[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6DS67YF0M983R4TSGTWWVAP":3,"skill-same:01M6DS67YF0M983R4TSGTWWVAP":95},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":6,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":15,"categories":16,"keywords":22,"publishedAt":43,"linkOnly":44,"markdownContent":45,"markdownBody":46,"frontMatter":47,"refName":50,"commitSha":51,"skillDirectory":52,"forksCount":53,"repositoryHtmlUrl":54,"repositoryHomepageUrl":6,"ownerHtmlUrl":55,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":56,"install":57,"resources":70},"01M6DS67YF0M983R4TSGTWWVAP","gtm-google-search-ads-builder",null,"End-to-end Google Search Ads campaign builder. Takes ICP + product info, performs keyword research via competitive analysis, builds ad group structure, generates headline\u002Fdescription variants, creates negative keyword lists, recommends bid strategy, and exports a campaign-ready CSV for Google Ads Editor import.","AntifragileTech\u002Fantifragile-claude-code","AntifragileTech","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F174357194?v=4","01M6DQCYMK4CDSQQAN0ZC72NTV","01M6DQCYS9YPW1WKMQ5TJMPQ43",9,"MIT","https:\u002F\u002Fgithub.com\u002FAntifragileTech\u002Fantifragile-claude-code\u002Fblob\u002Fmaster\u002Fassets\u002Fskills\u002Fgtm\u002Fgtm-google-search-ads-builder\u002FSKILL.md",[17],{"categoryNo":18,"categoryName":19,"taxonomyType":20,"taxonomyTypeDesc":21},"01JBSEEDCAT000000000000021","资料检索与研究","SCENARIO","使用场景",[23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42],"gtm google search ads builder","gtm","search","ads","google search","google","builder","campaign","icp","end","structure","info","google ads","ready","strategy","analysis","csv","product","editor","research","2026-11-10 10:12:30",false,"---\nname: gtm-google-search-ads-builder\ndescription: >\n  End-to-end Google Search Ads campaign builder. Takes ICP + product info, performs\n  keyword research via competitive analysis, builds ad group structure, generates\n  headline\u002Fdescription variants, creates negative keyword lists, recommends bid strategy,\n  and exports a campaign-ready CSV for Google Ads Editor import.\ntags: [ads]\n---\n\n# Google Search Ads Builder\n\nBuild a complete Google Search Ads campaign from scratch. This skill handles everything from keyword research to ad copy to campaign structure — outputting files ready to import into Google Ads Editor.\n\n**Core principle:** Most early-stage teams waste their first $5K on Google Ads because of bad structure. This skill builds a tight, well-organized campaign from day one: right keywords, right match types, right ad groups, right negatives.\n\n## When to Use\n\n- \"Set up Google Search Ads for us\"\n- \"Build a Google Ads campaign for [product]\"\n- \"I want to start running search ads — help me set it up\"\n- \"Create a PPC campaign structure\"\n- \"Generate Google Ads copy for our product\"\n\n## Phase 0: Intake\n\n1. **Product name + URL** — What are we advertising?\n2. **One-line value prop** — What does it do, for whom?\n3. **ICP** — Who is searching for this? (Role, pain, company stage)\n4. **Monthly budget** — What are you willing to spend? (Affects structure recommendations)\n5. **Goal** — Free trial sign-ups \u002F Demo bookings \u002F Content downloads \u002F Direct purchase\n6. **Landing pages** — URLs you'll send traffic to (or \"need to create\")\n7. **Competitor domains** — 2-5 competitors (for keyword gap analysis)\n8. **Geographic targeting** — Countries\u002Fregions\n9. **Existing keywords?