Geo Fundamentals
wasp-lang/wasp
Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).
Generate AEO-optimized content (Answer Engine Optimization) for AI search visibility - ChatGPT, Claude, Gemini, AI Overviews.
Install Bencium Aeo
$ npx skills add bencium/bencium-marketplace --skill bencium-aeo -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install bencium/bencium-marketplace bencium-aeo --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/bencium/bencium-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/bencium-aeo/skills/bencium-aeo .claude/skills/bencium-aeo && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "bencium-aeo" agent skill from https://github.com/bencium/bencium-marketplace/tree/main/bencium-aeo/skills/bencium-aeo into .claude/skills/bencium-aeo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bencium-aeo", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/bencium/bencium-marketplace/tree/main/bencium-aeo/skills/bencium-aeoType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add bencium/bencium-marketplace --skill bencium-aeo -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install bencium/bencium-marketplace bencium-aeo --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bencium/bencium-marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/bencium-aeo/skills/bencium-aeo .agents/skills/bencium-aeo && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "bencium-aeo" agent skill from https://github.com/bencium/bencium-marketplace/tree/main/bencium-aeo/skills/bencium-aeo into .agents/skills/bencium-aeo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bencium-aeo", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add bencium/bencium-marketplace --skill bencium-aeo -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install bencium/bencium-marketplace bencium-aeo --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bencium/bencium-marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/bencium-aeo/skills/bencium-aeo .cursor/skills/bencium-aeo && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "bencium-aeo" agent skill from https://github.com/bencium/bencium-marketplace/tree/main/bencium-aeo/skills/bencium-aeo into .cursor/skills/bencium-aeo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bencium-aeo", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/bencium/bencium-marketplace.git --path bencium-aeo/skills/bencium-aeo--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add bencium/bencium-marketplace --skill bencium-aeo -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install bencium/bencium-marketplace bencium-aeo --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bencium/bencium-marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/bencium-aeo/skills/bencium-aeo .gemini/skills/bencium-aeo && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "bencium-aeo" agent skill from https://github.com/bencium/bencium-marketplace/tree/main/bencium-aeo/skills/bencium-aeo into .gemini/skills/bencium-aeo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bencium-aeo", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install bencium/bencium-marketplace bencium-aeoInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add bencium/bencium-marketplace --skill bencium-aeo -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/bencium/bencium-marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/bencium-aeo/skills/bencium-aeo .github/skills/bencium-aeo && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "bencium-aeo" agent skill from https://github.com/bencium/bencium-marketplace/tree/main/bencium-aeo/skills/bencium-aeo into .github/skills/bencium-aeo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bencium-aeo", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add bencium/bencium-marketplace --skill bencium-aeo -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install bencium/bencium-marketplace bencium-aeo --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bencium/bencium-marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/bencium-aeo/skills/bencium-aeo .opencode/skills/bencium-aeo && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "bencium-aeo" agent skill from https://github.com/bencium/bencium-marketplace/tree/main/bencium-aeo/skills/bencium-aeo into .opencode/skills/bencium-aeo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bencium-aeo", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
bencium-aeo- GitHub stars
- 446
- Token cost
- ~1.3k tokens
- SKILL.md length
- 580 words
- Files
- 5
- Skills in repo
- 13
- Repo updated
- First seen
- Licence
- MIT
At a glance
Generate AEO-optimized content (Answer Engine Optimization) for AI search visibility - ChatGPT, Claude, Gemini, AI Overviews.
- Works in 4 steps: Product Overview (50 words) → 15 FAQs with Schema → Evidence Panels → …
- Optimizing websites for AI citations
- SKILL.md covers When to Use This Skill, Core Reference, Quick Reference: Key Principles and What to Generate, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Bencium Aeo is an agent skill from bencium/bencium-marketplace. Generate AEO-optimized content (Answer Engine Optimization) for AI search visibility - ChatGPT, Claude, Gemini, AI Overviews. Use when optimizing websites for AI citations, creating FAQ schemas, evidence panels, or analyzing content for LLM extraction readiness.
Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files (for example `CLAUDE.md`, `README.md` and `prd.md`).
It sits in Marketing & SEO, covering AI search optimization. It works with OpenAI. The repository describes itself as: comprehensive skills based on the Anthropic Skills guide and our design and development philosophy. The licence is MIT.
