diff --git a/README.md b/README.md
index 4a5689e..2906187 100644
--- a/README.md
+++ b/README.md
@@ -1,23 +1,29 @@
+
 # nsfwbot for Matrix
 
-`nsfwbot` is a Matrix bot plugin that attempts to detect NSFW (Not Safe For Work) images posted in
-Matrix chat rooms. It uses [nsfwdetection](https://github.com/gsarridis/NSFW-Detection-Pytorch),
-which includes a small model that can run without a GPU with low resource requirements.
+`nsfwbot` is a Matrix bot plugin that detects NSFW (Not Safe For Work) images posted in Matrix chat rooms. It uses [nudenet](https://github.com/notAI-tech/NudeNet), which includes a deep learning model that efficiently runs without requiring a GPU, with low resource demands.
 
 ## Features
 
-- **Image Analysis**: Detects and analyses images posted in Matrix chats.
-- **Text Message Parsing**: Analyses images embedded in text messages.
+- **Image Analysis**: Detects and analyzes images posted in Matrix chats using NudeNet.
+- **Redaction of Spammed Images**: Automatically redacts images when users send more than the allowed number within a short time frame.
+- **Text Message Parsing**: Analyzes images embedded in text messages.
 - **Configurable Concurrency**: Controls concurrent image processing tasks.
 - **Custom Actions**: Configurable actions for detected content, including reporting and redacting messages.
 
 ## Requirements
 
 - **Maubot**: Runs within the Maubot framework.
-- **Python Dependencies**: `nsfwdetection` and `beautifulsoup4`.
-  > **Note**: `nsfwdetection` will not run on Alpine Linux. This means the default Maubot Docker
-  > image will not work. I have built a custom Debian-based Maubot in the
-  > `ghcr.io/tcpipuk/maubot:debian` Docker image.
+- **Python Dependencies**: `nudenet`, `beautifulsoup4`, and `maubot`.
+  
+  > **Note**: The `nudenet` package and other dependencies will not run on Alpine Linux, so use the custom Debian-based Maubot Docker image.
+  
+  To install the dependencies, you can find them listed in the `requirements.txt`:
+  ```plaintext
+  beautifulsoup4
+  nsfwdetection
+  maubot
+  ```
 
 ## Installation
 
@@ -28,38 +34,40 @@ which includes a small model that can run without a GPU with low resource requir
    docker pull ghcr.io/tcpipuk/maubot:debian
    ```
 
-2. a. **Install pre-prepared plugin from [repository releases](https://github.com/tcpipuk/matrix-nsfwbot/releases)**
+2. a. **Install pre-prepared plugin from [repository releases](https://git.buechner.me/nbuechner/matrix-nsfwbot/releases)**
 
    b. **Clone the Repository**:
 
       ```bash
-      git clone https://github.com/tcpipuk/matrix-nsfwbot
+      git clone https://git.buechner.me/nbuechner/matrix-nsfwbot
       ```
 
-      Zip the plugin files and upload through the Maubot admin interface. Ensure the plugin is
-      configured and enabled.
+      Zip the plugin files and upload through the Maubot admin interface. Ensure the plugin is configured and enabled.
 
 3. **Configure the Plugin**:
-   See configuration section below for a summary of settings in the Maubot UI.
+   Edit `base-config.yaml` to set:
 
-## Configuration
+   - `max_concurrent_jobs`: Number of concurrent jobs to allow.
+   - `via_servers`: List of servers for `matrix.to` URLs.
+   - `actions`:
+     - `ignore_sfw`: Ignore SFW images (default: `true`).
+     - `redact_nsfw`: Redact NSFW messages (default: `true`).
+     - `direct_reply`: Reply directly in the same room (default: `false`).
+     - `report_to_room`: Room ID for reporting (optional).
+     - `max_images`: The maximum number of images a user can send within a certain time window (default: `3`).
+     - `time_window`: The time window (in seconds) in which the image count is tracked (default: `60` seconds).
 
-Edit `base-config.yaml` to set:
-
-- `max_concurrent_jobs`: Number of concurrent jobs to allow.
-- `via_servers`: List of servers for `matrix.to` URLs.
-- `actions`:
-  - `ignore_sfw`: Ignore SFW images (default: `true`).
-  - `redact_nsfw`: Redact NSFW messages (default: `false`).
-  - `direct_reply`: Reply directly in the same room (default: `false`).
-  - `report_to_room`: Room ID for reporting (not enabled by default).
-    > **Note**: This can be a room alias (like `#room:server`) but this is far less efficient,
-      as the bot will need to find the room ID (like `!room:server`) to send messages.
+   > **Note**: `report_to_room` can be a room alias (like `#room:server`), but it is more efficient to use a room ID (`!room:server`).
 
 ## Usage
 
-Once installed and configured, `nsfwbot` will automatically analyse images posted in the chat and
-reply with a classification result, e.g.
+Once installed and configured, `nsfwbot` will automatically analyze images posted in the chat and:
+
+- Classify images as NSFW or SFW.
+- Redact images if a user exceeds the configured spam limit (`max_images`).
+- Optionally report detected NSFW content to a configured room.
+
+Example output:
 
 ```markdown
 mxc://matrix.org/abcd1234 in https://matrix.to/#/!roomid:matrix.org/$eventid?via=matrix.org appears NSFW with score 87.93%
@@ -72,6 +80,12 @@ If multiple images are detected in a text message:
 - mxc://matrix.org/efgh5678 in https://matrix.to/#/!roomid:matrix.org/$eventid?via=matrix.org appears NSFW with score 94.82%
 ```
 
+If a user sends too many images:
+
+```markdown
+User @example:matrix.org has exceeded the image limit. Previous images redacted.
+```
+
 ## Contributing
 
 Contributions are welcome! Open an issue or submit a pull request on GitHub.
diff --git a/nsfwbot.py b/nsfwbot.py
index ab89786..b21dbe9 100644
--- a/nsfwbot.py
+++ b/nsfwbot.py
@@ -1,5 +1,6 @@
 import os
 import time
+from bs4 import BeautifulSoup
 from collections import defaultdict
 from maubot import Plugin
 from nudenet import NudeDetector
@@ -12,7 +13,6 @@ from mautrix.types import (
 )
 from mautrix.errors import MBadJSON, MForbidden
 from maubot.handlers import command, event
-#from bs4 import BeautifulSoup
 
 
 # Initialize NudeDetector
diff --git a/requirements.txt b/requirements.txt
index 02508b4..df9446d 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,3 +1,5 @@
+
 beautifulsoup4
 nsfwdetection
 maubot
+nudenet