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

1 results · 65,239 in the catalog

Rank	Score	Component	Description	Evidence	Last commit	Install
1	Unranked	python-backend-engineersubagent · back-end	Use this agent when you need to develop, refactor, or optimize Python backend systems using modern tooling like uv. This includes creating APIs…	No signals yet	No commit datelisted 27 May 2026	`armory install python-backend-engineer --cli claude`

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.