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

RankScoreComponentDescriptionEvidenceLast commitInstall
1Unrankedagent-orchestration-context-managersubagent · ai-agentsElite AI context engineering specialist mastering dynamic context management, vector databases, knowledge graphs, and intelligent memory systems…No signals yetNo commit datelisted armory install agent-orchestration-context-manager --cli claude
2Unrankedcontext-management-context-managersubagent · ai-agentsElite AI context engineering specialist mastering dynamic context management, vector databases, knowledge graphs, and intelligent memory systems…No signals yetNo commit datelisted armory install context-management-context-manager --cli claude
3Unrankedeval-judgesubagent · ai-agentsLLM judge for plugin quality assessment. Scores skills on triggering accuracy, orchestration fitness, output quality, and scope calibration using…No signals yetNo commit datelisted armory install eval-judge --cli claude
4Unrankedllm-redteam-specialistsubagent · ai-agentsUse this agent when you need to red-team a Large Language Model deployment — jailbreak probes, prompt injection harness design, output-safety…No signals yetNo commit datelisted armory install llm-redteam-specialist --cli claude
5Unrankedllms-maintainersubagent · ai-agentsLLMs.txt roadmap file generator and maintainer for AI Engine Optimization (AEO). Use after build completion, content changes, or when setting up AI…No signals yetNo commit datelisted armory install llms-maintainer --cli claude
6Unrankedprompt-buildersubagent · ai-agentsExpert prompt engineering and validation system for creating high-quality prompts - Brought to you by microsoft/edge-aiNo signals yetNo commit datelisted armory install prompt-builder --cli claude
7Unrankedprompt-engineersubagent · ai-agentsUse this agent when you need to design, optimize, test, or evaluate prompts for large language models in production systems.No signals yetNo commit datelisted armory install prompt-engineer --cli claude
8Unrankedprompt-engineer-2subagent · ai-agentsA specialized chat mode for analyzing and improving prompts. Every user input is treated as a prompt to be improved. It evaluates the prompt against a…No signals yetNo commit datelisted armory install prompt-engineer-2 --cli claude
9Unrankedpytorch-build-resolversubagent · ai-agentsPyTorch runtime, CUDA, and training error resolution specialist. Fixes tensor shape mismatches, device errors, gradient issues, DataLoader problems…No signals yetNo commit datelisted armory install pytorch-build-resolver --cli claude
10Unrankedresearch-synthesizersubagent · ai-agentsUse this agent when you need to consolidate and synthesize findings from multiple research sources or specialist researchers into a unified…No signals yetNo commit datelisted armory install research-synthesizer --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