When your agent uses it
- Optimizing websites for AI citations
- Creating FAQ schemas
- Evidence panels
- Analyzing content for LLM extraction readiness
Example prompts
- “/bencium-aeo”
Workflow steps
4 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit 5de46a3. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Bencium Aeo loads about 1.3k tokens when it runs. Until then it costs about 69 tokens; SKILL.md has 580 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from bencium/bencium-marketplace at commit 5de46a3, republished under its MIT licence (© bencium). 580 words, ~1,262 tokens.
Download SKILL.mdSave it as
.claude/skills/bencium-aeo/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.- name
- bencium-aeo
- description
- Generate AEO-optimized content (Answer Engine Optimization) for AI search visibility - ChatGPT, Claude, Gemini, AI Overviews. Use when optimizing websites for AI citations, creating FAQ schemas, evidence panels, or analyzing content for LLM extraction readiness.
AEO Content Optimization Skill
Answer Engine Optimization - Optimize content for AI citations, not traditional search rankings.
When to Use This Skill
Use this skill when:
- User asks to optimize content for AI search/citations
- User mentions ChatGPT, Claude, Gemini visibility
- User wants FAQ schema, JSON-LD, or structured data for AI
- User asks about GEO (Generative Engine Optimization)
- User wants to analyze content for AI extraction readiness
- User mentions "AI Overviews" or "answer engines"
NOT for traditional SEO - This is specifically for AI/LLM citation optimization.
Core Reference
Full templates and guidelines: Read prd.md in this directory for complete implementation details.
Quick Reference: Key Principles
The 18-Token Extraction Rule
LLMs extract self-contained sentences of ~18 tokens (~15-20 words). Key claims must be complete, quotable statements requiring zero surrounding context.
Good: "Eight-API synthesis reduces property analysis errors by 67%." (9 tokens) Bad: "Our system is incredibly fast and delivers amazing results." (vague)
Single-Topic Focus Pages
Single-concept pages vastly outperform multi-topic content. Create focused URLs like domain.com/specific-concept rather than comprehensive guides.
Citations + Statistics = 30-40% More Visibility
Every major claim needs:
- Verifiable data with methodology
- Date of data collection
- Expert attribution (Name + Credentials + Org)
Freshness is Critical
95% of AI citations come from content updated in last 10 months. Static content dies.
Authority Level Determines Strategy
| Authority Level | Optimization Approach |
|---|---|
| Challenger (new sites, low authority) | Aggressive: 5-7 extraction points per page, heavy citations, weekly micro-updates |
| Established (top-ranked, well-known) | Light touch: 1-2 strategic points, trust existing credibility, avoid over-optimization |
Princeton finding: Rank-5 sites gained 115% visibility with aggressive optimization. Rank-1 sites that over-optimized lost 30%.
What to Generate
When user requests AEO content, generate:
1. Product Overview (50 words)
- What it is (one clause)
- Scope/timeframe context
- Why it matters (value proposition)
- "Last updated" date
2. 15 FAQs with Schema
- Questions: 7-12 words, natural language
- Answers: 30-50 words (sweet spot for AI extraction)
- FAQPage JSON-LD schema with
datePublishedanddateModified - Persistent anchor IDs (#faq-slug)
3. Evidence Panels
For every important claim:
- Claim statement
- Methodology
- Data source + URL
- Date of data collection
- Limitations
- Contact for questions
4. JSON-LD Schema
- FAQPage (most important)
- HowTo (for guides)
- Product (for product pages)
- Organization (for About page)
Show full SKILL.md (226 more words)Show less
Anti-Patterns (What to Avoid)
Traditional SEO Tactics Harm GEO
- Keyword stuffing
- Generic listicles without original insight
- Vague hedged language ("may help", "could potentially")
- Multi-topic comprehensive guides
- Over-optimization on established sites
Content Structure Errors
- FAQ answers over 50 words
- Buried answers (put conclusion first)
- Pronoun ambiguity ("it" instead of "the product")
- Missing dates and freshness signals
- No schema markup
Assessment Framework
When analyzing content for AEO readiness, score (0-10):
| Dimension | What to Check |
|---|---|
| Extraction | How many citation-ready sentences under 18 tokens? |
| Focus | Single topic or sprawling multi-topic? |
| Authority | Expert attribution with credentials? Citations? |
| Freshness | Updated within 90 days? Dated content? |
Quick test: Can you copy-paste 3 sentences that fully answer a question without context?
