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Bhavanachowdary18

Session Memory

by Bhavanachowdary18
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Python
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    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

    B3.4/5.0

    Scored across 16 tools

    Disambiguation2/5

    append_event and log_activity are near-duplicates, both recording important events/activities with overlapping examples like decisions, bugs, TODOs, and test results; remember also blurs into append_event's territory. The retrieval tools are well-differentiated, but these boundary issues create real misselection risk.

    Naming Consistency4/5

    Nearly every tool follows a clean snake_case verb_noun pattern such as start_session, search_memory, and list_sessions. The single-verb 'remember' is the main deviation, and append_event/log_activity are synonymous in style, but the overall convention is consistent.

    Tool Count3/5

    16 tools is at the heavy end for a session-memory server, especially with redundant event-recording tools like append_event and log_activity. Each cluster has a purpose, but consolidating the overlapping logging tools would make the set tighter.

    Completeness4/5

    The surface covers the full session lifecycle, event and file-change logging, TODO resolution, memory storage/update/search, and context/history retrieval. Minor omissions like explicit memory deletion are workaroundable, so agents should not hit major dead ends.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues

    Resources