** — Any keywords you already know work\n\n## Phase 1: Keyword Research\n\n### 1A: Seed Keyword Generation\n\nFrom the product description and ICP, generate 3 keyword buckets:\n\n| Bucket | Intent | Examples |\n|--------|--------|---------|\n| **Problem-aware** | Searching for solutions to a pain | \"how to automate outbound\", \"fix slow sales pipeline\" |\n| **Solution-aware** | Searching for a category of product | \"AI SDR tool\", \"outbound automation software\" |\n| **Brand\u002FCompetitor** | Searching for you or competitors by name | \"[your brand]\", \"[competitor] alternative\" |\n\n### 1B: Competitive Keyword Mining\n\nResearch competitor SEO keywords that indicate search ad opportunity:\n\n```\nSearch: \"[competitor] site:google.com\u002Fads\" OR \"[competitor] PPC keywords\"\nSearch: \"[competitor]\" alternative OR vs OR comparison\nSearch: best [product category] tools 2026\n```\n\nAlso run `seo-domain-analyzer` on competitor domains to find keywords they rank for that indicate buying intent.\n\n### 1C: Keyword Expansion\n\nFor each seed keyword, expand with:\n- **Modifiers:** best, top, free, cheap, enterprise, for startups, for [role]\n- **Long-tail:** \"[category] for [specific use case]\"\n- **Question queries:** \"how to [solve problem your product addresses]\"\n- **Comparison:** \"[competitor] vs [your brand]\", \"[competitor] alternative\"\n\n### 1D: Keyword Scoring\n\n| Keyword | Est. Volume | Intent Strength | Competition | Priority |\n|---------|------------|----------------|-------------|----------|\n| [keyword] | [H\u002FM\u002FL] | [High\u002FMed\u002FLow] | [H\u002FM\u002FL] | [1-5] |\n\n**Priority scale:**\n- **5** = High intent + medium competition (sweet spot)\n- **4** = High intent + high competition (important but expensive)\n- **3** = Medium intent + low competition (good for budget stretch)\n- **2** = Low intent + low competition (awareness only)\n- **1** = Skip — too broad or irrelevant\n\n## Phase 2: Campaign Structure\n\n### 2A: Ad Group Design\n\nGroup keywords by theme and intent. Each ad group = one tight topic.\n\n**Structure template:**\n\n```\nCampaign: [Product Name] — Search\n├── Ad Group: [Problem Keyword Theme 1]\n│   ├── Keywords (5-15 per group)\n│   └── Ads (3 responsive search ads)\n├── Ad Group: [Problem Keyword Theme 2]\n├── Ad Group: [Solution Category]\n├── Ad Group: [Competitor Alternatives]\n│   ├── \"[Competitor A] alternative\"\n│   ├── \"[Competitor B] alternative\"\n│   └── \"best [category] alternative\"\n└── Ad Group: [Brand]\n    └── \"[Your brand name]\" (defense)\n```\n\n**Rules:**\n- Max 15 keywords per ad group\n- All keywords in an ad group should share a theme\n- Each ad group gets its own landing page (if possible)\n- Use a mix of match types: Exact [keyword] for high-intent, Phrase \"keyword\" for discovery\n\n### 2B: Match Type Strategy\n\n| Keyword Type | Recommended Match | Reason |\n|-------------|-------------------|--------|\n| Brand terms | Exact | Protect — don't waste spend on broad |\n| High-intent solution | Exact + Phrase | Capture precisely, discover adjacent |\n| Competitor terms | Exact + Phrase | Control the narrative |\n| Problem-aware | Phrase + Broad (with negatives) | Cast wider net for top-of-funnel |\n\n## Phase 3: Ad Copy Generation\n\n### Per Ad Group: 3 Responsive Search Ads\n\nEach RSA needs:\n- **15 headlines** (max 30 chars each)\n- **4 descriptions** (max 90 chars each)\n\n### Headline Framework (15 per ad group)\n\n| Slot | Purpose | Example |\n|------|---------|---------|\n| 1-3 | **Keyword match** — Include the search term | \"AI Outbound Automation\" |\n| 4-5 | **Value prop** — Primary benefit | \"10x Your Pipeline in 30 Days\" |\n| 6-7 | **Social proof** — Credibility | \"Trusted by 500+ B2B Teams\" |\n| 8-9 | **Differentiation** — Why you vs alternatives | \"No-Code Setup in 5 Minutes\" |\n| 10-11 | **CTA** — Action driver | \"Start Free Trial Today\" |\n| 12-13 | **Offer\u002FUrgency** — Incentive | \"Free 14-Day Trial\" |\n| 14-15 | **Trust\u002FRisk reversal** — Remove friction | \"No Credit Card Required\" |\n\n### Description Framework (4 per ad group)\n\n| Slot | Purpose | Example |\n|------|---------|---------|\n| 1 | **Feature-benefit** — What + so what | \"Automate personalized outbound emails so your team closes more deals without the manual work.\" |\n| 2 | **Pain-agitate** — Problem + solution | \"Tired of reps spending 4 hours on prospecting? Our AI handles it in minutes.