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openmemkit

openmemkit

by Jlnine
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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

    A3.7/5.0

    Scored across 11 tools

    Disambiguation3/5

    memory_domains, memory_list, and memory_stats all return overlapping inventory/index information, which could cause misselection. memory_update and memory_write also both suggest writing, though they target different backends; the descriptions help, but boundaries are not always obvious.

    Naming Consistency4/5

    All tools share the memory_ prefix and most follow a verb-oriented pattern like search, get, list, update, delete, write, and flush. A few noun-style names such as domains, stats, and history deviate slightly, but the overall convention remains predictable.

    Tool Count5/5

    11 tools is well within the ideal range for a memory-management server. Each major operation—bootstrap, read, search, list, stats, update, delete, history, write, and flush—has a dedicated tool without excessive fragmentation.

    Completeness4/5

    The set covers session bootstrap, reading/searching, metadata inspection, update/delete, audit history, and the write_log flush pipeline. Minor gaps exist: delete is described as recoverable but no restore tool is exposed, and there is no direct create-file operation apart from the write_log/flush path.

    Maintenance

    ActivityStale
    ResponsivenessNo recent community issues

    Resources