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ultrabrain-mcp

by LCV-Ideas-Software
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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 15 tools

    Disambiguation3/5

    The tools share a common session/thought subject and the analytics/reporting cluster (metrics, analyze, validate, status, review, export) overlaps in what it returns. Descriptions do help, but an agent could easily pick the wrong inspection tool for a given task.

    Naming Consistency4/5

    All tools consistently share the ultrabrain_ prefix and use snake_case, creating a predictable surface. However, the suffixes mix bare verbs (think, merge, validate) with nouns (metrics, history, status), so it is not a strict verb_noun pattern.

    Tool Count4/5

    Fifteen tools is at the high end of a reasonable scope for a reasoning-session server. Most tools serve a distinct lifecycle purpose, though the analytics/reporting cluster could be consolidated without losing much capability.

    Completeness4/5

    The toolset covers session creation, thought progression, branching, merging, validation, analysis, export, and reset. Minor gaps exist, such as no obvious way to list all available sessions or a dedicated delete operation, but reset and server_info partially compensate.

    Maintenance

    ActivityActive
    ResponsivenessWithin a week

    Resources