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dependency-evaluator
【文档与办公】Evaluates whether a programming language dependency should be used by analyzing maintenance activity, security posture, community health, documentation quality, dependency footprint, production adoption, license compatibility, API stability, and funding sustainability. Use when users ask "should I use X or Y?", "are there better options for [feature]…
rural-health
【开发与工程】Audit rural health network software for telehealth readiness, provider coverage mapping, patient transportation coordination, referral network optimization, Critical Access Hospital compliance, mobile clinic scheduling, and health equity metrics. Use when reviewing rural EHR systems, FQHC platforms, telehealth infrastructure, community health worker …
analyzing-social-determinants-of-health
【设计与创意】Maps social determinants affecting health outcomes with intervention strategy development. Use when analyzing SDOH, mapping community resources, or designing social health interventions.
assessing-community-health-needs
【数据与研究】Conducts community health needs assessment with data collection, analysis, and priority identification. Use when assessing community health, prioritizing health needs, or planning health interventions.
buzz-community
【设计与创意】Build and manage open source community — Discord/Slack structure, contributor onboarding, ambassador program, community flywheel design, and GitHub community health. Use when asked to "build a community", "grow our Discord", "improve contributor experience", or "design a developer ambassador program".
buzz-community
【设计与创意】Build and manage open source community — Discord/Slack structure, contributor onboarding, ambassador program, community flywheel design, and GitHub community health. Use when asked to "build a community", "grow our Discord", "improve contributor experience", or "design a developer ambassador program".
buzz-recon
【效率与协作】PR and community reconnaissance — audit current press coverage, social presence, community health, and competitor PR. Use when asked to "audit our PR", "what's our community state", "how do we compare in press", or before planning a launch or community initiative.
buzz-recon
【效率与协作】PR and community reconnaissance — audit current press coverage, social presence, community health, and competitor PR. Use when asked to "audit our PR", "what's our community state", "how do we compare in press", or before planning a launch or community initiative.
community-analytics
【数据与研究】Expert in measuring what matters in communities. Covers health metrics, engagement analytics, sentiment analysis, cohort tracking, and reporting. Knows that good data drives good decisions, and bad metrics drive bad behavior. Use when "community metrics, community analytics, measure community, community health, engagement metrics, community reporting…
community-builder
【设计与创意】Expert community-led growth and community management guidance. Use when building developer communities, Discord/Slack communities, online communities, managing community platforms, designing member onboarding, creating engagement programs, running ambassador programs, measuring community health, setting up moderation systems, or implementing DevRel s…
community-growth
【效率与协作】Expert in growing and engaging communities sustainably. Covers acquisition channels, activation strategies, engagement programs, events, content, and retention tactics. Knows that healthy growth is about depth, not just numbers. Use when "community growth, grow community, community engagement, community events, community content, member acquisition, …
community-health-assessment
【效率与协作】Conduct community health needs assessments. TRIGGERS - Use when user needs help with community-health-assessment related tasks.
community-health-monitoring
【效率与协作】Community health monitoring expertise — auto-activates on engagement, retention, and churn-prediction tasks
community-kpi-dashboard
【效率与协作】Measurement system tracking engagement, health, and business impact of community programs.
community-operations
【效率与协作】Expert in running the day-to-day operations of thriving communities. Covers moderation systems, onboarding flows, crisis management, scaling operations, and team management. The engine room that keeps communities healthy and safe. Use when "community operations, community moderation, community management, onboarding flow, crisis management, trust and…
contributions-hub
【开发与工程】GitHub community: discussions, moderation, contributor health, CLAs.
evaluate-agent-framework
【效率与协作】Assess an open-source agent framework for investment readiness by evaluating community health, supersession risk, architecture alignment, and governance sustainability. Produces a four-tier classification (INVEST / EVALUATE-FURTHER / CONTRIBUTE-CAUTIOUSLY / AVOID) to guide resource allocation decisions before committing engineering effort.
evaluate-agent-framework
【效率与协作】Assess an open-source agent framework for investment readiness by evaluating community health, supersession risk, architecture alignment, and governance sustainability. Produces a four-tier classification (INVEST / EVALUATE-FURTHER / CONTRIBUTE-CAUTIOUSLY / AVOID) to guide resource allocation decisions before committing engineering effort.