{"slug":"agricidaniel-seo-geo","name":"seo-geo","description":"Optimize content for AI Overviews (formerly SGE), ChatGPT web search, Perplexity, and other AI-powered search experiences. Generative Engine Optimization (GEO) analysis including brand mention signals, AI crawler accessibility, llms.txt compliance, passage-level citability scoring, and platform-specific optimization. Use when user says \"AI Overviews\", \"SGE\", \"GEO\", \"AI search\", \"LLM optimization\", \"Perplexity\", \"AI citations\", \"ChatGPT search\", or \"AI visibility\".","long_description":"---\nname: seo-geo\ndescription: >\n  Optimize content for AI Overviews (formerly SGE), ChatGPT web search,\n  Perplexity, and other AI-powered search experiences. Generative Engine\n  Optimization (GEO) analysis including brand mention signals, AI crawler\n  accessibility, llms.txt compliance, passage-level citability scoring, and\n  platform-specific optimization. Use when user says \"AI Overviews\", \"SGE\",\n  \"GEO\", \"AI search\", \"LLM optimization\", \"Perplexity\", \"AI citations\",\n  \"ChatGPT search\", or \"AI visibility\".\nuser-invocable: true\nargument-hint: \"[url]\"\nlicense: MIT\nmetadata:\n  author: AgriciDaniel\n  version: \"2.2.5\"\n  category: seo\n---\n\n# AI Search / GEO Optimization (May 2026)\n\n## Primary Source: Google's AI Optimization Guide\n\nGoogle's official position, published under Search Central docs:\n\n> \"Optimizing for generative AI search is **still SEO** from Google's\n> perspective. AEO and GEO are rebranded labels for the same work.\"\n\nRead `references/google-ai-optimization-guide.md` for the full synthesis,\nmyth-busting list (`llms.txt`, chunking, AI-rephrasing, mention-farming,\nall rejected by Google as ineffective), and the Who/How/Why test for\ncontent quality.\n\nAudits should frame GEO findings as **SEO fundamentals applied to AI-search\nsurfaces**, not as a separate optimization discipline. When community\nrecommendations contradict Google's primary source, defer to Google and note\nthe contradiction in the report.\n\n## Key Statistics\n\n| Metric | Value | Source |\n|--------|-------|--------|\n| AI Overviews reach | 2.5 billion+ monthly active users, reported from Google I/O 2026 keynote coverage; not confirmed on a Google-owned source; 200+ countries | Third-party I/O reporting |\n| AI Overviews query coverage | ~50% of queries (third-party measurement; varies by country) | Industry data |\n| AI Mode monthly users | 1B+, reported from Google I/O 2026 keynote coverage; not confirmed on a Google-owned source | Third-party I/O reporting |\n| AI Mode model | custom version of Gemini 2.5 | Google |\n| AI-referred sessions growth | 527% (Jan-May 2025) | SparkToro |\n| ChatGPT weekly active users | 900 million | OpenAI |\n| Perplexity monthly queries | 500+ million | Perplexity |\n\n## Critical Insight: Brand Mentions > Backlinks\n\n**Brand mentions correlate 3x more strongly with AI visibility than backlinks.**\n(Ahrefs December 2025 study of 75,000 brands)\n\n| Signal | Correlation with AI Citations |\n|--------|------------------------------|\n| YouTube mentions | ~0.737 (strongest) |\n| Reddit mentions | High |\n| Wikipedia presence | High |\n| LinkedIn presence | Moderate |\n| Domain Rating (backlinks) | ~0.266 (weak) |\n\n**Only 11% of domains** are cited by both ChatGPT and Google AI Overviews for the same query, so platform-specific optimization is essential.\n\n---\n\n## GEO Analysis Criteria (Updated)\n\n### 1. Citability Score (25%)\n\n**Optimal passage length: 134-167 words** for AI citation. And **~44% of AI\ncitations come from the first 30% of a page** (SE Ranking study), front-load\nyour most citable, self-contained answer rather than burying it below the fold.\n\n**Strong signals:**\n- Clear, quotable sentences with specific facts/statistics\n- Self-contained answer blocks (can be extracted without context)\n- Direct answer in first 40-60 words of section\n- Claims attributed with specific sources\n- Definitions following \"X is...\" or \"X refers to...\" patterns\n- Unique data points not found elsewhere\n\n**Weak signals:**\n- Vague, general statements\n- Opinion without evidence\n- Buried conclusions\n- No specific data points\n\n### 2. Structural Readability (20%)\n\n**92% of AI Overview citations come from top-10 ranking pages**, but 47% come from pages ranking below position 5, demonstrating different selection logic.\n\n**Strong signals:**\n- Clean H1->H2->H3 heading hierarchy\n- Question-based headings (matches query patterns)\n- Short paragraphs (2-4 sentences)\n- Tables for comparative data\n- Ordered/unordered lists for step-by-step or multi-item content\n- FAQ sections with clear Q&A format\n\n**Weak signals:**\n- Wall of text with no structure\n- Inconsistent heading hierarchy\n- No lists or tables\n- Information buried in paragraphs\n\n### 3. Multi-Modal Content (15%)\n\nContent with multi-modal elements sees **156% higher selection rates**.