\" |\n| 3 | **Social proof + CTA** | \"Join 500+ growth teams. Start your free trial — no credit card needed.\" |\n| 4 | **Differentiator + CTA** | \"Unlike legacy tools, [Product] works out of the box. See it in action — book a 15-min demo.\" |\n\n## Phase 4: Negative Keywords\n\n### Universal Negatives (Apply to all campaigns)\n\n```\nfree (if not freemium)\njobs, careers, hiring, salary\ntutorial, course, certification, learn\nreview, reddit, quora (if not desired)\nlogin, support, help desk\ndownload, open source (if not applicable)\n```\n\n### Category-Specific Negatives\n\nBased on keyword research, add terms that would waste spend — searches related to your keywords but with wrong intent.\n\n## Phase 5: Bid Strategy Recommendation\n\n| Budget Range | Recommended Strategy | Reason |\n|-------------|---------------------|--------|\n| \u003C $1K\u002Fmo | Manual CPC or Max Clicks | Need data first — don't let Google optimize on nothing |\n| $1K-5K\u002Fmo | Max Conversions (after 30+ conversions) | Enough data for Google's algo |\n| $5K+\u002Fmo | Target CPA or Target ROAS | Optimize for efficiency at scale |\n\n**First 2 weeks:** Always start with Manual CPC or Max Clicks with a daily budget cap. Collect data before switching to automated bidding.\n\n## Phase 6: Output Format\n\n### 6A: Campaign Strategy Doc\n\n```markdown\n# Google Search Ads Campaign — [Product Name] — [DATE]\n\n## Campaign Overview\n- **Goal:** [Conversions \u002F Demos \u002F Trials]\n- **Monthly budget:** $[X]\n- **Geographic targeting:** [Countries]\n- **Bid strategy (start):** [Manual CPC \u002F Max Clicks]\n- **Bid strategy (after 30 conversions):** [Max Conversions \u002F Target CPA]\n\n## Campaign Structure\n[Visual tree of campaigns → ad groups]\n\n## Keywords by Ad Group\n\n### Ad Group: [Name]\n**Landing page:** [URL]\n| Keyword | Match Type | Priority |\n|---------|-----------|----------|\n| [keyword] | Exact | High |\n| [keyword] | Phrase | Medium |\n\n### Ad Group: [Name 2]\n...\n\n## Ad Copy\n\n### Ad Group: [Name]\n**RSA 1:**\nHeadlines: [list of 15]\nDescriptions: [list of 4]\n\n**RSA 2:** ...\n**RSA 3:** ...\n\n## Negative Keywords\n[Grouped list]\n\n## Bid & Budget Recommendations\n[Strategy + daily budget recommendation]\n\n## Launch Checklist\n- [ ] Verify landing pages load and track conversions\n- [ ] Set up conversion tracking (Google Tag \u002F GA4)\n- [ ] Confirm geographic targeting\n- [ ] Set daily budget cap\n- [ ] Review ad extensions (sitelinks, callouts, structured snippets)\n- [ ] Enable search term report review (weekly)\n```\n\n### 6B: Google Ads Editor Import CSV\n\nGenerate a CSV file importable into Google Ads Editor:\n\n```csv\nCampaign,Ad Group,Keyword,Match Type,Max CPC,Final URL,Headline 1,Headline 2,Headline 3,Description 1,Description 2\n```\n\nSave strategy doc to `clients\u002F\u003Cclient-name>\u002Fads\u002Fgoogle-search-campaign-[YYYY-MM-DD].md`.\nSave CSV to `clients\u002F\u003Cclient-name>\u002Fads\u002Fgoogle-ads-import-[YYYY-MM-DD].csv`.\n\n## Cost\n\n| Component | Cost |\n|-----------|------|\n| Keyword research (web search) | Free |\n| Competitor SEO analysis | ~$0.10-0.50 (Apify, if using seo-domain-analyzer) |\n| Ad copy generation | Free (LLM reasoning) |\n| CSV generation | Free |\n| **Total** | **Free-$0.50** |\n\n## Tools Required\n\n- **web_search** — for keyword research and competitor analysis\n- **fetch_webpage** — for landing page review\n- **Optional:** `seo-domain-analyzer` for competitor keyword data\n\n## Trigger Phrases\n\n- \"Set up Google Search Ads for [product]\"\n- \"Build a PPC campaign\"\n- \"Create Google Ads for our product\"\n- \"I need search ad keywords and copy\"\n- \"Generate a Google Ads Editor import file\"\n","# Google Search Ads Builder\n\nBuild a complete Google Search Ads campaign from scratch. This skill handles everything from keyword research to ad copy to campaign structure — outputting files ready to import into Google Ads Editor.\n\n**Core principle:** Most early-stage teams waste their first $5K on Google Ads because of bad structure. This skill builds a tight, well-organized campaign from day one: right keywords, right match types, right ad groups, right negatives.\n\n## When to Use\n\n- \"Set up Google Search Ads for us\"\n- \"Build a Google Ads campaign for [product]\"\n- \"I want to start running search ads — help me set it up\"\n- \"Create a PPC campaign structure\"\n- \"Generate Google Ads copy for our product\"\n\n## Phase 0: Intake\n\n1. **Product name + URL** — What are we advertising?\n2. **One-line value prop** — What does it do, for whom?\n3. **ICP** — Who is searching for this? (Role, pain, company stage)\n4. **Monthly budget** — What are you willing to spend? (Affects structure recommendations)\n5. **Goal** — Free trial sign-ups \u002F Demo bookings \u002F Content downloads \u002F Direct purchase\n6. **Landing pages** — URLs you'll send traffic to (or \"need to create\")\n7. **Competitor domains** — 2-5 competitors (for keyword gap analysis)\n8. **Geographic targeting** — Countries\u002Fregions\n9. **Existing keywords?** — Any keywords you already know work\n\n## Phase 1: Keyword Research\n\n### 1A: Seed Keyword Generation\n\nFrom the product description and ICP, generate 3 keyword buckets:\n\n| Bucket | Intent | Examples |\n|--------|--------|---------|\n| **Problem-aware** | Searching for solutions to a pain | \"how to automate outbound\", \"fix slow sales pipeline\" |\n| **Solution-aware** | Searching for a category of product | \"AI SDR tool\", \"outbound automation software\" |\n| **Brand\u002FCompetitor** | Searching for you or competitors by name | \"[your brand]\", \"[competitor] alternative\" |\n\n### 1B: Competitive Keyword Mining\n\nResearch competitor SEO keywords that indicate search ad opportunity:\n\n```\nSearch: \"[competitor] site:google.com\u002Fads\" OR \"[competitor] PPC keywords\"\nSearch: \"[competitor]\" alternative OR vs OR comparison\nSearch: best [product category] tools 2026\n```\n\nAlso run `seo-domain-analyzer` on competitor domains to find keywords they rank for that indicate buying intent.\n\n### 1C: Keyword Expansion\n\nFor each seed keyword, expand with:\n- **Modifiers:** best, top, free, cheap, enterprise, for startups, for [role]\n- **Long-tail:** \"[category] for [specific use case]\"\n- **Question queries:** \"how to [solve problem your product addresses]\"\n- **Comparison:** \"[competitor] vs [your brand]\", \"[competitor] alternative\"\n\n### 1D: Keyword Scoring\n\n| Keyword | Est. Volume | Intent Strength | Competition | Priority |\n|---------|------------|----------------|-------------|----------|\n| [keyword] | [H\u002FM\u002FL] | [High\u002FMed\u002FLow] | [H\u002FM\u002FL] | [1-5] |\n\n**Priority scale:**\n- **5** = High intent + medium competition (sweet spot)\n- **4** = High intent + high competition (important but expensive)\n- **3** = Medium intent + low competition (good for budget stretch)\n- **2** = Low intent + low competition (awareness only)\n- **1** = Skip — too broad or irrelevant\n\n## Phase 2: Campaign Structure\n\n### 2A: Ad Group Design\n\nGroup keywords by theme and intent. Each ad group = one tight topic.\n\n**Structure template:**\n\n```\nCampaign: [Product Name] — Search\n├── Ad Group: [Problem Keyword Theme 1]\n│   ├── Keywords (5-15 per group)\n│   └── Ads (3 responsive search ads)\n├── Ad Group: [Problem Keyword Theme 2]\n├── Ad Group: [Solution Category]\n├── Ad Group: [Competitor Alternatives]\n│   ├── \"[Competitor A] alternative\"\n│   ├── \"[Competitor B] alternative\"\n│   └── \"best [category] alternative\"\n└── Ad Group: [Brand]\n    └── \"[Your brand name]\" (defense)\n```\n\n**Rules:**\n- Max 15 keywords per ad group\n- All keywords in an ad group should share a theme\n- Each ad group gets its own landing page (if possible)\n- Use a mix of match types: Exact [keyword] for high-intent, Phrase \"keyword\" for discovery\n\n### 2B: Match Type Strategy\n\n| Keyword Type | Recommended Match | Reason |\n|-------------|-------------------|--------|\n| Brand terms | Exact | Protect — don't waste spend on broad |\n| High-intent solution | Exact + Phrase | Capture precisely, discover adjacent |\n| Competitor terms | Exact + Phrase | Control the narrative |\n| Problem-aware | Phrase + Broad (with negatives) | Cast wider net for top-of-funnel |\n\n## Phase 3: Ad Copy Generation\n\n### Per Ad Group: 3 Responsive Search Ads\n\nEach RSA needs:\n- **15 headlines** (max 30 chars each)\n- **4 descriptions** (max 90 chars each)\n\n### Headline Framework (15 per ad group)\n\n| Slot | Purpose | Example |\n|------|---------|---------|\n| 1-3 | **Keyword match** — Include the search term | \"AI Outbound Automation\" |\n| 4-5 | **Value prop** — Primary benefit | \"10x Your Pipeline in 30 Days\" |\n| 6-7 | **Social proof** — Credibility | \"Trusted by 500+ B2B Teams\" |\n| 8-9 | **Differentiation** — Why you vs alternatives | \"No-Code Setup in 5 Minutes\" |\n| 10-11 | **CTA** — Action driver | \"Start Free Trial Today\" |\n| 12-13 | **Offer\u002FUrgency** — Incentive | \"Free 14-Day Trial\" |\n| 14-15 | **Trust\u002FRisk reversal** — Remove friction | \"No Credit Card Required\" |\n\n### Description Framework (4 per ad group)\n\n| Slot | Purpose | Example |\n|------|---------|---------|\n| 1 | **Feature-benefit** — What + so what | \"Automate personalized outbound emails so your team closes more deals without the manual work.\" |\n| 2 | **Pain-agitate** — Problem + solution | \"Tired of reps spending 4 hours on prospecting? Our AI handles it in minutes.\" |\n| 3 | **Social proof + CTA** | \"Join 500+ growth teams. Start your free trial — no credit card needed.\" |\n| 4 | **Differentiator + CTA** | \"Unlike legacy tools, [Product] works out of the box. See it in action — book a 15-min demo.\" |\n\n## Phase 4: Negative Keywords\n\n### Universal Negatives (Apply to all campaigns)\n\n```\nfree (if not freemium)\njobs, careers, hiring, salary\ntutorial, course, certification, learn\nreview, reddit, quora (if not desired)\nlogin, support, help desk\ndownload, open source (if not applicable)\n```\n\n### Category-Specific Negatives\n\nBased on keyword research, add terms that would waste spend — searches related to your keywords but with wrong intent.\n\n## Phase 5: Bid Strategy Recommendation\n\n| Budget Range | Recommended Strategy | Reason |\n|-------------|---------------------|--------|\n| \u003C $1K\u002Fmo | Manual CPC or Max Clicks | Need data first — don't let Google optimize on nothing |\n| $1K-5K\u002Fmo | Max Conversions (after 30+ conversions) | Enough data for Google's algo |\n| $5K+\u002Fmo | Target CPA or Target ROAS | Optimize for efficiency at scale |\n\n**First 2 weeks:** Always start with Manual CPC or Max Clicks with a daily budget cap. Collect data before switching to automated bidding.\n\n## Phase 6: Output Format\n\n### 6A: Campaign Strategy Doc\n\n```markdown\n# Google Search Ads Campaign — [Product Name] — [DATE]\n\n## Campaign Overview\n- **Goal:** [Conversions \u002F Demos \u002F Trials]\n- **Monthly budget:** $[X]\n- **Geographic targeting:** [Countries]\n- **Bid strategy (start):** [Manual CPC \u002F Max Clicks]\n- **Bid strategy (after 30 conversions):** [Max Conversions \u002F Target CPA]\n\n## Campaign Structure\n[Visual tree of campaigns → ad groups]\n\n## Keywords by Ad Group\n\n### Ad Group: [Name]\n**Landing page:** [URL]\n| Keyword | Match Type | Priority |\n|---------|-----------|----------|\n| [keyword] | Exact | High |\n| [keyword] | Phrase | Medium |\n\n### Ad Group: [Name 2]\n...\n\n## Ad Copy\n\n### Ad Group: [Name]\n**RSA 1:**\nHeadlines: [list of 15]\nDescriptions: [list of 4]\n\n**RSA 2:** ...\n**RSA 3:** ...