Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | Unranked | llmtxtmcp · search | Provides standardized documentation retrieval for LLMs by accessing llms.txt files directly from source websites or a central repository, delivering… | No signals yet | No commit datelisted | No one-command install · Source |
| 402 | Unranked | localragmcp · search | Provides a search_docs tool for MCP clients to perform local semantic search over indexed files using embeddings, enabling grounded answers from… | No signals yet | No commit datelisted | No one-command install · Source |
| 403 | Unranked | luna-system-adamcp · search | Self-hosted personal AI assistant with RAG memory, specialist plugins, and multi-modal capabilities for privacy-first conversational AI. | No signals yet | No commit datelisted | No one-command install · Source |
| 404 | Unranked | manim-mcp-ragmcp · search | Enables creating Manim animations via natural language commands using DeepSeek API, with a RAG system for Manim documentation retrieval. | No signals yet | No commit datelisted | No one-command install · Source |
| 405 | Unranked | mcp-local-ragmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 406 | Unranked | mem-contextmcp · search | Multi-modal RAG engine for AI assistants. Stores conversation history, conclusions, diffs, error traces, and other development artifacts in LanceDB… | No signals yet | No commit datelisted | No one-command install · Source |
| 407 | Unranked | mukundakatta-citecitemcp · search | Inject, parse, and strip citation markers in RAG outputs for reliable source attribution. | No signals yet | No commit datelisted | No one-command install · Source |
| 408 | Unranked | onecontextmcp · search | Ship enterprise-grade RAG pipelines to millions of users. | No signals yet | No commit datelisted | No one-command install · Source |
| 409 | Unranked | perplexity-searchskill · search | Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter. This skill should be used when… | No signals yet | No commit datelisted | armory install perplexity-search --cli claude |
| 410 | Unranked | qdrant-rag-mcp-servermcp · search | Provides RAG search and ask capabilities over markdown and text files using Qdrant vector database, with tools for ingestion, retrieval, and source… | No signals yet | No commit datelisted | No one-command install · Source |
| 411 | Unranked | qdrant-vector-searchskill · search | High-performance vector similarity search engine for RAG and semantic search. Use when building production RAG systems requiring fast nearest neighbor… | No signals yet | No commit datelisted | armory install qdrant-vector-search --cli claude |
| 412 | Unranked | rag-implementationskill · search | Retrieval-Augmented Generation patterns including chunking, embeddings, vector stores, and retrieval optimization Use when: rag, retrieval augmented… | No signals yet | No commit datelisted | armory install rag-implementation --cli claude |
| 413 | Unranked | ragjson-zvec-2mcp · search | MCP server for semantic search over local knowledge bases, powered by zvec vector database. It consumes change files (.mushroom) and provides a… | No signals yet | No commit datelisted | No one-command install · Source |
| 414 | Unranked | research-mentor-ragmcp · search | MCP server that integrates a 1200-paper RAG database with six tools to support research workflows across stages like hypothesis, experiment… | No signals yet | No commit datelisted | No one-command install · Source |
| 415 | Unranked | sentence-transformersskill · search | Framework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity, clustering, and… | No signals yet | No commit datelisted | armory install sentence-transformers --cli claude |
| 416 | Unranked | twig-rag-agentsmcp · search | Production grade RAG agents for enterprise knowledge management and document retrieval. | No signals yet | No commit datelisted | No one-command install · Source |
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.