claude

rag-toolkit

RAG solutions: basic RAG, rerank, agentic, multi-hop

3 on GitHubby Zillizv0.1.0Apache-2.0updated 9 months ago
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Plugin rag-toolkit from marketplace milvus-marketplace in zilliztech/milvus-marketplace. Commands read from the repo's manifest — 1 month ago.

What it installs

Skills (4)

  • agentic-rag

    Use when user needs an autonomous RAG agent that decides when and what to retrieve dynamically. Triggers on: agentic RAG, agent, autonomous retrieval, tool use, function calling, research agent, conversational RAG, dynamic retrieval, self-directed search, RAG with tools, intelligent assistant, adapt

  • multi-hop-rag

    Use when user needs multi-step reasoning with iterative retrieval for complex questions. Triggers on: multi-hop, multi-step RAG, complex questions, chain of retrieval, iterative retrieval, complex reasoning, cross-document reasoning, question decomposition, research questions, fact synthesis, connec

  • rag-with-rerank

    Use when user needs high-precision RAG with reranking for domains where accuracy is critical. Triggers on: rag rerank, precise RAG, cross-encoder, reranking RAG, legal QA, medical QA, high-precision QA, two-stage retrieval, semantic reranking, improve RAG accuracy, relevance scoring, document rankin

  • rag

    Use when user wants to build RAG, Q&A system, or knowledge base with documents. Triggers on: RAG, retrieval augmented generation, Q&A system, knowledge base, document Q&A, chat with docs, ChatGPT for docs, LLM + retrieval, semantic search over documents, ground LLM with facts, reduce hallucination,

View source on GitHub

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