[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6CSMSVNJ9P80KXN4T6E2CKF":3,"skill-same:01M6CSMSVNJ9P80KXN4T6E2CKF":68},{"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":18,"publishedAt":33,"linkOnly":34,"markdownContent":35,"markdownBody":36,"frontMatter":37,"refName":40,"commitSha":41,"skillDirectory":42,"forksCount":14,"repositoryHtmlUrl":43,"repositoryHomepageUrl":6,"ownerHtmlUrl":44,"ownerBlogUrl":45,"ownerDescription":46,"updatedAt":47,"install":48,"resources":61},"01M6CSMSVNJ9P80KXN4T6E2CKF","graph-intelligence",null,"Use when analyzing vault structure, finding connections between ideas, identifying knowledge gaps, or understanding the shape of a knowledge base. Guides interpretation of graph analysis results.","ThatDevStudio\u002Fztlctl","ThatDevStudio","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F168217678?v=4","01M6CSMDK6RNT910MHNQ51PHAX","ThatDev Studio","01M6CSMDQ6BDK686J8ZEH97DVC",0,"MIT","https:\u002F\u002Fgithub.com\u002FThatDevStudio\u002Fztlctl\u002Fblob\u002Fdevelop\u002Fplugin\u002Fskills\u002Fgraph-intelligence\u002FSKILL.md",[],[19,20,21,22,23,24,25,26,27,28,29,30,31,32],"graph","intelligence","graph intelligence","interpretation","analyzing","analysis","vault","knowledge","results","use","shape","connections","base","structure","2026-11-10 10:12:30",false,"---\nname: graph-intelligence\ndescription: >\n  Use when analyzing vault structure, finding connections between ideas,\n  identifying knowledge gaps, or understanding the shape of a knowledge base.\n  Guides interpretation of graph analysis results.\nversion: 1.0.0\n---\n\n# Graph Intelligence for ztlctl Vaults\n\nThe ztlctl knowledge graph tracks every connection between content items. Graph analysis tools reveal patterns invisible at the individual note level.\n\n## When to Use Graph Analysis\n\n| Situation | Tool | What it reveals |\n|---|---|---|\n| \"What topics cluster together?\" | `graph_themes` | Community structure |\n| \"What are the most important notes?\" | `graph_rank` | Influence via PageRank |\n| \"How are these two ideas connected?\" | `graph_path` | Shortest connection chain |\n| \"Where is knowledge thin?\" | `graph_gaps` | Structural holes |\n| \"What notes bridge different topics?\" | `graph_bridges` | Cross-cluster connectors |\n| \"What's related to this note?\" | `get_related` | Spreading activation |\n\n## Decision Guide\n\n**Start with `graph_themes`** when exploring — it gives you the big picture of how knowledge clusters.\n\n**Use `graph_rank`** to find anchor notes — high PageRank items are the most referenced\u002Fconnected and make good starting points for any topic.\n\n**Use `graph_path`** when a user asks \"how does X relate to Y?\" — it shows the chain of connections.\n\n**Use `graph_gaps`** to find improvement opportunities — high-constraint nodes are tightly embedded in their local cluster and would benefit from cross-cutting links to other areas.\n\n**Use `get_related`** for focused exploration around a single item — it uses spreading activation with decay to find nearby nodes.\n\n## Interpreting Results\n\nSee `references\u002Falgorithms.md` for detailed interpretation of each algorithm's output — what the scores mean, what to look for, and how to act on findings.\n\n## Combining Analysis\n\nThe most powerful insights come from combining multiple analyses:\n\n1. Run `graph_themes` → identify clusters\n2. Run `graph_gaps` → find where clusters are isolated\n3. Run `graph_rank` within each cluster → find anchor notes\n4. Use `graph_path` → verify connections between clusters\n5. Create notes that bridge gaps → strengthen the knowledge structure\n","# Graph Intelligence for ztlctl Vaults\n\nThe ztlctl knowledge graph tracks every connection between content items. Graph analysis tools reveal patterns invisible at the individual note level.