\n\n**Check for:**\n- Text + relevant images\n- Video content (embedded or linked)\n- Infographics and charts\n- Interactive elements (calculators, tools)\n- Structured data supporting media\n\n### 4. Authority & Brand Signals (20%)\n\n**Strong signals:**\n- Author byline with credentials\n- Publication date and last-updated date\n- **Recency**, content under 3 months old is ~3x more likely to be cited in AI answers; pages left stale 6+ months lose citation eligibility (SE Ranking, 1.3M-citation study). A scheduled refresh program is one of the highest-leverage GEO plays.\n- Citations to primary sources (studies, official docs, data)\n- Organization credentials and affiliations\n- Expert quotes with attribution\n- Entity presence in Wikipedia, Wikidata\n- Mentions on Reddit, YouTube, LinkedIn\n\n**Weak signals:**\n- Anonymous authorship\n- No dates\n- No sources cited\n- No brand presence across platforms\n\n### 5. Technical Accessibility (20%)\n\n**AI crawlers do NOT execute JavaScript.** Server-side rendering is critical.\n\n**Check for:**\n- Server-side rendering (SSR) vs client-only content\n- AI crawler access in robots.txt\n- llms.txt file presence and configuration\n- RSL 1.0 licensing terms\n\n---\n\n## AI Crawler Detection\n\nCheck `robots.txt` for these AI crawlers:\n\n| Crawler | Owner | Purpose | Obeys robots.txt? |\n|---------|-------|---------|---|\n| GPTBot | OpenAI | ChatGPT web search | yes |\n| OAI-SearchBot | OpenAI | OpenAI search features | yes |\n| ChatGPT-User | OpenAI | ChatGPT browsing (user-triggered) | no (user-triggered) |\n| ClaudeBot | Anthropic | Claude web features | yes |\n| PerplexityBot | Perplexity | Perplexity AI search | yes |\n| CCBot | Common Crawl | Training data (often blocked) | yes |\n| anthropic-ai | Anthropic | Claude training | yes |\n| Bytespider | ByteDance | TikTok/Douyin AI | yes |\n| cohere-ai | Cohere | Cohere models | yes |\n| Google-Extended | Google | Gemini/Vertex training & grounding opt-out | yes |\n| Google-CloudVertexBot | Google | Site-owner-requested Vertex AI Agent crawls | yes |\n| Google-Agent | Google | Agentic browsing (Project Mariner), acts for a user | **no (user-triggered)** |\n| Google-NotebookLM | Google | Fetches individual user-added source URLs | **no (user-triggered)** |\n| Google Messages | Google | User-triggered fetch | **no (user-triggered)** |\n\n**Recommendation:** Allow GPTBot, OAI-SearchBot, ClaudeBot, PerplexityBot for AI search visibility. Block CCBot and training crawlers if desired.\n\n> **User-triggered fetchers ignore robots.txt by design** (Google-Agent, Google-NotebookLM, Google Messages, ChatGPT-User). robots.txt cannot block them, use server-side access controls. Google's canonical crawling/robots reference moved to **developers.google.com/crawling** (migrated 2025-11-20); IP-range files now live at `/crawling/ipranges/` and `googlebot.json` was renamed `common-crawlers.json`. Emerging: **Web Bot Auth** (RFC 9421) lets bots authenticate via a `Signature-Agent` header + key directory (used by Google-Agent); reverse-DNS verification remains the fallback.\n\n---\n\n## llms.txt Standard\n\nRead `references/llmstxt-evidence.md` for the primary-source evidence (Mueller, Illyes, SE Ranking 300k-domain study, OtterlyAI server-log audit) on why `/llms.txt` is not currently a citation lever for major AI search systems. claude-seo reports presence but assigns no citation-ranking weight.\n\n> **Google now states this explicitly.** Google's AI optimization guide, introduced\n> 2026-05-15 and clarified 2026-06-15, says `llms.txt` and other AI-text files are\n> not needed for Google Search and do not help or hurt visibility or rankings.\n> They may still serve non-Google systems. Never recommend `llms.txt` as a Google\n> ranking or citation lever. Source:\n> developers.google.com/search/docs/fundamentals/ai-optimization-guide\n\nThe emerging **llms.txt** standard provides AI crawlers with structured content guidance.\n\n**Location:** `/llms.txt` (root of domain)\n\n**Format:**\n```\n# Title of site\n> Brief description\n\n## Main sections\n- [Page title](url): Description\n- [Another page](url): Description\n\n## Optional: Key facts\n- Fact 1\n- Fact 2\n```\n\n**Check for:**\n- Presence of `/llms.txt`\n- Structured content guidance\n- Key page highlights\n- Contact/authority information\n\n---\n\n## RSL 1.0 (Really Simple Licensing)\n\nNew standard (December 2025) for machine-readable AI licensing terms.\n\n**Backed by:** Reddit, Yahoo, Medium, Quora, Cloudflare, Akamai, Creative Commons\n\n**Check for:** RSL implementation and appropriate licensing terms.