\n\n## Negative Keywords\n[Grouped list]\n\n## Bid & Budget Recommendations\n[Strategy + daily budget recommendation]\n\n## Launch Checklist\n- [ ] Verify landing pages load and track conversions\n- [ ] Set up conversion tracking (Google Tag \u002F GA4)\n- [ ] Confirm geographic targeting\n- [ ] Set daily budget cap\n- [ ] Review ad extensions (sitelinks, callouts, structured snippets)\n- [ ] Enable search term report review (weekly)\n```\n\n### 6B: Google Ads Editor Import CSV\n\nGenerate a CSV file importable into Google Ads Editor:\n\n```csv\nCampaign,Ad Group,Keyword,Match Type,Max CPC,Final URL,Headline 1,Headline 2,Headline 3,Description 1,Description 2\n```\n\nSave strategy doc to `clients\u002F\u003Cclient-name>\u002Fads\u002Fgoogle-search-campaign-[YYYY-MM-DD].md`.\nSave CSV to `clients\u002F\u003Cclient-name>\u002Fads\u002Fgoogle-ads-import-[YYYY-MM-DD].csv`.\n\n## Cost\n\n| Component | Cost |\n|-----------|------|\n| Keyword research (web search) | Free |\n| Competitor SEO analysis | ~$0.10-0.50 (Apify, if using seo-domain-analyzer) |\n| Ad copy generation | Free (LLM reasoning) |\n| CSV generation | Free |\n| **Total** | **Free-$0.50** |\n\n## Tools Required\n\n- **web_search** — for keyword research and competitor analysis\n- **fetch_webpage** — for landing page review\n- **Optional:** `seo-domain-analyzer` for competitor keyword data\n\n## Trigger Phrases\n\n- \"Set up Google Search Ads for [product]\"\n- \"Build a PPC campaign\"\n- \"Create Google Ads for our product\"\n- \"I need search ad keywords and copy\"\n- \"Generate a Google Ads Editor import file\"\n",{"name":5,"tags":48,"description":49},[26],"End-to-end Google Search Ads campaign builder. 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Makes your writing clearer, stronger, and more professional.","https:\u002F\u002Fgithub.com\u002FAntifragileTech\u002Fantifragile-claude-code\u002Fblob\u002Fmaster\u002Fassets\u002Fskills\u002Fthinking\u002Fwrite-concisely\u002FSKILL.md",[141,142],{"categoryNo":106,"categoryName":107,"taxonomyType":20,"taxonomyTypeDesc":21},{"categoryNo":109,"categoryName":110,"taxonomyType":111,"taxonomyTypeDesc":112},[144,145,146,147,148,149,115],"docs:write concisely","write","docs","read","Rules","documentation",{"skillNo":151,"name":152,"nameZh":6,"description":153,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":6,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":154,"categories":155,"keywords":156,"publishedAt":43},"01M6DT98AWQ27P0N1CG97WAG66","kaizen:why","Iterative Five Whys root cause analysis drilling from symptoms to fundamentals","https:\u002F\u002Fgithub.com\u002FAntifragileTech\u002Fantifragile-claude-code\u002Fblob\u002Fmaster\u002Fassets\u002Fskills\u002Fthinking\u002Fwhy\u002FSKILL.md",[],[152,157,158,159,160,38,161],"why","kaizen","issue","five whys","root cause analysis",{"skillNo":163,"name":164,"nameZh":6,"description":165,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":6,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":166,"categories":167,"keywords":168,"publishedAt":43},"01M6DT93EH25NAX19R3WGE1P53","verification-loop","A comprehensive verification system for Claude Code sessions.","https:\u002F\u002Fgithub.com\u002FAntifragileTech\u002Fantifragile-claude-code\u002Fblob\u002Fmaster\u002Fassets\u002Fskills\u002Fthinking\u002Fverification-loop\u002FSKILL.md",[],[169,170,171,172,133,173,174],"verification loop","verification","loop","sessions","claude code sessions","system",{"skillNo":176,"name":177,"nameZh":6,"description":178,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":6,"repositoryNo":12,"starsCount":13,"licenseSpdxId":14,"licenseFileUrl":6,"sourceHtmlUrl":179,"categories":180,"keywords":181,"publishedAt":43},"01M6DT90GW7Z7VCN98P9DVYSNC","verification-before-completion","Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always","https:\u002F\u002Fgithub.com\u002FAntifragileTech\u002Fantifragile-claude-code\u002Fblob\u002Fmaster\u002Fassets\u002Fskills\u002Fthinking\u002Fverification-before-completion\u002FSKILL.md",[],[182,170,183,118,116,184,185,186],"verification before completion","commands","evidence","claim","complete"]