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 | Unranked | agent-orchestration-context-managersubagent · ai-agents | Elite AI context engineering specialist mastering dynamic context management, vector databases, knowledge graphs, and intelligent memory systems… | No signals yet | No commit datelisted | armory install agent-orchestration-context-manager --cli claude |
| 2 | Unranked | context-management-context-managersubagent · ai-agents | Elite AI context engineering specialist mastering dynamic context management, vector databases, knowledge graphs, and intelligent memory systems… | No signals yet | No commit datelisted | armory install context-management-context-manager --cli claude |
| 3 | Unranked | eval-judgesubagent · ai-agents | LLM judge for plugin quality assessment. Scores skills on triggering accuracy, orchestration fitness, output quality, and scope calibration using… | No signals yet | No commit datelisted | armory install eval-judge --cli claude |
| 4 | Unranked | llm-architectsubagent · devops | Use when designing LLM systems for production, implementing fine-tuning or RAG architectures, optimizing inference serving infrastructure, or managing… | No signals yet | No commit datelisted | armory install llm-architect --cli claude |
| 5 | Unranked | llm-redteam-specialistsubagent · ai-agents | Use this agent when you need to red-team a Large Language Model deployment — jailbreak probes, prompt injection harness design, output-safety… | No signals yet | No commit datelisted | armory install llm-redteam-specialist --cli claude |
| 6 | Unranked | llms-maintainersubagent · ai-agents | LLMs.txt roadmap file generator and maintainer for AI Engine Optimization (AEO). Use after build completion, content changes, or when setting up AI… | No signals yet | No commit datelisted | armory install llms-maintainer --cli claude |
| 7 | Unranked | ml-engineersubagent · devops | Use this agent when building production ML systems requiring model training pipelines, model serving infrastructure, performance optimization, and… | No signals yet | No commit datelisted | armory install ml-engineer --cli claude |
| 8 | Unranked | mle-reviewersubagent · observability | Production machine-learning engineering reviewer for data contracts, feature pipelines, training reproducibility, offline/online evaluation, model… | No signals yet | No commit datelisted | armory install mle-reviewer --cli claude |
| 9 | Unranked | prompt-buildersubagent · ai-agents | Expert prompt engineering and validation system for creating high-quality prompts - Brought to you by microsoft/edge-ai | No signals yet | No commit datelisted | armory install prompt-builder --cli claude |
| 10 | Unranked | prompt-engineersubagent · ai-agents | Use this agent when you need to design, optimize, test, or evaluate prompts for large language models in production systems. | No signals yet | No commit datelisted | armory install prompt-engineer --cli claude |
| 11 | Unranked | prompt-engineer-2subagent · ai-agents | A 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 yet | No commit datelisted | armory install prompt-engineer-2 --cli claude |
| 12 | Unranked | pytorch-build-resolversubagent · ai-agents | PyTorch runtime, CUDA, and training error resolution specialist. Fixes tensor shape mismatches, device errors, gradient issues, DataLoader problems… | No signals yet | No commit datelisted | armory install pytorch-build-resolver --cli claude |
| 13 | Unranked | research-synthesizersubagent · ai-agents | Use this agent when you need to consolidate and synthesize findings from multiple research sources or specialist researchers into a unified… | No signals yet | No commit datelisted | armory install research-synthesizer --cli claude |
| 14 | Unranked | vector-database-engineersubagent · database | Expert in vector databases, embedding strategies, and semantic search implementation. Masters Pinecone, Weaviate, Qdrant, Milvus, and pgvector for RAG… | No signals yet | No commit datelisted | armory install vector-database-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.