\n\n---\n\n## Platform-Specific Optimization\n\n| Platform | Key Citation Sources | Optimization Focus |\n|----------|---------------------|-------------------|\n| **Google AI Overviews** | Strongly ranking-correlated, cites pages that already rank well | Traditional SEO + passage optimization |\n| **Google AI Mode** (custom version of Gemini 2.5) | Weakly ranking-correlated; broader pool (~9 domains cited/query, Ahrefs) | Distinct surface: freshness, entity authority, citable passages beyond position 5 |\n| **ChatGPT** | Wikipedia (47.9%), Reddit (11.3%) | Entity presence, authoritative sources |\n| **Perplexity** | Reddit (46.7%), Wikipedia | Community validation, discussions |\n| **Bing Copilot** | Bing index, authoritative sites | Bing SEO, IndexNow |\n\n> **Two Google citation engines, not one.** AI Mode and AI Overviews reach the\n> same conclusion ~86% of the time but cite the same URLs only **13.7%** of the\n> time (Ahrefs study, 540K query pairs). Treat them as separate surfaces: ranking\n> well in classic Search feeds AI Overviews, but AI Mode draws from a broader pool\n> where freshness and entity authority outweigh raw position. Score both.\n>\n> **UX is now unified, surfaces still distinct.** At Google I/O 2026 (2026-05-19)\n> Google merged AI Overviews and AI Mode into \"one seamless AI Search experience\"\n> (question → AI Overview → follow-up in AI Mode) with a new intelligent Search\n> box. The *experience* is one flow, but the two citation engines remain\n> technically distinct (different models/link sets), keep scoring both.\n\n### Citation surfaces & controls in AI Search (2026)\n\nGoogle added many AI citation/source surfaces across AI Overviews **and** AI Mode (May 2026):\n\n- **Preferred Sources**, an eligible domain or subdomain can be selected by a\n  user, making its content more likely to appear in that user's Top Stories and\n  eligible for a preferred badge in AI Mode or AI Overviews. This is a\n  **per-user preference**, not a documented general ranking signal. Publishers\n  may offer Google's interactive button or a deeplink, but should not promise a\n  site-wide ranking lift. Source:\n  developers.google.com/search/docs/appearance/preferred-sources\n- **\"Highly Cited\" badges**, earned via original primary reporting that other articles cite.\n- **Community Perspectives**, elevates Reddit/forum/firsthand content.\n- Inline links, desktop hover **Link Previews**, and prominent link carousels.\n\n**Controlling AI-feature appearance:** there is **no AI-specific opt-out file**. Appearance in AI Overviews and AI Mode is governed by standard preview/index directives, `nosnippet`, `data-nosnippet`, `max-snippet`, `noindex` (distinct from the third-party AI-crawler robots controls above). Source: developers.google.com/search/docs/appearance/ai-features\n\n**Search agents (live, not just WebMCP):** Google's \"Information Agents\" run in the background to monitor topics, plus agentic booking/calling for select categories (rolling out to US users, summer 2026), so agent-friendly-page optimization (real interactive elements, accessibility tree, layout stability) now matters for actions, not only citations.\n\n---\n\n## Output\n\nGenerate `GEO-ANALYSIS.md` with:\n\n1. **GEO Readiness Score: XX/100**\n","tagline":"Optimize content for AI Overviews (formerly SGE), ChatGPT web search, Perplexity, and other AI-powered search experiences. Generative Engine Optimization (GEO) analysis including brand mention signals, AI crawler accessibility, llms.txt compliance, passage-level citability scorin","category":"security","tags":["agent-skill"],"author":"AgriciDaniel","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"github fast track","sourceDetail":"AgriciDaniel/claude-seo","creatorName":"AgriciDaniel","creatorUrl":"https://github.com/AgriciDaniel","sourceUrl":"https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/agricidaniel-seo-geo#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":16033,"forks":2346,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":52.54},"quality":{"score":89,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"16K","tone":"positive"},{"label":"Freshness","value":"11d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v5","score":80,"base_score":85,"outcome_confidence":0,"tier":"strong","label":"Review then install","summary":"Good shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.","recommendedAction":"Use as the primary candidate after human or sandbox review.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Ask for approval or run a sandbox-only trial before installing.","reasoning":["80/100 Trust Score v5","85/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Low metadata risk"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub 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push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add AgriciDaniel/claude-seo --skill seo-geo"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"info","label":"Permission surface","detail":"filesystem or document access, network or browser access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["Quality score needs review","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"16K GitHub stars","repoActivity":"16K stars, 2.3K forks","lastPushed":"11d since