{
  "schemaVersion": "1.0",
  "item": {
    "slug": "geo-content-optimizer",
    "name": "Geo Content Optimizer",
    "source": "tencent",
    "type": "skill",
    "category": "通讯协作",
    "sourceUrl": "https://clawhub.ai/aaron-he-zhu/geo-content-optimizer",
    "canonicalUrl": "https://clawhub.ai/aaron-he-zhu/geo-content-optimizer",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadMode": "redirect",
    "downloadUrl": "/downloads/geo-content-optimizer",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=geo-content-optimizer",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "installMethod": "Manual import",
    "extraction": "Extract archive",
    "prerequisites": [
      "OpenClaw"
    ],
    "packageFormat": "ZIP package",
    "includedAssets": [
      "SKILL.md",
      "references/ai-citation-patterns.md",
      "references/geo-optimization-techniques.md",
      "references/quotable-content-examples.md"
    ],
    "primaryDoc": "SKILL.md",
    "quickSetup": [
      "Download the package from Yavira.",
      "Extract the archive and review SKILL.md first.",
      "Import or place the package into your OpenClaw setup."
    ],
    "agentAssist": {
      "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.",
      "steps": [
        "Download the package from Yavira.",
        "Extract it into a folder your agent can access.",
        "Paste one of the prompts below and point your agent at the extracted folder."
      ],
      "prompts": [
        {
          "label": "New install",
          "body": "I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete."
        },
        {
          "label": "Upgrade existing",
          "body": "I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run."
        }
      ]
    },
    "sourceHealth": {
      "source": "tencent",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-04-23T16:43:11.935Z",
      "expiresAt": "2026-04-30T16:43:11.935Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=4claw-imageboard",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=4claw-imageboard",
        "contentDisposition": "attachment; filename=\"4claw-imageboard-1.0.1.zip\"",
        "redirectLocation": null,
        "bodySnippet": null
      },
      "scope": "source",
      "summary": "Source download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this source.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/geo-content-optimizer"
    },
    "validation": {
      "installChecklist": [
        "Use the Yavira download entry.",
        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
      "postInstallChecks": [
        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
      ]
    },
    "downloadPageUrl": "https://openagent3.xyz/downloads/geo-content-optimizer",
    "agentPageUrl": "https://openagent3.xyz/skills/geo-content-optimizer/agent",
    "manifestUrl": "https://openagent3.xyz/skills/geo-content-optimizer/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/geo-content-optimizer/agent.md"
  },
  "agentAssist": {
    "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.",
    "steps": [
      "Download the package from Yavira.",
      "Extract it into a folder your agent can access.",
      "Paste one of the prompts below and point your agent at the extracted folder."
    ],
    "prompts": [
      {
        "label": "New install",
        "body": "I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete."
      },
      {
        "label": "Upgrade existing",
        "body": "I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run."
      }
    ]
  },
  "documentation": {
    "source": "clawhub",
    "primaryDoc": "SKILL.md",
    "sections": [
      {
        "title": "GEO Content Optimizer",
        "body": "SEO & GEO Skills Library · 20 skills for SEO + GEO · Install all: npx skills add aaron-he-zhu/seo-geo-claude-skills\n\nResearch · keyword-research · competitor-analysis · serp-analysis · content-gap-analysis\n\nBuild · seo-content-writer · geo-content-optimizer · meta-tags-optimizer · schema-markup-generator\n\nOptimize · on-page-seo-auditor · technical-seo-checker · internal-linking-optimizer · content-refresher\n\nMonitor · rank-tracker · backlink-analyzer · performance-reporter · alert-manager\n\nCross-cutting · content-quality-auditor · domain-authority-auditor · entity-optimizer · memory-management\n\nThis skill optimizes content to appear in AI-generated responses. As AI systems increasingly answer user queries directly, getting cited by these systems becomes crucial for visibility."
