the container as `root`:
+        Position yourself inside the container as `memgraph`:
 
         ```shell
-        docker exec -u root -it mage /bin/bash
+        docker exec -u memgraph -it mage /bin/bash
         ```
         <Callout> 
 
@@ -144,10 +152,16 @@ Then, select a language you want to develop in.
 
         {<h3 className="custom-header">Build MAGE</h3>} 
 
-        Build MAGE with the option to copy executables from `mage/dist` to `/usr/lib/memgraph/query_modules`:
+        Activate the toolchain and build MAGE:
 
         ```shell
-        python3 setup build -p /usr/lib/memgraph/query_modules/
+        source /opt/toolchain-v6/activate
+        python3 setup build 
+        ```
+
+        Then copy executables from `/mage/dist` to `/usr/lib/memgraph/query_modules` as `root`:
+        ```shell
+        docker exec -i -u root mage bash -c "cp -vr /mage/dist/* /usr/lib/memgraph/query_modules/"
         ```
 
         {<h3 className="custom-header">Exit the container</h3>} 
@@ -389,6 +403,11 @@ Then, select a language you want to develop in.
 
 </Tabs.Tab>
 <Tabs.Tab>
+
+    <Callout type="info">
+    We currently do not produce MAGE images with cuGraph (since version 1.3). If this is something you require, please raise an [issue](https://github.com/memgraph/mage/issues)
+    </Callout>
+
     <Steps>
 
     {<h3 className="custom-header">Download MAGE source code</h3>}