{"id":135969,"date":"2026-06-08T03:44:22","date_gmt":"2026-06-08T00:44:22","guid":{"rendered":"https:\/\/vpesports.com\/minecraft\/mods\/scamscreener\/"},"modified":"2026-06-08T03:44:22","modified_gmt":"2026-06-08T00:44:22","slug":"scamscreener","status":"publish","type":"mod","link":"https:\/\/vpesports.com\/minecraft\/mods\/scamscreener\/","title":{"rendered":"ScamScreener for Hypixel SkyBlock"},"content":{"rendered":"<p># ScamScreener<\/p>\n<p>ScamScreener is a client-side Fabric mod that analyzes incoming chat, highlights scam-like behavior patterns, and gives you a structured review workflow for safer decisions.<\/p>\n<p>## At A Glance<\/p>\n<p>&#8211; Realtime chat risk analysis with a multi-stage detection pipeline<br \/>\n&#8211; In-game review queue with case-level message tagging<br \/>\n&#8211; Whitelist and blacklist tools with command + GUI support<br \/>\n&#8211; Optional auto `\/p leave` on blacklist alerts<br \/>\n&#8211; Canonical training export (`training-cases-v2.jsonl`) for later tuning<br \/>\n&#8211; Public API entrypoint for integrations (`scamscreener-api`)<\/p>\n<p>## Supported Versions And Requirements<\/p>\n<p>&#8211; Minecraft: `1.21.10` (EOL), `1.21.11` (EOL), `26.1`<br \/>\n&#8211; Mod loader: Fabric Loader `>= 0.17`<br \/>\n&#8211; Dependency: Fabric API<br \/>\n&#8211; Environment: client-only<\/p>\n<p>## Installation<\/p>\n<p>1. Install Fabric Loader for your Minecraft version.<br \/>\n2. Put `ScamScreener` and `Fabric API` into your `mods` folder.<br \/>\n3. Launch the game.<br \/>\n4. Open settings with `\/scamscreener settings` (or `\/ss settings`).<\/p>\n<p>## Quick Start<\/p>\n<p>1. Set your risk threshold (`LOW`, `MEDIUM`, `HIGH`, `CRITICAL`). Note that `LOW` might warn you way often when on large public islands!<br \/>\n2. Play as usual and let ScamScreener monitor inbound chat.<br \/>\n3. Open review queue (`\/scamscreener review`) for flagged cases.<br \/>\n4. Mark cases as `RISK`, `SAFE`, or `DISMISSED`.<br \/>\n5. Export reviewed data with `\/scamscreener review export` if needed.<\/p>\n<p>## How Detection Works<\/p>\n<p>ScamScreener evaluates each inbound message through a staged pipeline:<\/p>\n<p>&#8211; Player list stage (whitelist\/blacklist hard matches)<br \/>\n&#8211; Deterministic rule stage (links, urgency, platform redirects, payment\/account signals)<br \/>\n&#8211; Similarity stage (fuzzy phrase matching)<br \/>\n&#8211; Behavior stage (sender-local repetition\/burst patterns)<br \/>\n&#8211; Trend stage (cross-sender wave detection)<br \/>\n&#8211; Funnel stage (multi-step trust -> redirect -> payment\/account patterns)<br \/>\n&#8211; Context stage (signal blend across recent same-sender messages)<br \/>\n&#8211; Mute stage \/ bypass logic<\/p>\n<p>Pipeline outcomes can include `IGNORE`, `REVIEW`, `BLOCK`, `WHITELISTED`, `BLACKLISTED`, or `MUTED`.<\/p>\n<p>## In-Game Commands<\/p>\n<p>Root commands:<\/p>\n<p>&#8211; `\/scamscreener &#8230;`<br \/>\n&#8211; `\/ss &#8230;` (alias)<\/p>\n<p>Main command groups:<\/p>\n<p>&#8211; `settings`, `rules`, `runtime`, `messages`, `metrics`<br \/>\n&#8211; `whitelist add\/remove\/clear`<br \/>\n&#8211; `blacklist add\/remove\/clear`<br \/>\n&#8211; `review`, `review player`, `review manage`, `review info`, `review export`<br \/>\n&#8211; `alertlevel`<br \/>\n&#8211; `autoleave on\/off`<br \/>\n&#8211; `mute`, `mute <regex>`, `unmute`, `unmute <regex>`<br \/>\n&#8211; `debug`<br \/>\n&#8211; `version`, `help`<\/p>\n<p>## GUI Overview<\/p>\n<p>Main settings screen includes:<\/p>\n<p>&#8211; Alert threshold and auto-capture settings<br \/>\n&#8211; Auto-leave and mute filter toggles<br \/>\n&#8211; Whitelist \/ blacklist management<br \/>\n&#8211; Review queue and review settings<br \/>\n&#8211; Rules, runtime, metrics, and message settings<\/p>\n<p>## Case Review And Training Export<\/p>\n<p>Review flow:<\/p>\n<p>1. Open queue and pick a case.<br \/>\n2. Tag each message as `Exclude`, `Context`, or `Signal`.<br \/>\n3. Save verdict as `Risk`, `Safe`, or `Dismiss`.<\/p>\n<p>Export:<\/p>\n<p>&#8211; Command: `\/scamscreener review export`<br \/>\n&#8211; Output file: `config\/scamscreener\/training-cases-v2.jsonl`<\/p>\n<p>Important status:<\/p>\n<p>&#8211; Training Hub is currently not live.<br \/>\n&#8211; `Contribute Training Data` buttons are intentionally disabled in GUI for now.<br \/>\n&#8211; Local export is still available and stable.<\/p>\n<p>## Configuration Files<\/p>\n<p>ScamScreener stores its data in `config\/scamscreener\/`:<\/p>\n<p>&#8211; `runtime.json` (runtime and output behavior)<br \/>\n&#8211; `rules.json` (pipeline rule configuration)<br \/>\n&#8211; `review.json` (review queue state)<br \/>\n&#8211; `whitelist.json` (trusted players)<br \/>\n&#8211; `blacklist.json` (blocked players)<br \/>\n&#8211; `training-cases-v2.jsonl` (manual export artifact)<\/p>\n<p>## Privacy And Data Handling<\/p>\n<p>&#8211; ScamScreener runs client-side.<br \/>\n&#8211; No automatic training upload is performed by the mod.<br \/>\n&#8211; Review\/training payloads are sanitized and do not persist sender UUID identity.<br \/>\n&#8211; UUID-based persistence is intentionally limited to whitelist\/blacklist management.<\/p>\n<p>## v1 To v2 Migration<\/p>\n<p>On first start of v2, ScamScreener performs a one-time migration:<\/p>\n<p>&#8211; Migrates legacy whitelist\/blacklist files into v2 config files<br \/>\n&#8211; Writes migration marker `.v1-to-v2-migration.done`<br \/>\n&#8211; Cleans up legacy v1 config folder artifacts after migration<\/p>\n<p>Existing v2 target files are never overwritten.<\/p>\n<p>## API For Other Mods<\/p>\n<p>Get the API through the Fabric entrypoint:<\/p>\n<p>&#8220;`java<br \/>\nimport eu.tango.scamscreener.api.ScamScreenerApi;<br \/>\nimport net.fabricmc.loader.api.FabricLoader;<\/p>\n<p>import java.util.List;<\/p>\n<p>List<ScamScreenerApi> apis = FabricLoader.getInstance()<br \/>\n    .getEntrypoints(ScamScreenerApi.ENTRYPOINT_KEY, ScamScreenerApi.class);<\/p>\n<p>if (!apis.isEmpty()) {<br \/>\n    ScamScreenerApi api = apis.get(0);<br \/>\n}<br \/>\n&#8220;`<\/p>\n<p>Then use shared list access and events:<\/p>\n<p>&#8220;`java<br \/>\nimport eu.tango.scamscreener.api.BlacklistAccess;<br \/>\nimport eu.tango.scamscreener.api.WhitelistAccess;<br \/>\nimport eu.tango.scamscreener.api.event.BlacklistEvent;<br \/>\nimport eu.tango.scamscreener.api.event.PipelineDecisionEvent;<br \/>\nimport eu.tango.scamscreener.api.event.WhitelistEvent;<\/p>\n<p>WhitelistAccess whitelist = api.whitelist();<br \/>\nBlacklistAccess blacklist = api.blacklist();<\/p>\n<p>PipelineDecisionEvent.EVENT.register((chatEvent, decision) -> {<br \/>\n    \/\/ react to pipeline decisions<br \/>\n});<\/p>\n<p>WhitelistEvent.EVENT.register((changeType, entry) -> {<br \/>\n    \/\/ entry is null when the list is cleared<br \/>\n});<\/p>\n<p>BlacklistEvent.EVENT.register((changeType, entry) -> {<br \/>\n    \/\/ entry is null when the list is cleared<br \/>\n});<br \/>\n&#8220;`<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Monitors the chat and warns you about potentonal scammers<\/p>\n","protected":false},"featured_media":135970,"template":"","meta":{"_minecraft_slug":"scamscreener","_minecraft_project_id":"XTB0bgAW","_minecraft_author":"Pankraz01","_minecraft_license":"GPL-3.0-only","_minecraft_downloads":251142,"_minecraft_follows":3,"_minecraft_client_side":"required","_minecraft_server_side":"unsupported","_minecraft_storage_type":"zip","_minecraft_archive_name":"scamscreener.zip","_minecraft_size_bytes":53536175,"_minecraft_version_count":118,"_minecraft_updated_at":"2026-05-16T15:56:54.060669Z","_minecraft_date_created":"2026-02-09T05:50:43.325087Z","_minecraft_date_modified":"2026-05-14T16:49:39.242943Z","_minecraft_project_url":"https:\/\/modrinth.com\/mod\/scamscreener","_minecraft_icon_attachment_id":135970,"_minecraft_imported_at":"2026-06-08T00:44:22+00:00","_minecraft_import_hash":"64da9308e89c8edd714c7edef375ce66","_minecraft_versions":"","_minecraft_links":"","_minecraft_gallery":"","_minecraft_api_metadata":""},"mod_category":[97,126,867,92],"mod_loader":[99],"minecraft_version":[40,41,82,83,167,163],"class_list":["post-135969","mod","type-mod","status-publish","has-post-thumbnail","hentry","mod_category-fabric","mod_category-management","mod_category-social","mod_category-utility","mod_loader-fabric","minecraft_version-1-21-10","minecraft_version-1-21-11","minecraft_version-1-21-9","minecraft_version-26-1","minecraft_version-26-1-1","minecraft_version-26-1-2"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - 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