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-memory-systemsskill · database | Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory… | No signals yet | No commit datelisted | armory install agent-memory-systems --cli claude |
| 2 | Unranked | chromaskill · database | Open-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple… | No signals yet | No commit datelisted | armory install chroma --cli claude |
| 3 | Unranked | cocoindexskill · database | Comprehensive toolkit for developing with the CocoIndex library. Use when users need to create data transformation pipelines (flows), write custom… | No signals yet | No commit datelisted | armory install cocoindex --cli claude |
| 4 | Unranked | genimlskill · database | This skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for training region embeddings… | No signals yet | No commit datelisted | armory install geniml --cli claude |
| 5 | Unranked | llm-opsskill · database | LLM Operations -- RAG, embeddings, vector databases, fine-tuning, prompt engineering avancado, custos de LLM, evals de qualidade e arquiteturas de IA… | No signals yet | No commit datelisted | armory install llm-ops --cli claude |
| 6 | Unranked | long-contextskill · database | Extend context windows of transformer models using RoPE, YaRN, ALiBi, and position interpolation techniques. Use when processing long documents… | No signals yet | No commit datelisted | armory install long-context --cli claude |
| 7 | Unranked | pineconeskill · database | Managed vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata filtering, and… | No signals yet | No commit datelisted | armory install pinecone --cli claude |
| 8 | Unranked | rag-engineerskill · database | Expert in building Retrieval-Augmented Generation systems. Masters embedding models, vector databases, chunking strategies, and retrieval optimization… | No signals yet | No commit datelisted | armory install rag-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.