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Frank-Joe-99

jobhunt-copilot

by Frank-Joe-99
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Python
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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 7 tools

    Disambiguation4/5

    Most tools have clearly distinct purposes (resume generation, JD analysis, project recommendation, tracking, schedules, analytics). However, tool_one_click_tailor orchestrates and overlaps heavily with tool_analyze_jd, tool_recommend_projects, and tool_generate_resume, so an agent may be unsure when to invoke the composite pipeline versus the individual steps.

    Naming Consistency4/5

    Nearly all tools follow a consistent snake_case verb_noun pattern with a uniform 'tool_' prefix (generate_resume, analyze_jd, recommend_projects, track_application, get_upcoming_schedules, get_funnel_analytics). The only minor deviation is tool_one_click_tailor, whose naming doesn't fit the verb_noun mold as cleanly.

    Tool Count5/5

    Seven tools is well-scoped for a personal job-hunting copilot, covering the core workflow stages without filler. Each tool earns its place, with the composite tailor tool providing convenience over the granular steps.

    Completeness4/5

    The surface covers resume generation, JD matching, skill-gap project discovery, application tracking (create/update), schedule reminders, and funnel analytics — a strong lifecycle. Minor gaps remain, such as no delete/archive operation for tracked applications and no standalone profile-editing tool, but these are workable.

    Maintenance

    ActivityActive
    ResponsivenessNo issues

    Resources