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ampl-mcp

by worc4021
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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

    A3.8/5.0

    Scored across 16 tools

    Disambiguation5/5

    Each tool targets a distinct aspect of the AMPL workflow: session lifecycle, code execution, data I/O, solving, options, and diagnostics. Even overlapping tools like eval/display/read_files are clearly separated by input type and purpose.

    Naming Consistency4/5

    All tools share the ampl_ prefix, and most follow a verb_noun pattern (list_sessions, init_session, set_data). A few bare verbs (eval, solve, display) and nouns (version, option) deviate, but the prefix and common AMPL vocabulary keep names predictable.

    Tool Count4/5

    At 16 tools, this is slightly above the typical 3-15 range, but the complete AMPL lifecycle justifies each tool without redundancy. The count feels appropriate for a comprehensive modeling server.

    Completeness5/5

    The toolset covers session management, model building (eval/read_files), data manipulation (set/get), solving (solve/sweep), options, and diagnostics. No obvious missing operations for the domain.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues

    Resources