      },
      {
        "title": "When to Use This Skill",
        "body": "Optimizing existing content for AI citations\nCreating new content designed for both SEO and GEO\nImproving chances of appearing in AI Overviews\nMaking content more quotable by AI systems\nAdding authority signals that AI systems trust\nStructuring content for AI comprehension\nCompeting for visibility in the AI-first search era"
      },
      {
        "title": "What This Skill Does",
        "body": "Citation Optimization: Makes content more likely to be quoted by AI\nStructure Enhancement: Formats content for AI comprehension\nAuthority Building: Adds signals that AI systems trust\nFactual Enhancement: Improves accuracy and verifiability\nQuote Creation: Creates memorable, citeable statements\nSource Attribution: Adds proper citations that AI can verify\nGEO Scoring: Evaluates content's AI-friendliness"
      },
      {
        "title": "Optimize Existing Content",
        "body": "Optimize this content for GEO/AI citations: [content or URL]\n\nMake this article more likely to be cited by AI systems"
      },
      {
        "title": "Create GEO-Optimized Content",
        "body": "Write content about [topic] optimized for both SEO and GEO"
      },
      {
        "title": "GEO Audit",
        "body": "Audit this content for GEO readiness and suggest improvements"
      },
      {
        "title": "Data Sources",
        "body": "See CONNECTORS.md for tool category placeholders.\n\nWith ~~AI monitor + ~~SEO tool connected:\nAutomatically pull AI citation patterns (which content is being cited by ChatGPT, Claude, Perplexity), current AI visibility scores, competitor citation frequency, and AI Overview appearance tracking.\n\nWith manual data only:\nAsk the user to provide:\n\nTarget queries where they want AI citations\nCurrent content URL or full content text\nAny known instances where competitors are being cited by AI\n\nProceed with the full workflow using provided data. Note in the output which metrics are from automated collection vs. user-provided data."
      },
      {
        "title": "Instructions",
        "body": "When a user requests GEO optimization:\n\nLoad CORE-EEAT GEO-First Optimization Targets\nBefore optimizing, load GEO-critical items from the CORE-EEAT Benchmark:\n### CORE-EEAT GEO-First Targets\n\nThese items have the highest impact on AI engine citation. Use as optimization checklist:\n\n**Top 6 Priority Items**:\n| Rank | ID | Standard | Why It Matters |\n|------|----|----------|---------------|\n| 1 | C02 | Direct Answer in first 150 words | All engines extract from first paragraph |\n| 2 | C09 | Structured FAQ with Schema | Directly matches AI follow-up queries |\n| 3 | O03 | Data in tables, not prose | Most extractable structured format |\n| 4 | O05 | JSON-LD Schema Markup | Helps AI understand content type |\n| 5 | E01 | Original first-party data | AI prefers exclusive, verifiable sources |\n| 6 | O02 | Key Takeaways / Summary Box | First choice for AI summary citations |\n\n**All GEO-First Items** (optimize for all when possible):\nC02, C04, C05, C07, C08, C09 | O02, O03, O04, O05, O06, O09\nR01, R02, R03, R04, R05, R07, R09 | E01, E02, E03, E04, E06, E08, E09, E10\nExp10 | Ept05, Ept08 | A08\n\n**AI Engine Preferences**:\n| Engine | Priority Items |\n|--------|----------------|\n| Google AI Overview | C02, O03, O05, C09 |\n| ChatGPT Browse | C02, R01, R02, E01 |\n| Perplexity AI | E01, R03, R05, Ept05 |\n| Claude | R04, Ept08, Exp10, R03 |\n\n_Full benchmark: [references/core-eeat-benchmark.md](../../references/core-eeat-benchmark.md)_\n\n\n\nAnalyze Current Content\n## GEO Analysis: [Content Title]\n\n### Current State Assessment\n\n| GEO Factor | Current Score (1-10) | Notes |\n|------------|---------------------|-------|\n| Clear definitions | [X] | [notes] |\n| Quotable statements | [X] | [notes] |\n| Factual