[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6CQKHCGAMQYZQ49KWPZEXR3":3,"skill-same:01M6CQKHCGAMQYZQ49KWPZEXR3":84},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":16,"categories":17,"keywords":28,"publishedAt":35,"linkOnly":36,"markdownContent":37,"markdownBody":38,"frontMatter":39,"refName":40,"commitSha":41,"skillDirectory":42,"forksCount":14,"repositoryHtmlUrl":43,"repositoryHomepageUrl":6,"ownerHtmlUrl":44,"ownerBlogUrl":45,"ownerDescription":46,"updatedAt":47,"install":48,"resources":61},"01M6CQKHCGAMQYZQ49KWPZEXR3","retention-dashboard",null,"Use to visualize churn, expansion, and health metrics across cohorts.","bhaktofmahakal\u002FMy-Automations","bhaktofmahakal","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F113044681?v=4","01M6CQG50VDA4H2XWR0XWECSBW","Utsav Mishra ","01M6CQG551Q30JPDW6J049ZT2M",4,"MIT","https:\u002F\u002Fgithub.com\u002Fbhaktofmahakal\u002FMy-Automations\u002Fblob\u002Fmain\u002Fgtm-agents\u002Fplugins\u002Fcustomer-analytics\u002Fskills\u002Fretention-dashboard\u002FSKILL.md",[18,23],{"categoryNo":19,"categoryName":20,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000013","分析与可视化","SCENARIO","使用场景",{"categoryNo":24,"categoryName":25,"taxonomyType":26,"taxonomyTypeDesc":27},"01JBSEEDCAT000000000000033","数据分析师","PROFESSION","适用职业",[29,30,31,32,33,34],"dashboard","retention dashboard","visualize","metrics","health","use","2026-11-10 10:12:30",false,"---\nname: retention-dashboard\ndescription: Use to visualize churn, expansion, and health metrics across cohorts.\n---\n\n# Retention Dashboard Toolkit Skill\n\n## When to Use\n- Automating retention reviews for CS, lifecycle marketing, or execs.\n- Tracking pilot outcomes for adoption\u002Fsave plays.\n- Providing drillable dashboards to segment owners.\n\n## Framework\n1. **Metric Definitions** – ARR retention, logo retention, expansion %, health scores.\n2. **Cohort Dimensions** – plan, persona, region, industry, product, acquisition channel.\n3. **Visualization Layout** – summary tiles, cohort heatmaps, waterfall, signal callouts.\n4. **Alerting Layer** – thresholds for Slack\u002Femail alerts when metrics breach targets.\n5. **Annotation Workflow** – capture commentary, actions, and follow-up owners.\n\n## Templates\n- BI dashboard spec (metrics, dimensions, filters, refresh cadence).\n- Weekly retention digest format.\n- Alert template with context + call to action.\n\n## Tips\n- Normalize metrics (e.g., ARR, accounts, seats) to avoid confusion.\n- Tie charts to plays so stakeholders know what to do next.\n- Pair with `activation-map` to log actions triggered by signals.\n\n---\n","# Retention Dashboard Toolkit Skill\n\n## When to Use\n- Automating retention reviews for CS, lifecycle marketing, or execs.\n- Tracking pilot outcomes for adoption\u002Fsave plays.\n- Providing drillable dashboards to segment owners.\n\n## Framework\n1. **Metric Definitions** – ARR retention, logo retention, expansion %, health scores.\n2. **Cohort Dimensions** – plan, persona, region, industry, product, acquisition channel.\n3. **Visualization Layout** – summary tiles, cohort heatmaps, waterfall, signal callouts.\n4. **Alerting Layer** – thresholds for Slack\u002Femail alerts when metrics breach targets.\n5. **Annotation Workflow** – capture commentary, actions, and follow-up owners.\n\n## Templates\n- BI dashboard spec (metrics, dimensions, filters, refresh cadence).\n- Weekly retention digest format.\n- Alert template with context + call to action.\n\n## Tips\n- Normalize metrics (e.g., ARR, accounts, seats) to avoid confusion.\n- Tie charts to plays so stakeholders know what to do next.\n- Pair with `activation-map` to log actions triggered by signals.