push","license":"MIT","repository":"https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo","install":"npx skills add AgriciDaniel/claude-seo --skill seo-geo","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add AgriciDaniel/claude-seo --skill seo-geo","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","11d since push","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"low","label":"Low metadata risk","notes":["Quality score needs 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and permission surface","Automatic installation in a production workspace"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["security","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["Quality score needs review"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":85,"tier":"strong","label":"Strong 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requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":100,"weight":0.13,"status":"pass","detail":"16K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":97,"weight":0.08,"status":"pass","detail":"16K stars, 2.3K forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"11d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":76,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":82,"weight":0.12,"status":"pass","detail":"network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add AgriciDaniel/claude-seo --skill seo-geo"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":72,"weight":0.07,"status":"info","detail":"filesystem or document access, network or browser access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo"},{"id":"review_status","label":"Review 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path"},{"status":"info","label":"Permission surface","detail":"filesystem or document access, network or browser access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["Quality score needs review","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"16K GitHub stars","repoActivity":"16K stars, 2.3K forks","lastPushed":"11d since push","license":"MIT","repository":"https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo","install":"npx skills add AgriciDaniel/claude-seo --skill seo-geo","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add AgriciDaniel/claude-seo --skill seo-geo","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","11d since push","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"low","label":"Low metadata risk","notes":["Quality score needs review"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Ask for approval or run a sandbox-only trial before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["security","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add AgriciDaniel/claude-seo --skill seo-geo","trust_score":80,"trust_version":"trust-score-v5","risk_level":"low","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["security","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["Quality score needs review"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":85,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"trust_score_v4":{"version":"trust-score-v4","score":85,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout.","recommendedAction":"Test in a sandbox workflow and compare its install path with close alternatives.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":100,"weight":0.13,"status":"pass","detail":"16K GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":97,"weight":0.08,"status":"pass","detail":"16K stars, 2.3K forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"11d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":76,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":82,"weight":0.12,"status":"pass","detail":"network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add AgriciDaniel/claude-seo --skill seo-geo"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":72,"weight":0.07,"status":"info","detail":"filesystem or document access, network or browser access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"pass","label":"GitHub adoption","detail":"16K GitHub stars"},{"status":"pass","label":"Stars/forks activity","detail":"16K stars, 2.3K forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"11d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add AgriciDaniel/claude-seo --skill seo-geo"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"info","label":"Permission surface","detail":"filesystem or document access, network or browser access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Large GitHub adoption signal","Install command has no obvious high-risk pattern"],"warnings":["Quality score needs review"],"evidence":{"stars":"16K GitHub stars","repoActivity":"16K stars, 2.3K forks","lastPushed":"11d since push","license":"MIT","repository":"https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo","install":"npx skills add AgriciDaniel/claude-seo --skill seo-geo","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add AgriciDaniel/claude-seo --skill seo-geo","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","11d since push"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"low","label":"Low metadata risk","notes":["Quality score needs review"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["security","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["Quality score needs review"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"outcome_stats":null,"safety":{"score":57,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","summary":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_policy":"review","reasons":["High-risk permission hints: Secrets or environment access","57/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"safe_to_try","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"},{"id":"secrets","label":"Secrets or environment access","reason":"Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.","severity":"high"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["High-risk permission hints: Secrets or environment access","Quality score needs review"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","auto_install_policy":"review","auto_install_allowed":false,"blocked":false,"human_review_required":true,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","reasons":["High-risk permission hints: Secrets or environment access","57/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"review","score":80,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_allowed":false,"policy":"review","human_review_required":true},"blockers":[],"warnings":["Agent safety gate: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","Permission surface: filesystem or document access, network or browser access","High-risk permission hints: Secrets or environment access","Quality score needs review"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate seo-geo before installing it in an agent workflow","security","Research agents workflows; Claude Code teams; teams that value GitHub adoption signals"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add AgriciDaniel/claude-seo --skill seo-geo"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add AgriciDaniel/claude-seo --skill seo-geo"]},{"id":"trust_score","label":"Trust score","status":"pass","score":85,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","16K GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"pass","score":89,"required_for_auto_install":true,"detail":"Safe to try","evidence":["Quality score needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":57,"required_for_auto_install":true,"detail":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","evidence":["Test manually in an isolated workspace and compare against safer alternatives.","High-risk permission hints: Secrets or environment access"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"warn","score":76,"required_for_auto_install":false,"detail":"Public metadata needs stronger README/SKILL.md context","evidence":["Usable metadata, review docs"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"11d since push","evidence":["11d since push"]},{"id":"permission_surface","label":"Permission surface","status":"warn","score":72,"required_for_auto_install":true,"detail":"filesystem or document access, network or browser access","evidence":["Network access: medium","Filesystem access: medium","Secrets or environment access: high"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/agricidaniel-seo-geo/evals","api":"/api/agent/evals?slug=agricidaniel-seo-geo","text":"/api/agent/evals?slug=agricidaniel-seo-geo&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"agricidaniel-seo-geo","name":"seo-geo","description":"Optimize content for AI Overviews (formerly SGE), ChatGPT web search, Perplexity, and other AI-powered search experiences. Generative Engine Optimization (GEO) analysis including brand mention signals, AI crawler accessibility, llms.txt compliance, passage-level citability scoring, and platform-specific optimization. Use when user says \"AI Overviews\", \"SGE\", \"GEO\", \"AI search\", \"LLM optimization\", \"Perplexity\", \"AI citations\", \"ChatGPT search\", or \"AI visibility\".","category":"security","url":"https://www.openagentskill.com/skills/agricidaniel-seo-geo","repository":"https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo","github_repo":"AgriciDaniel/claude-seo"},"suited_tasks":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals","Search sources","Extract claims","Synthesize findings","Read media metadata","Convert formats"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add AgriciDaniel/claude-seo --skill seo-geo","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add agricidaniel-seo-geo"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"seo-geo\" agent skill from https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Optimize content for AI Overviews (formerly