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Serena

by oraios
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Python
Hybrid

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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 29 tools

    Disambiguation4/5

    Most tools have distinct purposes, but there is some overlap between search tools (find_symbol, find_referencing_symbols, search_for_pattern) and file operations (read_file vs. find_file vs. list_dir). The descriptions help clarify differences, but an agent might occasionally misselect between similar search or file access tools.

    Naming Consistency4/5

    The naming follows a consistent verb_noun pattern (e.g., activate_project, create_text_file, execute_shell_command) with only minor deviations like initial_instructions (adjective_noun) and think_about_* tools (verb_phrase). Overall, the pattern is predictable and readable.

    Tool Count3/5

    With 29 tools, the count feels heavy for a code assistant server, bordering on overwhelming. While many tools are specialized (e.g., multiple think_about_* tools), the high number could lead to confusion or inefficiency in tool selection.

    Completeness5/5

    The toolset provides comprehensive coverage for code editing and project management, including CRUD operations for files and symbols, search capabilities, memory management, and workflow guidance (e.g., onboarding, thinking tools). No obvious gaps are present for its intended domain.

    Maintenance

    ActivityActive
    ResponsivenessResponsive

    Resources