# Geo Content Optimizer > Use when the user asks to "optimize for AI citations"; improves citation readiness for ChatGPT, Perplexity, AI Overviews, Gemini, and Claude. Not for structural on-page SEO — use on-page-seo-auditor; not for net-new drafting — use seo-content-writer. AI引用优化/GEO优化/AI搜索 - **Type:** Skill - **Install:** `agentstack add skill-aaron-he-zhu-aaron-marketing-skills-geo-content-optimizer` - **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior - **Seller:** [aaron-he-zhu](https://agentstack.voostack.com/s/aaron-he-zhu) - **Installs:** 0 - **Category:** [Search](https://agentstack.voostack.com/c/search) - **Latest version:** 0.1.0 - **License:** Apache-2.0 - **Upstream author:** [aaron-he-zhu](https://github.com/aaron-he-zhu) - **Source:** https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/main/build/geo-content-optimizer ## Install ```sh agentstack add skill-aaron-he-zhu-aaron-marketing-skills-geo-content-optimizer ``` Requires the [AgentStack CLI](https://agentstack.voostack.com/docs/cli). Works with Claude Code, Cursor, and any MCP-compatible agent. ## About # GEO Content Optimizer Optimizes content for AI-generated answers and citation surfaces such as ChatGPT, Perplexity, Gemini, Claude, and AI Overviews. ## What This Skill Does Improves structure, authority signals, factual density, quotable statements, source attribution, and overall GEO readiness. ## Quick Start ```text Optimize this content for GEO/AI citations: [content or URL] Make this article more likely to be cited by AI systems Write content about [topic] optimized for both SEO and GEO Audit this content for GEO readiness and suggest improvements AI Overview is eating clicks on 12 head queries — build a recovery plan ``` See [AI Overview Recovery](references/ai-overview-recovery.md) for the 4-phase playbook (measure → diagnose → rewrite → monitor) tailored to recovery scenarios (as opposed to generic GEO optimization). ## Skill Contract **Expected output**: a ready-to-use asset or implementation-ready transformation plus a short handoff summary ready for `memory/content/`. - **Reads**: the brief, target keywords, entity inputs, and quality constraints. **Canonical entity profiles**: if the content mentions a brand / person / product, this skill MUST consult `memory/entities/.md` (per the [entity-geo handoff schema](../../references/entity-geo-handoff-schema.md)) to populate `display_name`, `description_short`, `ai_resolution_status` and decide whether disambiguation boilerplate is needed. If the profile is missing or stale (>90 days), declare `DONE_WITH_CONCERNS` and recommend `entity-optimizer` as an open loop. - **Writes**: a user-facing content, metadata, or schema deliverable plus a reusable summary that can be stored under `memory/content/`. - **Promotes**: approved angles, messaging choices, missing evidence, and publish blockers to `memory/hot-cache.md` and `memory/open-loops.md`; propose durable decisions as pending-decision items. - **Done when**: each target AI query has a standalone, quotable answer block; a before/after GEO score and AI Query Coverage are reported; and the CORE-EEAT GEO self-check (C02, O03, O05, E01) has no unaddressed Fail. - **Primary next skill**: use the `Next Best Skill` below when the asset is ready for review or deployment. ### Handoff Summary > Emit the standard shape from [skill-contract.md §Handoff Summary Format](../../references/skill-contract.md). ## Data Sources Use `~~AI monitor` and `~~SEO tool` when connected; otherwise ask for target queries, content, engines, competitor examples, and known AI-citation gaps. See [CONNECTORS.md](../../CONNECTORS.md). **Measuring whether GEO work paid off:** the changes this skill makes (extractable, quotable, answer-shaped content) move **citability** — testable in minutes by handing a live-fetch engine the URL and asking the target query. That is a *proxy*. Whether an engine then cites you *unprompted* (surfacing) is gated by its crawl/index refresh — week-scale and confounded, not minute-level. Do not conflate the two or promise fast surfacing. The latency of each signal, and why outcome deltas need a control group, are defined in [references/measurement-protocol.md](../../references/measurement-protocol.md). ## Instructions When a user requests GEO optimization, run these five steps: 1. **Load CORE-EEAT GEO-First Targets** — prioritize C02, C09, O03, O05, E01, O02 plus engine-specific preferences. 2. **Analyze Current Content** — score clear definitions, quotable statements, factual density, source citations, Q&A format, authority signals, freshness, and structure clarity. 3. **Apply GEO Techniques** — add standalone 25-50 word definitions, sourced quotable statements, expert/source signals, Q&A/tables/lists, specific data, and visible-content-matching FAQ schema. 4. **Generate GEO Output** — report Changes Made, before/after GEO score, and AI Query Coverage. 5. **CORE-EEAT GEO Self-Check** — verify C02, C04, C09, O02, O03, O05, O06, R01, R02, R04, R07, E01, Exp10, Ept08 with Pass/Warn/Fail. Label every metric **Measured** (tool/export), **User-provided**, or **Estimated** (model inference); never present an estimate as measured; if a required metric is unavailable, mark it N/A — do not invent it. > **Reference**: See [Instructions Detail](references/instructions-detail.md) for the full CORE-EEAT GEO target tables, AI engine preferences, analysis templates, optimization report template, self-check matrix, and examples. ## Example **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.'" **Output** adds a clear definition, dated/source-backed facts, structured list, quotable statements, and a before/after GEO score. See the full pattern in [Instructions Detail — Example](references/instructions-detail.md#example). ## GEO Optimization Checklist > **Reference**: See the GEO Readiness Checklist in [GEO Optimization Techniques](references/geo-optimization-techniques.md) for the full checklist covering definitions, quotable content, authority, structure, and technical elements. ## Save Results On user confirmation, save to `memory/content/YYYY-MM-DD-.md` — see [Skill Contract](../../references/skill-contract.md) §Save Results Template. ## Reference Materials - [Instructions Detail](references/instructions-detail.md) - Full 5-step workflow, CORE-EEAT GEO targets, self-check matrix, worked example, tips - [GEO Optimization Techniques](references/geo-optimization-techniques.md) - Detailed before/after examples, templates, and checklists for each technique - [AI Citation Patterns](references/ai-citation-patterns.md) - How Google AI Overviews, ChatGPT, Perplexity, and Claude select and cite sources - [Quotable Content Examples](references/quotable-content-examples.md) - Before/after examples of content optimized for AI citation ## Next Best Skill - **Primary**: [content-quality-auditor](../../cross-cutting/content-quality-auditor/SKILL.md) — verify the optimized content is strong enough to ship and cite. ## Source & license This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code. - **Author:** [aaron-he-zhu](https://github.com/aaron-he-zhu) - **Source:** [aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) - **License:** Apache-2.0 Install and usage instructions live in the source repository linked above. ## Pricing - **Free** — Free ## Security capabilities Automated source analysis of v0.1.0 — what this tool can access: - **Network access:** no - **Filesystem access:** no - **Shell / process execution:** no - **Environment & secrets:** no - **Dynamic code execution:** no *"Yes" means the capability is present in the source — more access means more to trust, not that it is unsafe.* ## Versions - **0.1.0** — security scan: passed — Imported from the upstream source. ## Links - Listing page: https://agentstack.voostack.com/l/skill-aaron-he-zhu-aaron-marketing-skills-geo-content-optimizer - Seller: https://agentstack.voostack.com/s/aaron-he-zhu - Browse the marketplace: https://agentstack.voostack.com/browse --- Listed on AgentStack — the marketplace for AI agent skills and MCP servers. Every listing is security-reviewed. Creators keep 70%.