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opensearch-mcp-server-py

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    Deploy Server
    One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

    TDQS

    A3.5/5.0

    Scored across 9 tools

    Disambiguation4/5

    Most tools target distinct actions such as listing indices, retrieving mappings, searching, counting, and checking cluster health. GenericOpenSearchApiTool intentionally overlaps with every dedicated tool, and MsearchTool overlaps somewhat with SearchIndexTool, but the descriptions provide enough guidance to choose correctly.

    Naming Consistency4/5

    All tool names use PascalCase with a Tool suffix, and most follow a Verb+Noun pattern like ListIndexTool, SearchIndexTool, and GetShardsTool. IndexMappingTool and ClusterHealthTool lack explicit action verbs, and MsearchTool uses an abbreviated name, so the pattern is not perfectly consistent.

    Tool Count5/5

    Nine tools is a well-scoped count for an OpenSearch server covering search, mappings, cluster health, shards, counts, and a generic API fallback. Each dedicated tool earns its place, and the count is comfortably within the ideal range.

    Completeness4/5

    The dedicated tools cover common read, search, and monitoring workflows well, and GenericOpenSearchApiTool provides an escape hatch for any unsupported endpoint. However, common operations like creating/deleting indices or document-level CRUD lack dedicated first-class tools, so coverage relies partly on the generic fallback.

    Maintenance

    ActivityNo data
    ResponsivenessWithin a week

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