density | [X] | [notes] |\n| Source citations | [X] | [notes] |\n| Q&A format | [X] | [notes] |\n| Authority signals | [X] | [notes] |\n| Content freshness | [X] | [notes] |\n| Structure clarity | [X] | [notes] |\n| **GEO Readiness** | **[avg]/10** | **Average across factors** |\n\n**Primary Weaknesses**:\n1. [Weakness 1]\n2. [Weakness 2]\n3. [Weakness 3]\n\n**Quick Wins**:\n1. [Quick improvement 1]\n2. [Quick improvement 2]\n\n\n\nApply GEO Optimization Techniques\n\nGEO fundamentals: AI systems prioritize content that is authoritative (expert credentials, proper citations), accurate (verifiable, up-to-date), clear (well-structured, unambiguous), and quotable (standalone answers, specific data). See references/geo-optimization-techniques.md for details.\n\nApply the six core optimization techniques: definition optimization, quotable statement creation, authority signal enhancement, structure optimization, factual density improvement, and FAQ schema implementation.\n\nReference: See references/geo-optimization-techniques.md for detailed before/after examples, templates, and checklists for each technique.\n\nKey principles:\n\nDefinitions: 25-50 words, standalone, starting with the term\nQuotable statements: Specific statistics with sources, verifiable facts\nAuthority signals: Expert quotes with credentials, proper source citations\nStructure: Q&A format, comparison tables, numbered lists\nFactual density: Replace vague claims with specific data points\nFAQ schema: JSON-LD FAQPage markup matching visible content\n\n\n\nGenerate GEO-Optimized Output\n## GEO Optimization Report\n\n### Changes Made\n\n**Definitions Added/Improved**:\n1. [Definition 1] - [location in content]\n2. [Definition 2] - [location in content]\n\n**Quotable Statements Created**:\n1. \"[Statement 1]\"\n2. \"[Statement 2]\"\n\n**Authority Signals Added**:\n1. [Expert quote/citation]\n2. [Source attribution]\n\n**Structural Improvements**:\n1. [Change 1]\n2. [Change 2]\n\n### Before/After GEO Score\n\n| GEO Factor | Before (1-10) | After (1-10) | Change |\n|------------|---------------|--------------|--------|\n| Clear definitions | [X] | [X] | +[X] |\n| Quotable statements | [X] | [X] | +[X] |\n| Factual density | [X] | [X] | +[X] |\n| Source citations | [X] | [X] | +[X] |\n| Q&A format | [X] | [X] | +[X] |\n| Authority signals | [X] | [X] | +[X] |\n| **Overall GEO Score** | **[avg]/10** | **[avg]/10** | **+[X]** |\n\n### AI Query Coverage\n\nThis content is now optimized to answer:\n- \"What is [topic]?\" ✅\n- \"How does [topic] work?\" ✅\n- \"Why is [topic] important?\" ✅\n- \"[Topic] vs [alternative]\" ✅\n- \"Best [topic] for [use case]\" ✅\n\n\n\nCORE-EEAT GEO Self-Check\nAfter optimization, verify GEO-First items:\n### CORE-EEAT GEO Post-Optimization Check\n\n| ID | Standard | Status | Notes |\n|----|----------|--------|-------|\n| C02 | Direct Answer in first 150 words | ✅/⚠️/❌ | [notes] |\n| C04 | Key terms defined on first use | ✅/⚠️/❌ | [notes] |\n| C09 | Structured FAQ with Schema | ✅/⚠️/❌ | [notes] |\n| O02 | Summary Box / Key Takeaways | ✅/⚠️/❌ | [notes] |\n| O03 | Comparisons in tables | ✅/⚠️/❌ | [notes] |\n| O05 | JSON-LD Schema Markup | ✅/⚠️/❌ | [notes] |\n| O06 | Section chunking (3–5 sentences) | ✅/⚠️/❌ | [notes] |\n| R01 | ≥5 precise data points with units | ✅/⚠️/❌ | [notes] |\n| R02 | ≥1 citation per 500 words | ✅/⚠️/❌ | [notes] |\n| R04 | Claims backed by evidence | ✅/⚠️/❌ | [notes] |\n| R07 | Full entity names | ✅/⚠️/❌ | [notes] |\n| E01 | Original first-party data | ✅/⚠️/❌ | [notes] |\n| Exp10 | Limitations acknowledged | ✅/⚠️/❌ | [notes] |\n| Ept08 | Reasoning transparency | ✅/⚠️/❌ | [notes] |\n\n**Items Needing Attention**: [list any ⚠️/❌ items]\n\n_For full 80-item audit, use [content-quality-auditor](../../cross-cutting/content-quality-auditor/)_"
      },
      {
        "title": "Input Validation",
