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Related Servers

Alternatives to anndata-mcp

No user-submitted related servers found.

    Related Servers

    • A
      license
      Not graded
      quality
      D
      maintenance
      Enables interaction with AnnData objects via the Model Context Protocol, allowing querying and manipulation of annotated data matrices for single-cell genomics.
      2
      MIT
    • F
      license
      Not graded
      quality
      C
      maintenance
      Enables AI assistants to discover and inspect research datasets via a read-only MCP server, offering search, variable listing, and metadata retrieval without reading data files.
      -
    • F
      license
      B
      quality
      D
      maintenance
      Enables AI agents to read and understand local Mendix project structure and logic by connecting directly to the .mpr file via MCP. Allows querying microflows, entities, attributes, and modules in read-only mode without requiring cloud access.
      4
      1
      -
    • A
      license
      Not graded
      quality
      C
      maintenance
      Provides a natural language interface for scRNA-Seq analysis using the Scanpy library, supporting operations such as data preprocessing, clustering, and visualization. It enables AI agents and clients to perform complex single-cell transcriptomics workflows through the Model Context Protocol.
      2
      BSD 3-Clause

    TDQS

    B3.1/5.0

    Scored across 3 tools

    Disambiguation4/5

    The three tools have distinct purposes: view_raw_data displays raw data, get_summary provides a structural overview, and get_descriptive_stats computes statistical summaries. While summary and stats could overlap slightly, their focus on structure vs. attribute-level statistics keeps them distinguishable.

    Naming Consistency5/5

    All tool names follow a consistent verb_noun pattern using 'view_' or 'get_' prefixes, making the naming predictable and easy to understand.

    Tool Count3/5

    With only 3 tools, the server is on the thin side but appropriate for a focused read-only inspection toolset. It is not too sparse to be useless, but it offers limited functionality.

    Completeness2/5

    The server is missing common AnnData operations such as listing attributes, accessing subsets, or modifying/saving data. This creates significant gaps for users expecting a more complete workflow, though basic inspection is covered.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues