Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 84.603 | gerred-minecraft-bot-controlmcp · observability | Integrates Mineflayer to enable AI control of Minecraft bots for navigation, block manipulation, inventory management, and real-time game state… | 40 stars · 10 forks | No one-command install · Source | |
| 2 | 72.290 | buildepicshit-wickmcp · observability | Capture Roslyn-enriched C# exception telemetry from Godot Engine games and deliver full diagnostic context to AI assistants in one call. | 20 stars · 2 forks | No one-command install · Source | |
| 3 | 71.388 | notpoiu-robloxmcp · observability | Bridges live Roblox game sessions with external systems through WebSocket or HTTP, enabling real-time Lua code execution, instance manipulation… | 60 stars | No commit datelisted | No one-command install · Source |
| 4 | 69.000 | prajnaavidya-godot-peekmcp · observability | Bridges Godot game engine with real-time debugging capabilities including scene execution, log monitoring, stack trace analysis, and game control… | 12 stars · 3 forks | No one-command install · Source | |
| 5 | 58.185 | ue-audio-mcpmcp · observability | Enables AI-powered game audio creation for Unreal Engine 5.7, integrating Wwise, MetaSounds, and Blueprint through MCP tools to generate DSP graphs… | 6 stars · 2 forks | No one-command install · Source | |
| 6 | 57.245 | yamaru-hardware-probemcp · observability | Expert system hardware probe and performance diagnostic engine for AI, Gaming, and High-Performance workflows. Provides deep system insights such as… | 7 stars · 1 fork | No one-command install · Source | |
| 7 | 32.223 | minecraft-admin-mcpmcp · observability | A lightweight, self-hosted MCP server that provides a small set of administration tools for a single Minecraft Java Edition server, including… | 2 stars | No one-command install · Source | |
| 8 | Unranked | minecraft-paper-mcpmcp · observability | Enables control and administration of a Paper Minecraft server, including process management, in-game commands via RCON, file editing, and log… | No signals yet | No one-command install · Source | |
| 9 | Unranked | valorlensmcp · observability | MCP server for Valorant esports analytics that exposes structured metrics and database query tools, enabling AI-assisted match analysis, player… | No signals yet | No one-command install · Source | |
| 10 | Unranked | unreal-editor-mcpmcp · observability | Provides build diagnostics and editor log tools for Unreal Engine AI development, enabling Live Coding builds, parsing compile errors… | No signals yet | No one-command install · Source | |
| 11 | Unranked | minecraft-server-mcpmcp · observability | Enables AI assistants to interact with and manage Minecraft servers through a standardized interface, supporting server monitoring, player management… | No signals yet | No one-command install · Source | |
| 12 | Unranked | asset-pipeline-controller-statuslinerules · observability | Asset pipeline controller monitoring texture processing, model optimization, audio compression, and platform-specific variants. Tracks asset… | No signals yet | No commit datelisted | armory install asset-pipeline-controller-statusline --cli claude |
| 13 | Unranked | valorlens-2mcp · observability | Provides structured Valorant esports analytics data and metrics through MCP, including match analysis, player profiling, scouting reports, and ad-hoc… | No signals yet | No commit datelisted | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.