        "body": "Content source identified (URL, full text, or content draft)\n Target AI queries or topics clearly defined\n Current GEO baseline assessed (if optimizing existing content)"
      },
      {
        "title": "Output Validation",
        "body": "At least 3 clear, quotable definitions added\n Factual density improved with at least 5 verifiable statistics\n All claims have source citations from authoritative sources\n Q&A format sections cover top 5 user queries\n GEO score improvement of at least 50% from baseline\n Source of each data point clearly stated (~~AI monitor data, user-provided, or estimated)"
      },
      {
        "title": "Example",
        "body": "User: \"Optimize this paragraph for GEO: 'Email marketing is a good way to reach customers. It's been around for a while and many businesses use it. You can send newsletters, promotions, and other messages.'\"\n\nOutput:\n\n## GEO-Optimized Version\n\n**Email marketing** is a digital marketing strategy that uses email to promote \nproducts, build customer relationships, and drive conversions. According to \nthe Data & Marketing Association, email marketing delivers an average ROI \nof $42 for every $1 invested, making it the highest-performing digital \nmarketing channel.\n\n### Key email marketing formats include:\n\n1. **Newsletters**: Regular updates sharing company news, industry insights, \n   and valuable content to maintain subscriber engagement\n2. **Promotional emails**: Time-sensitive offers, discounts, and product \n   announcements designed to drive immediate sales\n3. **Transactional emails**: Order confirmations, shipping updates, and \n   account notifications with 8x higher open rates than marketing emails\n4. **Automated sequences**: Pre-scheduled email series triggered by user \n   actions, such as welcome series or abandoned cart reminders\n\n> **Key statistic**: 81% of small businesses rely on email as their primary \n> customer acquisition channel (Emarsys, 2024).\n\n---\n\n### Changes Made:\n\nChanges: added clear definition, 2 stats with sources, structured list, DMA/Emarsys citations, 3 quotable facts. **GEO Score**: 1/10 → 8/10."
      },
      {
        "title": "GEO Optimization Checklist",
        "body": "Reference: See the GEO Readiness Checklist in references/geo-optimization-techniques.md for the full checklist covering definitions, quotable content, authority, structure, and technical elements."
      },
      {
        "title": "Tips for Success",
        "body": "Answer the question first - Put the answer in the first sentence\nBe specific - Vague content doesn't get cited\nCite sources - AI systems trust verifiable information\nStay current - Update statistics and facts regularly\nMatch query format - Questions deserve direct answers\nBuild authority - Expert credentials increase citation likelihood"
      },
      {
        "title": "Reference Materials",
        "body": "AI Citation Patterns - How Google AI Overviews, ChatGPT, Perplexity, and Claude select and cite sources\nQuotable Content Examples - Before/after examples of content optimized for AI citation"
      },
      {
        "title": "Related Skills",
        "body": "seo-content-writer — Create SEO content to optimize\nschema-markup-generator — Add structured data\ncontent-refresher — Update content for freshness\ncontent-quality-auditor — Full 80-item CORE-EEAT audit\nserp-analysis — Analyze AI Overview patterns"
      }
    ],
    "body": "GEO Content Optimizer\n\nSEO & GEO Skills Library · 20 skills for SEO + GEO · Install all: npx skills add aaron-he-zhu/seo-geo-claude-skills\n\n<details> <summary>Browse all 20 skills</summary>\n\nResearch · keyword-research · competitor-analysis · serp-analysis · content-gap-analysis\n\nBuild · seo-content-writer · geo-content-optimizer · meta-tags-optimizer · schema-markup-generator\n\nOptimize · on-page-seo-auditor · technical-seo-checker · internal-linking-optimizer · content-refresher\n\nMonitor · rank-tracker · backlink-analyzer · performance-reporter · alert-manager\n\nCross-cutting · content-quality-auditor · domain-authority-auditor · entity-optimizer · memory-management\n\n</details>\n\nThis skill optimizes content to appear in AI-generated responses. As AI systems increasingly answer user queries directly, getting cited by these systems becomes crucial for visibility.\n\nWhen to Use This Skill\nOptimizing existing content for AI citations\nCreating new content designed for both SEO and GEO\nImproving chances of appearing in AI Overviews\nMaking content more quotable by AI systems\nAdding authority signals that AI systems trust\nStructuring content for AI comprehension\nCompeting for visibility in the AI-first search era\nWhat This Skill Does\nCitation Optimization: Makes content more likely to be quoted by AI\nStructure Enhancement: Formats content for AI comprehension\nAuthority Building: Adds signals that AI systems trust\nFactual Enhancement: Improves accuracy and verifiability\nQuote Creation: Creates memorable, citeable statements\nSource Attribution: Adds proper citations that AI can verify\nGEO Scoring: Evaluates content's AI-friendliness\nHow to Use\nOptimize Existing Content\nOptimize this content for GEO/AI citations: [content or URL]\n\nMake this article more likely to be cited by AI systems\n\nCreate GEO-Optimized Content\nWrite content about [topic] optimized for both SEO and GEO\n\nGEO Audit\nAudit this content for GEO readiness and suggest improvements\n\nData Sources\n\nSee CONNECTORS.md for tool category placeholders.\n\nWith ~~AI monitor + ~~SEO tool connected: Automatically pull AI citation patterns (which content is being cited by ChatGPT, Claude, Perplexity), current AI visibility scores, competitor citation frequency, and AI Overview appearance tracking.\n\nWith manual data only: Ask the user to provide:\n\nTarget queries where they want AI citations\nCurrent content URL or full content text\nAny known instances where competitors are being cited by AI\n\nProceed with the full workflow using provided data. Note in the output which metrics are from automated collection vs. user-provided data.\n\nInstructions\n\nWhen a user requests GEO optimization:\n\nLoad CORE-EEAT GEO-First Optimization Targets\n\nBefore optimizing, load GEO-critical items from the CORE-EEAT Benchmark:\n\n### CORE-EEAT GEO-First Targets\n\nThese items have the highest impact on AI engine citation. Use as optimization checklist:\n\n**Top 6 Priority Items**:\n| Rank | ID | Standard | Why It Matters |\n|------|----|----------|---------------|\n| 1 | C02 | Direct Answer in first 150 words | All engines extract from first paragraph |\n| 2 | C09 | Structured FAQ with Schema | Directly matches AI follow-up queries |\n| 3 | O03 | Data in tables, not prose | Most extractable structured format |\n| 4 | O05 | JSON-LD Schema Markup | Helps AI understand content type |\n| 5 | E01 | Original first-party data | AI prefers exclusive, verifiable sources |\n| 6 | O02 | Key Takeaways / Summary Box | First choice for AI summary citations |\n\n**All GEO-First Items** (optimize for all when possible):\nC02, C04, C05, C07, C08, C09 | O02, O03, O04, O05, O06, O09\nR01, R02, R03, R04, R05, R07, R09 | E01, E02, E03, E04, E06, E08, E09, E10\nExp10 | Ept05, Ept08 | A08\n\n**AI Engine Preferences**:\n| Engine | Priority Items |\n|--------|----------------|\n| Google AI Overview | C02, O03, O05, C09 |\n| ChatGPT Browse | C02, R01, R02, E01 |\n| Perplexity AI | E01, R03, R05, Ept05 |\n| Claude | R04, Ept08, Exp10, R03 |\n\n_Full benchmark: [references/core-eeat-benchmark.md](../../references/core-eeat-benchmark.md)_\n\n\nAnalyze Current Content\n\n## GEO Analysis: [Content Title]\n\n### Current State Assessment\n\n| GEO Factor | Current Score (1-10) | Notes |\n|------------|---------------------|-------|\n| Clear definitions | [X] | [notes] |\n| Quotable statements | [X] | [notes] |\n| Factual density | [X] | [notes] |\n| Source citations | [X] | [notes] |\n| Q&A format | [X] | [notes] |\n| Authority signals | [X] | [notes] |\n| Content freshness | [X] | [notes] |\n| Structure clarity | [X] | [notes] |\n| **GEO Readiness** | **[avg]/10** | **Average across factors** |\n\n**Primary Weaknesses**:\n1. [Weakness 1]\n2. [Weakness 2]\n3. [Weakness 3]\n\n**Quick Wins**:\n1. [Quick improvement 1]\n2. [Quick improvement 2]\n\n\nApply GEO Optimization Techniques\n\nGEO fundamentals: AI systems prioritize content that is authoritative (expert credentials, proper citations), accurate (verifiable, up-to-date), clear (well-structured, unambiguous), and quotable (standalone answers, specific data). See references/geo-optimization-techniques.md for details.\n\nApply the six core optimization techniques: definition optimization, quotable statement creation, authority signal enhancement, structure optimization, factual density improvement, and FAQ schema implementation.\n\nReference: See references/geo-optimization-techniques.md for detailed before/after examples, templates, and checklists for each technique.\n\nKey principles:\n\nDefinitions: 25-50 words, standalone, starting with the term\nQuotable statements: Specific statistics with sources, verifiable facts\nAuthority signals: Expert quotes with credentials, proper source citations\nStructure: Q&A format, comparison tables, numbered lists\nFactual density: Replace vague claims with specific data points\nFAQ schema: JSON-LD FAQPage markup matching visible content\n\nGenerate GEO-Optimized Output\n\n## GEO Optimization Report\n\n### Changes Made\n\n**Definitions Added/Improved**:\n1. [Definition 1] - [location in content]\n2. [Definition 2] - [location in content]\n\n**Quotable Statements Created**:\n1. \"[Statement 1]\"\n2. \"[Statement 2]\"\n\n**Authority Signals Added**:\n1. [Expert quote/citation]\n2. [Source attribution]\n\n**Structural Improvements**:\n1. [Change 1]\n2. [Change 2]\n\n### Before/After GEO Score\n\n| GEO Factor | Before (1-10) | After (1-10) | Change |\n|------------|---------------|--------------|--------|\n| Clear definitions | [X] | [X] | +[X] |\n| Quotable statements | [X] | [X] | +[X] |\n| Factual density | [X] | [X] | +[X] |\n| Source citations | [X] | [X] | +[X] |\n| Q&A format | [X] | [X] | +[X] |\n| Authority signals | [X] | [X] | +[X] |\n| **Overall GEO Score** | **[avg]/10** | **[avg]/10** | **+[X]** |\n\n### AI Query Coverage\n\nThis content is now optimized to answer:\n- \"What is [topic]?\" ✅\n- \"How does [topic] work?\" ✅\n- \"Why is [topic] important?\" ✅\n- \"[Topic] vs [alternative]\" ✅\n- \"Best [topic] for [use case]\" ✅\n\n\nCORE-EEAT GEO Self-Check\n\nAfter optimization, verify GEO-First items:\n\n### CORE-EEAT GEO Post-Optimization Check\n\n| ID | Standard | Status | Notes |\n|----|----------|--------|-------|\n| C02 | Direct Answer in first 150 words | ✅/⚠️/❌ | [notes] |\n| C04 | Key terms defined on first use | ✅/⚠️/❌ | [notes] |\n| C09 | Structured FAQ with Schema | ✅/⚠️/❌ | [notes] |\n| O02 | Summary Box / Key Takeaways | ✅/⚠️/❌ | [notes] |\n| O03 | Comparisons in tables | ✅/⚠️/❌ | [notes] |\n| O05 | JSON-LD Schema Markup | ✅/⚠️/❌ | [notes] |\n| O06 | Section chunking (3–5 sentences) | ✅/⚠️/❌ | [notes] |\n| R01 | ≥5 precise data points with units | ✅/⚠️/❌ | [notes] |\n| R02 | ≥1 citation per 500 words | ✅/⚠️/❌ | [notes] |\n| R04 | Claims backed by evidence | ✅/⚠️/❌ | [notes] |\n| R07 | Full entity names | ✅/⚠️/❌ | [notes] |\n| E01 | Original first-party data | ✅/⚠️/❌ | [notes] |\n| Exp10 | Limitations acknowledged | ✅/⚠️/❌ | [notes] |\n| Ept08 | Reasoning transparency | ✅/⚠️/❌ | [notes] |\n\n**Items Needing Attention**: [list any ⚠️/❌ items]\n\n_For full 80-item audit, use [content-quality-auditor](../../cross-cutting/content-quality-auditor/)_\n\nValidation