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Alternatives to PyLops-MCP

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    Related Servers

    • A
      license
      Not graded
      quality
      C
      maintenance
      Exposes an OpenAPI catalog as tools for AI agents (e.g., Claude Code, Cursor) to query API endpoints via list_endpoints and get_endpoint tools, enabling interactive API exploration without a browser.
      2 npm
      MIT
    • F
      license
      Not graded
      quality
      B
      maintenance
      Exposes the structure and documentation of the openreview-py library, enabling LLMs to discover classes, functions, and signatures for accurate code generation. It provides tools for searching the API and retrieving detailed metadata without executing code or making external API calls.
      7
      -
    • F
      license
      Not graded
      quality
      D
      maintenance
      Enables agents to browse a catalog of OpenAPI specs, search for operations, and retrieve full operation contracts to build API requests without calling the target APIs.
      -
    • A
      license
      Not graded
      quality
      D
      maintenance
      Provides MCP tools to list and search OpenAI Agents SDK documentation, enabling LLMs to retrieve documentation topics and content via natural language queries.
      45 PyPI
      MIT

    TDQS

    A3.7/5.0

    Scored across 12 tools

    Disambiguation4/5

    Most tools are clearly distinct by resource and action (list vs get), and descriptions name the owning package. However, near-identical pairs like get_solver/get_proxsolver and list_solvers/list_proxsolvers require the agent to read carefully to avoid picking the PyLops tool when a PyProximal one is needed, and search overlaps slightly with the list/get pairs as an alternate discovery path.

    Naming Consistency4/5

    The dominant pattern is a clean verb_noun scheme (list_operators, get_operator, list_workflows, get_solver). Minor deviations exist: the bare verb 'search', and the inconsistent prox prefix spelling between list_proxperators and get_proxoperator, which weakens predictability slightly.

    Tool Count5/5

    Twelve tools is well within the sweet spot and every tool earns its place, reflecting a tidy symmetric surface (list+get for operators, solvers, workflows; list+get for proxoperators and proxsolvers; plus search and list_versions). No redundant or filler tools.

    Completeness5/5

    For a documentation-lookup server over two packages, the surface covers discovery (list per category, filtered by module), detail retrieval (get with signatures/params/examples), cross-cutting search, and version enumeration. There are no obvious dead ends an agent would hit.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues