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RAGFlow Claude MCP Server

by norandom

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      Integrates R2R (Retrieval-Augmented Generation) with Claude Desktop, enabling semantic search across knowledge bases and RAG-based question answering with support for vector, graph, web, and document search.
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      Enables semantic retrieval and knowledge base management through the RAGFlow API, including dataset, document, chunk, chat, and graph operations.
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    TDQS

    B3.4/5.0

    Scored across 8 tools

    Disambiguation4/5

    Most tools have distinct purposes, but ragflow_list_documents and ragflow_retrieval each have an alternative by-name variant, which could cause confusion if descriptions are not heeded. However, descriptions clarify the difference between ID-based and name-based operations, keeping overlap minimal.

    Naming Consistency5/5

    All tools follow a consistent verb_noun pattern with snake_case and the 'ragflow_' prefix. Variations like '_by_name' are systematic and predictable, enhancing readability for agents.

    Tool Count5/5

    With 8 tools, the set is well-scoped for a knowledge base retrieval server. Each tool serves a clear function, and the count is neither too sparse nor overwhelming for the intended purpose.

    Completeness4/5

    The tool surface covers listing datasets, listing documents, retrieving chunks, and managing chat sessions. It lacks create/update/delete operations, but given the likely read-heavy focus of the server, these gaps are acceptable and do not impede the primary retrieval workflow.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues