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Related Servers

Alternatives to wmilvus-mcp

No user-submitted related servers found.

    Related Servers

    • A
      license
      Not graded
      quality
      D
      maintenance
      Provides MCP tools to interact with Milvus vector database, enabling vector search, text search, hybrid search, and collection management.
      438 PyPI
      1
      Apache 2.0
    • A
      license
      Not graded
      quality
      A
      maintenance
      MCP server for Milvus vector database enabling vector search, text search, and hybrid search operations.
      Apache 2.0
    • F
      license
      Not graded
      quality
      D
      maintenance
      Enables natural language queries on technical specifications and automated code compliance checks using local RAG with vector search, integrated via MCP.
      -
    • F
      license
      Not graded
      quality
      D
      maintenance
      Enables LLMs to interact with Milvus vector database for search, query, and collection management operations.
      8
      -
    • A
      license
      Not graded
      quality
      D
      maintenance
      An MCP server designed to assist with generating, converting, and translating Milvus SDK code by retrieving relevant documentation and snippets. It supports PyMilvus code generation, ORM-to-client conversion, and cross-language translation between Python, Java, Go, and other supported languages.
      2
      MIT
    • A
      license
      B
      quality
      B
      maintenance
      Enables a single MCP server for interacting with multiple vector databases through pluggable backends, starting with Pinecone. It supports schema-aware index management, upserts, hybrid search, embeddings, TTL conventions, and namespace operations.
      28
      MIT

    TDQS

    B3.2/5.0

    Scored across 7 tools

    Disambiguation4/5

    Most tools have clearly distinct purposes, but the reference-oriented tools (get_wmilvus_architect_blueprints, get_wmilvus_architect_manual, search_wmilvus_pattern) have some conceptual overlap. Descriptions help distinguish code examples, conceptual manual, and searchable patterns, so an agent can mostly select correctly.

    Naming Consistency5/5

    All tool names use consistent snake_case and follow a verb_noun pattern (validate_, search_, deploy_, get_, generate_). The inclusion of 'wmilvus' varies slightly but does not break predictability.

    Tool Count5/5

    Seven tools is well-scoped for a specialized WMilvus development-assistant server. Each tool appears to earn its place without excessive redundancy or missing obvious operations.

    Completeness4/5

    The surface covers validation, search, scaffolding, reference documentation, code generation, and MCP client configuration for WMilvus development. Minor gaps may exist, such as runtime vector operations, but the stated development-assistant purpose is largely covered.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues