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Connectry Architect Cert

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      Q-learning memory for Claude Code. Persistent memory that learns which context helps you get work done. Memories that lead to productive sessions (commits, PRs, tests) earn higher retrieval rank automatically. 16 MCP tools, hybrid BM25 + vector + Q-value scoring, local-first with Qdrant + FastEmbed.
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    • project-memory-mcp

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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

    A3.7/5.0

    Scored across 18 tools

    Disambiguation3/5

    Tools are mostly distinct but some overlap exists: get_progress, get_weak_areas, get_study_plan, and get_exam_history all relate to progress. start_assessment and start_practice_exam are similar. Additionally, verbose behavioral instructions in descriptions may cause confusion for the agent when selecting tools.

    Naming Consistency4/5

    Most tools follow a clear verb_noun pattern (get_, start_, reset_, scaffold_), with capstone_build_status and capstone_build_step being slight outliers (noun_verb_noun). Overall naming is consistent and readable.

    Tool Count4/5

    18 tools is on the higher side but reasonable for a comprehensive certification study tool covering assessment, practice, progress tracking, and capstone build. Each tool serves a specific purpose, though some consolidation could be possible.

    Completeness4/5

    The tool set covers the main study lifecycle: initial assessment, practice questions/exams, progress monitoring, weak area identification, study plans, curriculum viewing, and a capstone build. Minor gaps like time tracking or filtering by specific topics are not critical.

    Maintenance

    ActivityInactive
    ResponsivenessUnresponsive

    Resources