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

RankScoreComponentDescriptionEvidenceLast commitInstall
1Unrankedllm-architectsubagent · devopsUse when designing LLM systems for production, implementing fine-tuning or RAG architectures, optimizing inference serving infrastructure, or managing…No signals yetNo commit datelisted armory install llm-architect --cli claude
2Unrankedml-engineersubagent · devopsUse this agent when building production ML systems requiring model training pipelines, model serving infrastructure, performance optimization, and…No signals yetNo commit datelisted armory install ml-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, or later. A repository may have changed since.

Leaderboard · Armory