\n\n---\n",{"name":5,"description":7},"main","e76badf17e06864dd1f99dfd25e14335f1cfeea2","gtm-agents\u002Fplugins\u002Fcustomer-analytics\u002Fskills\u002Fretention-dashboard","https:\u002F\u002Fgithub.com\u002Fbhaktofmahakal\u002FMy-Automations","https:\u002F\u002Fgithub.com\u002Fbhaktofmahakal","https:\u002F\u002Fwww.utsavmishra.me\u002F","Engineer","2026-09-28 22:27:58",{"source":8,"skillName":5,"commands":49,"prompt":59,"zipAvailable":60},[50,53,56],{"tool":51,"command":52},"npx","npx skills add bhaktofmahakal\u002FMy-Automations --skill retention-dashboard",{"tool":54,"command":55},"bunx","bunx skills add bhaktofmahakal\u002FMy-Automations --skill retention-dashboard",{"tool":57,"command":58},"pnpm","pnpm dlx skills add bhaktofmahakal\u002FMy-Automations --skill retention-dashboard","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002Fbhaktofmahakal\u002FMy-Automations\u002Fblob\u002Fmain\u002Fgtm-agents\u002Fplugins\u002Fcustomer-analytics\u002Fskills\u002Fretention-dashboard\u002FSKILL.md",true,[62,68,74,80],{"path":63,"resourceType":64,"resourceTypeDesc":65,"sizeBytes":66,"sourceHtmlUrl":67},"LICENSE.qwen.txt","LICENSE","许可证",7831,"https:\u002F\u002Fgithub.com\u002Fendman100\u002Fskill-router-nexus\u002Fblob\u002Fmain\u002FImage-Generation\u002Frewrite-qwen2-1-prompts\u002FLICENSE.qwen.txt",{"path":69,"resourceType":70,"resourceTypeDesc":71,"sizeBytes":72,"sourceHtmlUrl":73},"NOTICE","OTHER","其他",399,"https:\u002F\u002Fgithub.com\u002Fendman100\u002Fskill-router-nexus\u002Fblob\u002Fmain\u002FImage-Generation\u002Frewrite-qwen2-1-prompts\u002FNOTICE",{"path":75,"resourceType":76,"resourceTypeDesc":77,"sizeBytes":78,"sourceHtmlUrl":79},"references\u002Fsystem_prompt_edit.txt","REFERENCE","参考文档",18344,"https:\u002F\u002Fgithub.com\u002Fendman100\u002Fskill-router-nexus\u002Fblob\u002Fmain\u002FImage-Generation\u002Frewrite-qwen2-1-prompts\u002Freferences\u002Fsystem_prompt_edit.txt",{"path":81,"resourceType":76,"resourceTypeDesc":77,"sizeBytes":82,"sourceHtmlUrl":83},"references\u002Fsystem_prompt_t2i.txt",10045,"https:\u002F\u002Fgithub.com\u002Fendman100\u002Fskill-router-nexus\u002Fblob\u002Fmain\u002FImage-Generation\u002Frewrite-qwen2-1-prompts\u002Freferences\u002Fsystem_prompt_t2i.txt",[85,92,107,114,127,139],{"skillNo":86,"name":87,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":88,"categories":89,"keywords":90,"publishedAt":35},"01M6CQZ3TVYVTB8FP1BVHXWJJZ","social","https:\u002F\u002Fgithub.com\u002Fbhaktofmahakal\u002FMy-Automations\u002Fblob\u002Fmain\u002Fshogun-cmo\u002Fskills\u002Fsocial\u002FSKILL.md",[],[87,91],"research",{"skillNo":93,"name":94,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":95,"categories":96,"keywords":103,"publishedAt":35},"01M6CQZ1SB3V2R3T14Z0ZB28Q0","seo_geo","https:\u002F\u002Fgithub.com\u002Fbhaktofmahakal\u002FMy-Automations\u002Fblob\u002Fmain\u002Fshogun-cmo\u002Fskills\u002Fseo-geo\u002FSKILL.md",[97,100],{"categoryNo":98,"categoryName":99,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000019","营销推广",{"categoryNo":101,"categoryName":102,"taxonomyType":26,"taxonomyTypeDesc":27},"01JBSEEDCAT000000000000035","市场营销",[104,105,106,91],"geo","seo geo","seo",{"skillNo":108,"name":109,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":110,"categories":111,"keywords":112,"publishedAt":35},"01M6CQZ0T5KQH44TRTS2FZY7BX","review","https:\u002F\u002Fgithub.com\u002Fbhaktofmahakal\u002FMy-Automations\u002Fblob\u002Fmain\u002Fshogun-cmo\u002Fskills\u002Freview\u002FSKILL.md",[],[109,113],"evidence",{"skillNo":115,"name":91,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":116,"categories":117,"keywords":121,"publishedAt":35},"01M6CQYZ3JNN7PWP5V0FGA5N5V","https:\u002F\u002Fgithub.com\u002Fbhaktofmahakal\u002FMy-Automations\u002Fblob\u002Fmain\u002Fshogun-cmo\u002Fskills\u002Fresearch\u002FSKILL.md",[118],{"categoryNo":119,"categoryName":120,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000021","资料检索与研究",[91,122,123,124,125,126],"read","tinyfish","only","firecrawl","tavily",{"skillNo":128,"name":129,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":130,"categories":131,"keywords":135,"publishedAt":35},"01M6CQYXR58J9GM7860KPR35H2","product_hunt","https:\u002F\u002Fgithub.com\u002Fbhaktofmahakal\u002FMy-Automations\u002Fblob\u002Fmain\u002Fshogun-cmo\u002Fskills\u002Fproduct-hunt\u002FSKILL.md",[132],{"categoryNo":133,"categoryName":134,"taxonomyType":26,"taxonomyTypeDesc":27},"01JBSEEDCAT000000000000031","产品经理",[136,137,138,91],"product","hunt","product hunt",{"skillNo":140,"name":141,"nameZh":6,"description":6,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":142,"categories":143,"keywords":144,"publishedAt":35},"01M6CQYW5EVAYYHYGX46Z0DM7Y","opportunity","https:\u002F\u002Fgithub.com\u002Fbhaktofmahakal\u002FMy-Automations\u002Fblob\u002Fmain\u002Fshogun-cmo\u002Fskills\u002Fopportunity\u002FSKILL.md",[],[141,124,113]]