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openmemkit

by Jlnine
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Python
Hybrid

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    Deploy Server
    Context All Your Agents Can ShareAgents share what they learn, hand off work, and hold it when you switch models. Start with 5 GB free.fulcradynamics.comAd

    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

    ActivitySlowing
    ResponsivenessNo issues

    Resources