\n\n## When to Use Graph Analysis\n\n| Situation | Tool | What it reveals |\n|---|---|---|\n| \"What topics cluster together?\" | `graph_themes` | Community structure |\n| \"What are the most important notes?\" | `graph_rank` | Influence via PageRank |\n| \"How are these two ideas connected?\" | `graph_path` | Shortest connection chain |\n| \"Where is knowledge thin?\" | `graph_gaps` | Structural holes |\n| \"What notes bridge different topics?\" | `graph_bridges` | Cross-cluster connectors |\n| \"What's related to this note?\" | `get_related` | Spreading activation |\n\n## Decision Guide\n\n**Start with `graph_themes`** when exploring — it gives you the big picture of how knowledge clusters.\n\n**Use `graph_rank`** to find anchor notes — high PageRank items are the most referenced\u002Fconnected and make good starting points for any topic.\n\n**Use `graph_path`** when a user asks \"how does X relate to Y?\" — it shows the chain of connections.\n\n**Use `graph_gaps`** to find improvement opportunities — high-constraint nodes are tightly embedded in their local cluster and would benefit from cross-cutting links to other areas.\n\n**Use `get_related`** for focused exploration around a single item — it uses spreading activation with decay to find nearby nodes.\n\n## Interpreting Results\n\nSee `references\u002Falgorithms.md` for detailed interpretation of each algorithm's output — what the scores mean, what to look for, and how to act on findings.\n\n## Combining Analysis\n\nThe most powerful insights come from combining multiple analyses:\n\n1. Run `graph_themes` → identify clusters\n2. Run `graph_gaps` → find where clusters are isolated\n3. Run `graph_rank` within each cluster → find anchor notes\n4. Use `graph_path` → verify connections between clusters\n5. Create notes that bridge gaps → strengthen the knowledge structure\n",{"name":5,"version":38,"description":39},"1.0.0","Use when analyzing vault structure, finding connections between ideas, identifying knowledge gaps, or understanding the shape of a knowledge base. Guides interpretation of graph analysis results.\n","develop","fa2801de39a8e8c3a55b0e0ea590781b326e226e","plugin\u002Fskills\u002Fgraph-intelligence","https:\u002F\u002Fgithub.com\u002FThatDevStudio\u002Fztlctl","https:\u002F\u002Fgithub.com\u002FThatDevStudio","thatdev.io","ThatDev","2026-03-22 22:57:17",{"source":8,"skillName":5,"commands":49,"prompt":59,"zipAvailable":60},[50,53,56],{"tool":51,"command":52},"npx","npx skills add ThatDevStudio\u002Fztlctl --skill graph-intelligence",{"tool":54,"command":55},"bunx","bunx skills add ThatDevStudio\u002Fztlctl --skill graph-intelligence",{"tool":57,"command":58},"pnpm","pnpm dlx skills add ThatDevStudio\u002Fztlctl --skill graph-intelligence","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002FThatDevStudio\u002Fztlctl\u002Fblob\u002Fdevelop\u002Fplugin\u002Fskills\u002Fgraph-intelligence\u002FSKILL.md",true,[62],{"path":63,"resourceType":64,"resourceTypeDesc":65,"sizeBytes":66,"sourceHtmlUrl":67},"references\u002Falgorithms.md","REFERENCE","参考文档",5271,"https:\u002F\u002Fgithub.com\u002FThatDevStudio\u002Fztlctl\u002Fblob\u002Fdevelop\u002Fplugin\u002Fskills\u002Fgraph-intelligence\u002Freferences\u002Falgorithms.md",[69,84,103,120,138,152],{"skillNo":70,"name":71,"nameZh":6,"description":72,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":73,"categories":74,"keywords":75,"publishedAt":33},"01M6CSNCEFP7TMHJH1RYE6HB6F","vault-methodology","Use when working in a ztlctl vault — creating notes, organizing knowledge, tagging, linking, or making decisions about content types and structure. Activates for any knowledge management task.","https:\u002F\u002Fgithub.com\u002FThatDevStudio\u002Fztlctl\u002Fblob\u002Fdevelop\u002Fplugin\u002Fskills\u002Fvault-methodology\u002FSKILL.md",[],[76,25,77,78,79,26,80,81,28,82,83,32],"methodology","vault methodology","notes","content","decisions","management","knowledge