` command to adjust the AI model weights based on player behavior. This allows the model to learn and improve over time:
\n – **Legit Training:** Adjusts the model if a player is confidently a legitimate miner.
\n – **Xray Training:** Adjusts the model when a player is detected as using x-ray mods.<\/p>\n– **Customizable Configuration:**
\n Configure the plugin via `config.yml` to set:
\n – Flag threshold (confidence percentage).
\n – Flag messages.
\n – List of ores to monitor.
\n – Mining time window for data collection.
\n – And more…<\/p>\n
– **Automatic File Management:**
\n The plugin automatically creates necessary folders and files (e.g., ML\/legit.dat, ML\/xray.dat) if they do not exist, ensuring smooth first-time setup.<\/p>\n
—<\/p>\n
## How It Works<\/p>\n
1. **Data Collection:**
\n – When a player breaks a block, the plugin checks if it’s an ore of interest.
\n – If a non-ore block is broken, the plugin scans adjacent blocks for ores and marks them as “revealed.”
\n – When an ore is mined, the plugin checks if it was naturally exposed (i.e., visible without needing to break any adjacent block) before recording the event.<\/p>\n
2. **Feature Extraction:**
\n The plugin calculates:
\n – **Player rotation difference** to the ore.
\n – **Distance** from the previous ore break.
\n – **Exposure status** (using the revealed ore list).
\n – **Count** of similar ores mined within the configured time window.<\/p>\n
3. **AI Prediction:**
\n The collected features are processed through a weighted model, and a confidence score is computed that indicates the likelihood of x-ray usage.<\/p>\n
4. **Training & Adaptation:**
\n The `\/train` command allows administrators or trusted players to train the model based on observed behavior, updating the weights stored in `ML\/legit.dat` or `ML\/xray.dat`.<\/p>\n
5. **Flagging Suspicious Behavior:**
\n If the confidence score exceeds the configured threshold, the plugin flags the player which then notifies staff of their potentially unfair behaviour.<\/p>\n
—<\/p>\n
## Usage<\/p>\n
– **Installation:**
\n Place the plugin jar into your server’s `plugins` folder. On first run, the necessary configuration and ML data files will be created automatically.<\/p>\n
– **Configuration:**
\n Edit `config.yml` in the plugin\u2019s data folder to customize the detection thresholds, messages, and ore list.<\/p>\n
– **Commands:**
\n – `\/train `
\n Use this command to train the AI model based on a player’s recent mining behavior.<\/p>\n—<\/p>\n
## Conclusion<\/p>\n
This AI Anti-Xray Detection Plugin leverages in-game data to help maintain a fair play environment on your server by dynamically learning and adapting to player behavior. Enjoy a smarter, self-improving system for combatting x-ray cheats!<\/p>\n
Feel free to reach out with feedback or suggestions to improve the plugin further. Happy mining!<\/p>\n
https:\/\/bstats.org\/plugin\/bukkit\/MLAntiXray\/25104<\/p>\n","protected":false},"excerpt":{"rendered":"
Automatically flag potential xrayers with Machine Learning<\/p>\n","protected":false},"featured_media":98826,"template":"","meta":{"_minecraft_slug":"max-ml-anti-xray","_minecraft_project_id":"u0aVZy46","_minecraft_author":"bbb908","_minecraft_license":"Apache-2.0","_minecraft_downloads":22877,"_minecraft_follows":24,"_minecraft_client_side":"unsupported","_minecraft_server_side":"required","_minecraft_storage_type":"zip","_minecraft_archive_name":"max-ml-anti-xray.zip","_minecraft_size_bytes":20428107,"_minecraft_version_count":8,"_minecraft_updated_at":"2026-05-16T00:09:55.169949Z","_minecraft_date_created":"2025-03-17T03:36:10.219296Z","_minecraft_date_modified":"2026-01-29T16:00:30.888211Z","_minecraft_project_url":"https:\/\/modrinth.com\/mod\/max-ml-anti-xray","_minecraft_icon_attachment_id":98826,"_minecraft_imported_at":"2026-06-05T16:15:45+00:00","_minecraft_import_hash":"87d51ea39be50545132d597bdfa6e985","_minecraft_versions":"","_minecraft_links":"","_minecraft_gallery":"","_minecraft_api_metadata":""},"mod_category":[124,126,127,129,123,92],"mod_loader":[130,132,134],"minecraft_version":[49,50,51,52,53,54,55,56,57,58,59,36,60,93,94,101,102,62,37,40,41,73,74,38,78,79,80,81,82],"class_list":["post-98825","mod","type-mod","status-publish","has-post-thumbnail","hentry","mod_category-bukkit","mod_category-management","mod_category-paper","mod_category-spigot","mod_category-technology","mod_category-utility","mod_loader-bukkit","mod_loader-paper","mod_loader-spigot","minecraft_version-1-17","minecraft_version-1-17-1","minecraft_version-1-18","minecraft_version-1-18-1","minecraft_version-1-18-2","minecraft_version-1-19","minecraft_version-1-19-1","minecraft_version-1-19-2","minecraft_version-1-19-3","minecraft_version-1-19-4","minecraft_version-1-20","minecraft_version-1-20-1","minecraft_version-1-20-2","minecraft_version-1-20-3","minecraft_version-1-20-4","minecraft_version-1-20-5","minecraft_version-1-20-6","minecraft_version-1-21","minecraft_version-1-21-1","minecraft_version-1-21-10","minecraft_version-1-21-11","minecraft_version-1-21-2","minecraft_version-1-21-3","minecraft_version-1-21-4","minecraft_version-1-21-5","minecraft_version-1-21-6","minecraft_version-1-21-7","minecraft_version-1-21-8","minecraft_version-1-21-9"],"yoast_head":"\n
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