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osick
by osick

Related Servers

Alternatives to SAIR MCP Server

No user-submitted related servers found.

    Related Servers

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      MCP server for Codabench REST API that enables AI agents to drive a full participant ML-benchmark workflow: discover competitions, download data, submit, poll, and read leaderboards.
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    TDQS

    B3.4/5.0

    Scored across 48 tools

    Disambiguation4/5

    The tools are mostly distinct, each targeting specific resources and actions. However, the high number of tools (48) introduces some complexity, and a few like 'get_my_submission' vs 'get_submission_by_id' could cause minor confusion despite different purposes.

    Naming Consistency5/5

    Tool names consistently follow the `verb_noun` snake_case pattern (e.g., create_cheatsheet, list_playground_runs). The verbs are appropriately descriptive (create, get, list, delete, update, submit, etc.), and there is no mixing of conventions.

    Tool Count2/5

    With 48 tools, the set is significantly larger than the recommended 3-15 range, indicating over-scoping. While the domain is broad, many operations could be consolidated, and the sheer volume risks overwhelming agents.

    Completeness4/5

    The tool surface covers CRUD operations for core resources (cheatsheets, solver templates, custom problems, contributor network items) and key workflows (competition submissions, playground runs). Minor gaps exist, such as the lack of a tool to list all runs across competitions, but the set is largely complete for its intended domain.

    Maintenance

    ActivityStale
    ResponsivenessNo issues