management","task",{"skillNo":85,"name":86,"nameZh":6,"description":87,"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":95,"publishedAt":33},"01M6CSNA9DPPRQTVRB3PK39S41","synthesize","Use when the user wants to synthesize scattered notes into a unified artifact, consolidate knowledge on a topic, connect existing notes, find structural gaps, or create a synthesis note. Activates on \"synthesize\", \"consolidate\", \"connect my notes on X\", \"summarize what I know about X\", \"find gaps in X\", or \"create synthesis\".","https:\u002F\u002Fgithub.com\u002FThatDevStudio\u002Fztlctl\u002Fblob\u002Fdevelop\u002Fplugin\u002Fskills\u002Fsynthesize\u002FSKILL.md",[90],{"categoryNo":91,"categoryName":92,"taxonomyType":93,"taxonomyTypeDesc":94},"01JBSEEDCAT000000000000021","资料检索与研究","SCENARIO","使用场景",[86,96,78,97,98,26,99,100,28,101,102],"summarize","connect","create","find","user","Synthesis","artifact",{"skillNo":104,"name":105,"nameZh":6,"description":106,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":107,"categories":108,"keywords":109,"publishedAt":33},"01M6CSN854VHN73TST01PPVXC7","session","Use when the user wants to start, begin, or open a work session, OR close, end, or finish an active session. Manages the full session lifecycle: pre-flight checks, polaris alignment, session start, and session close with enrichment pipeline.","https:\u002F\u002Fgithub.com\u002FThatDevStudio\u002Fztlctl\u002Fblob\u002Fdevelop\u002Fplugin\u002Fskills\u002Fsession\u002FSKILL.md",[],[105,110,111,28,112,100,113,114,115,116,117,118,119],"finish","work","alignment","work session","session close","start","open","enrichment","pipeline","lifecycle",{"skillNo":121,"name":122,"nameZh":6,"description":123,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":124,"categories":125,"keywords":130,"publishedAt":33},"01M6CSN5HMBGRHZBMY2ANS2YKP","session-workflow","Use when starting, running, or closing research sessions. Guides structured knowledge capture workflows: start → capture → synthesize → close.","https:\u002F\u002Fgithub.com\u002FThatDevStudio\u002Fztlctl\u002Fblob\u002Fdevelop\u002Fplugin\u002Fskills\u002Fsession-workflow\u002FSKILL.md",[126,127],{"categoryNo":91,"categoryName":92,"taxonomyType":93,"taxonomyTypeDesc":94},{"categoryNo":128,"categoryName":129,"taxonomyType":93,"taxonomyTypeDesc":94},"01JBSEEDCAT000000000000023","Skill与智能体开发",[131,105,132,133,134,135,136,115,26,137,28],"workflow","session workflow","knowledge capture","research","workflows","sessions","capture",{"skillNo":139,"name":140,"nameZh":6,"description":141,"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":33},"01M6CSN2YMTDPQ96ZZ9JMS1XT0","review-triage","Use when the user asks to review the work queue, triage pending items, clear the backlog, or find out what needs attention in the vault. Surfaces prioritized actionable items and batch-processes approved updates.","https:\u002F\u002Fgithub.com\u002FThatDevStudio\u002Fztlctl\u002Fblob\u002Fdevelop\u002Fplugin\u002Fskills\u002Freview-triage\u002FSKILL.md",[],[145,146,147,28,148,25,111,99,100,149,150,151],"review","review triage","triage","batch","queue","surfaces","backlog",{"skillNo":153,"name":154,"nameZh":6,"description":155,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":156,"categories":157,"keywords":158,"publishedAt":33},"01M6CSN0XZVNHDN002Z4SWSEZM","review-contradictions","Use when the user wants to review conflicting notes, find inconsistencies in the vault, check for contradictions between knowledge claims, or inspect semantically-close notes that may conflict. Runs the per-pair evaluation loop to surface genuine contradictions and dismiss false positives.","https:\u002F\u002Fgithub.com\u002FThatDevStudio\u002Fztlctl\u002Fblob\u002Fdevelop\u002Fplugin\u002Fskills\u002Freview-contradictions\u002FSKILL.md",[],[159,145,78,160,25,26,161,162,99,163,100,28],"review contradictions","Evaluation","loop","pair","check"]