Checkpoints\nInput Validation\n Content source identified (URL, full text, or content draft)\n Target AI queries or topics clearly defined\n Current GEO baseline assessed (if optimizing existing content)\nOutput Validation\n At least 3 clear, quotable definitions added\n Factual density improved with at least 5 verifiable statistics\n All claims have source citations from authoritative sources\n Q&A format sections cover top 5 user queries\n GEO score improvement of at least 50% from baseline\n Source of each data point clearly stated (~~AI monitor data, user-provided, or estimated)\nExample\n\nUser: \"Optimize this paragraph for GEO: 'Email marketing is a good way to reach customers. It's been around for a while and many businesses use it. You can send newsletters, promotions, and other messages.'\"\n\nOutput:\n\n## GEO-Optimized Version\n\n**Email marketing** is a digital marketing strategy that uses email to promote \nproducts, build customer relationships, and drive conversions. According to \nthe Data & Marketing Association, email marketing delivers an average ROI \nof $42 for every $1 invested, making it the highest-performing digital \nmarketing channel.\n\n### Key email marketing formats include:\n\n1. **Newsletters**: Regular updates sharing company news, industry insights, \n   and valuable content to maintain subscriber engagement\n2. **Promotional emails**: Time-sensitive offers, discounts, and product \n   announcements designed to drive immediate sales\n3. **Transactional emails**: Order confirmations, shipping updates, and \n   account notifications with 8x higher open rates than marketing emails\n4. **Automated sequences**: Pre-scheduled email series triggered by user \n   actions, such as welcome series or abandoned cart reminders\n\n> **Key statistic**: 81% of small businesses rely on email as their primary \n> customer acquisition channel (Emarsys, 2024).\n\n---\n\n### Changes Made:\n\nChanges: added clear definition, 2 stats with sources, structured list, DMA/Emarsys citations, 3 quotable facts. **GEO Score**: 1/10 → 8/10.\n\nGEO Optimization Checklist\n\nReference: See the GEO Readiness Checklist in references/geo-optimization-techniques.md for the full checklist covering definitions, quotable content, authority, structure, and technical elements.\n\nTips for Success\nAnswer the question first - Put the answer in the first sentence\nBe specific - Vague content doesn't get cited\nCite sources - AI systems trust verifiable information\nStay current - Update statistics and facts regularly\nMatch query format - Questions deserve direct answers\nBuild authority - Expert credentials increase citation likelihood\nReference Materials\nAI Citation Patterns - How Google AI Overviews, ChatGPT, Perplexity, and Claude select and cite sources\nQuotable Content Examples - Before/after examples of content optimized for AI citation\nRelated Skills\nseo-content-writer — Create SEO content to optimize\nschema-markup-generator — Add structured data\ncontent-refresher — Update content for freshness\ncontent-quality-auditor — Full 80-item CORE-EEAT audit\nserp-analysis — Analyze AI Overview patterns"
  },
  "trust": {
    "sourceLabel": "tencent",
    "provenanceUrl": "https://clawhub.ai/aaron-he-zhu/geo-content-optimizer",
    "publisherUrl": "https://clawhub.ai/aaron-he-zhu/geo-content-optimizer",
    "owner": "aaron-he-zhu",
    "version": "3.0.0",
    "license": null,
    "verificationStatus": "Indexed source record"
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/geo-content-optimizer",
    "downloadUrl": "https://openagent3.xyz/downloads/geo-content-optimizer",
    "agentUrl": "https://openagent3.xyz/skills/geo-content-optimizer/agent",
    "manifestUrl": "https://openagent3.xyz/skills/geo-content-optimizer/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/geo-content-optimizer/agent.md"
  }
}