SGE), ChatGPT web search, Perplexity, and other AI-powered search experiences. Generative Engine Optimization (GEO) analysis including brand mention signals, AI crawler accessibility, llms.txt compliance, passage-level citability scoring, and platform-specific optimization. Use when user says \"AI Overviews\", \"SGE\", \"GEO\", \"AI search\", \"LLM optimization\", \"Perplexity\", \"AI citations\", \"ChatGPT search\", or \"AI visibility\". After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"agricidaniel-seo-geo\",\"task\":\"Install seo-geo\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"seo-geo\" as a Claude Code skill from https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Optimize content for AI Overviews (formerly SGE), ChatGPT web search, Perplexity, and other AI-powered search experiences. Generative Engine Optimization (GEO) analysis including brand mention signals, AI crawler accessibility, llms.txt compliance, passage-level citability scoring, and platform-specific optimization. Use when user says \"AI Overviews\", \"SGE\", \"GEO\", \"AI search\", \"LLM optimization\", \"Perplexity\", \"AI citations\", \"ChatGPT search\", or \"AI visibility\". After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"agricidaniel-seo-geo\",\"task\":\"Install seo-geo\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"seo-geo\" from https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Optimize content for AI Overviews (formerly SGE), ChatGPT web search, Perplexity, and other AI-powered search experiences. Generative Engine Optimization (GEO) analysis including brand mention signals, AI crawler accessibility, llms.txt compliance, passage-level citability scoring, and platform-specific optimization. Use when user says \"AI Overviews\", \"SGE\", \"GEO\", \"AI search\", \"LLM optimization\", \"Perplexity\", \"AI citations\", \"ChatGPT search\", or \"AI visibility\". After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"agricidaniel-seo-geo\",\"task\":\"Install seo-geo\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/agricidaniel-seo-geo/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/agricidaniel-seo-geo"},"trust":{"score":85,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"16K GitHub stars","repoActivity":"16K stars, 2.3K forks","lastPushed":"11d since push","license":"MIT","repository":"https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo","install":"npx skills add AgriciDaniel/claude-seo --skill seo-geo","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["security","agent-skill"],"known_risks":["Quality score needs review"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":89,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Quality score needs review"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":89,"label":"Excellent"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"11d since push","risk":"Safe to try"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","High-risk permission hints: Secrets or environment access","Quality score needs review","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"agent_contract":{"task_input":"Use seo-geo in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 85/100 Strong shortlist","Audit: 89/100 Safe to try","Safety: 57/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"agricidaniel-seo-geo (seo-geo)","install_command":"npx skills add AgriciDaniel/claude-seo --skill seo-geo","risk_summary":"Safe to try; Experimental; Low metadata risk","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"agricidaniel-seo-geo","task":"Use seo-geo in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/agricidaniel-seo-geo","api":"https://www.openagentskill.com/api/agent/skills/agricidaniel-seo-geo","audit":"https://www.openagentskill.com/skills/agricidaniel-seo-geo/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=agricidaniel-seo-geo&task=Use%20seo-geo%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20seo-geo%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20seo-geo%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/agricidaniel-seo-geo/install","manifest":"https://www.openagentskill.com/api/registry/manifest/agricidaniel-seo-geo"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"agricidaniel-seo-geo","name":"seo-geo","description":"Optimize content for AI Overviews (formerly SGE), ChatGPT web search, Perplexity, and other AI-powered search experiences. Generative Engine Optimization (GEO) analysis including brand mention signals, AI crawler accessibility, llms.txt compliance, passage-level citability scoring, and platform-specific optimization. Use when user says \"AI Overviews\", \"SGE\", \"GEO\", \"AI search\", \"LLM optimization\", \"Perplexity\", \"AI citations\", \"ChatGPT search\", or \"AI visibility\".","category":"security","url":"https://www.openagentskill.com/skills/agricidaniel-seo-geo","repository":"https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo","github_repo":"AgriciDaniel/claude-seo"},"suited_tasks":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals","Search