Leaderboard

Scored on public signals; components with none are listed as Unranked · Formula

Component

All mcp 61,707 skill 1,132 subagent 724 rules 461 hook 134 workflow 62 cli 57 identity 38

4 More

eval 37 memory 36 observability 34 infra 26

Domain

All back-end 23,922 ai-agents 13,106 other 9,354 search 4,535 database 2,789 front-end 2,201 observability 1,987 auth 1,508

5 More

devops 1,377 browser 1,330 comms 1,112 payments 1,089 github-vcs 929

Vertical

All finance 4,779 ai-infra 3,606 security 3,313 productivity 2,190 marketing 1,395 data-analytics 1,204 legal 1,129 devtools 1,006

4 More

education 574 healthcare 489 e-commerce 468 gaming 396

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Score Usage Tested Mentions Stars Name

Highest FirstRows50 100 250ExportHarness

Needs the armory CLI · not on npm yet, build it from cli/ in the repository

3 results · 65,239 in the catalog

Rank	Score	Component	Description	Evidence	Last commit	Install
1	89.003	godot-mcp-docsmcp · comms	Provides AI assistants with access to the complete Godot Engine documentation, enabling developers to get answers about Godot classes, tutorials, and…	71 stars · 14 forks	25 Jul 2025	No one-command install · Source
2	Unranked	white-hat-thumbnailsmcp · comms	MCP server that lets AI assistants manage Roblox thumbnails end to end, including performance tracking, generation, publishing, auto-rotation, and…	No signals yet	20 Aug 2026	No one-command install · Source
3	Unranked	mcp-claudemcp · comms	Enables chatting with AI directly in Roblox Studio to read, write, and modify scripts and instances, supporting multiple free AI providers.	No signals yet	27 May 2026	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, 2 Sep 2026 or later. A repository may have changed since.