sources","Extract claims","Synthesize findings","Read media metadata","Convert formats"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add AgriciDaniel/claude-seo --skill seo-geo","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add agricidaniel-seo-geo"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"seo-geo\" agent skill from https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Optimize content for AI Overviews (formerly SGE), ChatGPT web search, Perplexity, and other AI-powered search experiences. Generative Engine Optimization (GEO) analysis including brand mention signals, AI crawler accessibility, llms.txt compliance, passage-level citability scoring, and platform-specific optimization. Use when user says \"AI Overviews\", \"SGE\", \"GEO\", \"AI search\", \"LLM optimization\", \"Perplexity\", \"AI citations\", \"ChatGPT search\", or \"AI visibility\". After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"agricidaniel-seo-geo\",\"task\":\"Install seo-geo\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"seo-geo\" as a Claude Code skill from https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Optimize content for AI Overviews (formerly SGE), ChatGPT web search, Perplexity, and other AI-powered search experiences. Generative Engine Optimization (GEO) analysis including brand mention signals, AI crawler accessibility, llms.txt compliance, passage-level citability scoring, and platform-specific optimization. Use when user says \"AI Overviews\", \"SGE\", \"GEO\", \"AI search\", \"LLM optimization\", \"Perplexity\", \"AI citations\", \"ChatGPT search\", or \"AI visibility\". After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"agricidaniel-seo-geo\",\"task\":\"Install seo-geo\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"seo-geo\" from https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Optimize content for AI Overviews (formerly SGE), ChatGPT web search, Perplexity, and other AI-powered search experiences. Generative Engine Optimization (GEO) analysis including brand mention signals, AI crawler accessibility, llms.txt compliance, passage-level citability scoring, and platform-specific optimization. Use when user says \"AI Overviews\", \"SGE\", \"GEO\", \"AI search\", \"LLM optimization\", \"Perplexity\", \"AI citations\", \"ChatGPT search\", or \"AI visibility\". After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"agricidaniel-seo-geo\",\"task\":\"Install seo-geo\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/agricidaniel-seo-geo/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/agricidaniel-seo-geo"},"trust":{"score":85,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"16K GitHub stars","repoActivity":"16K stars, 2.3K forks","lastPushed":"11d since push","license":"MIT","repository":"https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo","install":"npx skills add AgriciDaniel/claude-seo --skill seo-geo","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access, network or browser access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["security","agent-skill"],"known_risks":["Quality score needs review"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":89,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Quality score needs review"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":89,"label":"Excellent"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"11d since push","risk":"Safe to try"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","High-risk permission hints: Secrets or environment access","Quality score needs review","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"agent_contract":{"task_input":"Use seo-geo in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 85/100 Strong shortlist","Audit: 89/100 Safe to try","Safety: 57/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"agricidaniel-seo-geo (seo-geo)","install_command":"npx skills add AgriciDaniel/claude-seo --skill seo-geo","risk_summary":"Safe to try; Experimental; Low metadata risk","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"agricidaniel-seo-geo","task":"Use seo-geo in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/agricidaniel-seo-geo","api":"https://www.openagentskill.com/api/agent/skills/agricidaniel-seo-geo","audit":"https://www.openagentskill.com/skills/agricidaniel-seo-geo/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=agricidaniel-seo-geo&task=Use%20seo-geo%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20seo-geo%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20seo-geo%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/agricidaniel-seo-geo/install","manifest":"https://www.openagentskill.com/api/registry/manifest/agricidaniel-seo-geo"}},"supply_profile":{"track":{"slug":"research","label":"Research and knowledge work","shortLabel":"Research","description":"Deep research, source comparison, literature review, RAG, knowledge search, and reports."},"scenario":{"label":"Research agents","description":"I need my agent to research a topic, compare sources, and produce a concise report.","useCases":[{"slug":"research-agents","title":"Research agents"},{"slug":"multimodal-media","title":"Multimodal media"},{"slug":"local-desktop","title":"Local desktop"}]},"applicableAgents":["Claude Code","OpenAI Agents","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add AgriciDaniel/claude-seo --skill seo-geo","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":16033,"starsLabel":"16K","forks":2346,"license":"MIT","qualityScore":89,"trustScore":85,"auditScore":89},"maintenance":{"status":"fresh","label":"11d since push","daysSincePush":11,"lastPushedAt":"2026-08-26T12:16:22+00:00"},"risk":{"level":"safe_to_try","label":"Safe to try","requiresReview":true,"notes":["Quality score needs review"]},"coverageTags":["Research","Research agents","security","agent-skill"]},"audit":{"audit_score":89,"risk_level":"safe_to_try","risk_label":"Safe to try","quality_score":89,"trust_score":85,"maintenance_score":100,"security_score":86,"install_score":92,"warnings":["Quality score needs review"]},"quality_signals":{"model":"v2","star_score":29.44,"usage_score":0,"review_score":5.1,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code","OpenAI Agents"],"use_cases":[{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"multimodal-media","title":"Multimodal media","url":"https://www.openagentskill.com/use-cases/multimodal-media"},{"slug":"local-desktop","title":"Local desktop","url":"https://www.openagentskill.com/use-cases/local-desktop"},{"slug":"web-scraping","title":"Web scraping","url":"https://www.openagentskill.com/use-cases/web-scraping"}],"stacks":[{"slug":"frontend-product-ui","title":"Frontend and UI","url":"https://www.openagentskill.com/collections/frontend-product-ui"},{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"},{"slug":"web-data-pipeline","title":"Web data pipeline","url":"https://www.openagentskill.com/collections/web-data-pipeline"}],"install":"npx skills add AgriciDaniel/claude-seo --skill seo-geo","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add agricidaniel-seo-geo","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"seo-geo\" agent skill from https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Optimize content for AI Overviews (formerly SGE), ChatGPT web search, Perplexity, and other AI-powered search experiences. Generative Engine Optimization (GEO) analysis including brand mention signals, AI crawler accessibility, llms.txt compliance, passage-level citability scoring, and platform-specific optimization. Use when user says \"AI Overviews\", \"SGE\", \"GEO\", \"AI search\", \"LLM optimization\", \"Perplexity\", \"AI citations\", \"ChatGPT search\", or \"AI visibility\". After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"agricidaniel-seo-geo\",\"task\":\"Install seo-geo\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"seo-geo\" as a Claude Code skill from https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Optimize content for AI Overviews (formerly SGE), ChatGPT web search, Perplexity, and other AI-powered search experiences. Generative Engine Optimization (GEO) analysis including brand mention signals, AI crawler accessibility, llms.txt compliance, passage-level citability scoring, and platform-specific optimization. Use when user says \"AI Overviews\", \"SGE\", \"GEO\", \"AI search\", \"LLM optimization\", \"Perplexity\", \"AI citations\", \"ChatGPT search\", or \"AI visibility\". After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"agricidaniel-seo-geo\",\"task\":\"Install seo-geo\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"seo-geo\" from https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Optimize content for AI Overviews (formerly SGE), ChatGPT web search, Perplexity, and other AI-powered search experiences. Generative Engine Optimization (GEO) analysis including brand mention signals, AI crawler accessibility, llms.txt compliance, passage-level citability scoring, and platform-specific optimization. Use when user says \"AI Overviews\", \"SGE\", \"GEO\", \"AI search\", \"LLM optimization\", \"Perplexity\", \"AI citations\", \"ChatGPT search\", or \"AI visibility\". After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"agricidaniel-seo-geo\",\"task\":\"Install seo-geo\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo","github_repo":"AgriciDaniel/claude-seo","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/agricidaniel-seo-geo","repository":"https://github.com/AgriciDaniel/claude-seo/tree/main/skills/seo-geo","api":"/api/agent/skills/agricidaniel-seo-geo","install_api":"/api/skills/agricidaniel-seo-geo/install"},"meta":{"created_at":"2026-09-01T17:00:57.269524+00:00","updated_at":"2026-09-01T17:00:57.425121+00:00","agent_friendly":true}}