Implementation Checklist
- Product overview: 50 words, dated, under H1
- 15 FAQs: 30-50 words each, natural questions
- Evidence panels: method, data, date, limitations
- "Last updated" dates on every section
- FAQPage JSON-LD schema in
<head> - Persistent anchor IDs for FAQs
- Validated with Google Rich Results Test
Testing Protocol
After implementation, test with:
- Recognition: "What is [Product]?" (ChatGPT, Claude, Gemini)
- Comparison: "Compare [Product] to [Competitor]"
- Best for: "What's the best [category] for [use case]?"
- How-to: "How do I [task with product]?"
Track: Mentioned? Linked? Accurate? Evidence quoted?
Full Documentation
For complete templates, examples, and detailed guidelines, read:
prd.md- Full AEO content generation guide with HTML templatesstory-structured.md- Framework summary from Princeton study
© bencium, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 4 other files in bencium-aeo/skills/bencium-aeo of bencium/bencium-marketplace.
- SKILL.md
- CLAUDE.md
- README.md
- prd.md
- story-structured.md
Open the folder on GitHubat commit 5de46a3
Compare with similar skills
Bencium Aeo next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Bencium Aeo this skillbencium/bencium-marketplace | 446 | — | ~1.3k | Automated safety check: Pass | MIT | |
| Geo Fundamentalswasp-lang/wasp | 19k | 9 repos | ~861 | Automated safety check: Pass | MIT | |
| SEO GeoReScienceLab/opc-skills | 1.8k | 4 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| GEO-First SEO Audit Toolzubair-trabzada/geo-seo-claude | 11k | — | ~2.8k | Automated safety check: Notes | MIT | |
| Qiaomu SEOjoeseesun/qiaomu-seo | 441 | — | ~2.6k | Automated safety check: Pass | MIT | |
| SEO DataforseoAgriciDaniel/codex-seo | 797 | 2 repos | ~4.6k | Automated safety check: Pass | MIT |
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Related
Works with
Categories
Questions about Bencium Aeo
What does Bencium Aeo do?
Generate AEO-optimized content (Answer Engine Optimization) for AI search visibility - ChatGPT, Claude, Gemini, AI Overviews. Bencium Aeo is an agent skill from bencium/bencium-marketplace. Generate AEO-optimized content (Answer Engine Optimization) for AI search visibility - ChatGPT, Claude, Gemini, AI Overviews.
When should I use Bencium Aeo?
Bencium Aeo fits situations like: optimizing websites for AI citations; creating FAQ schemas; evidence panels; analyzing content for LLM extraction readiness.
How do I install Bencium Aeo in Claude Code?
Run `npx skills add bencium/bencium-marketplace --skill bencium-aeo -a claude-code`. Or copy the skill folder (bencium-aeo/skills/bencium-aeo in bencium/bencium-marketplace) into .claude/skills/bencium-aeo in your project. Claude Code loads it when a task matches its description.
How do I install Bencium Aeo in Codex?
Run `npx skills add bencium/bencium-marketplace --skill bencium-aeo -a codex`. Or copy the skill folder (bencium-aeo/skills/bencium-aeo in bencium/bencium-marketplace) into .agents/skills/bencium-aeo in your project. Codex loads it when a task matches its description.
Can I use Bencium Aeo in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add bencium/bencium-marketplace --skill bencium-aeo -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/bencium-aeo, .gemini/skills/bencium-aeo, .github/skills/bencium-aeo and .opencode/skills/bencium-aeo in your project.
What does Bencium Aeo need to run?
SKILL.md names no scripts, command-line tools or credentials: Bencium Aeo is instructions for the agent only.
Does Bencium Aeo access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Bencium Aeo safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Bencium Aeo use?
Bencium Aeo is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Bencium Aeo use?
About 1.3k tokens (SKILL.md is roughly 5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Bencium Aeo?
Skills that share tags, products or a category with Bencium Aeo: Geo Fundamentals (wasp-lang/wasp, 19k stars), SEO Geo (ReScienceLab/opc-skills, 1.8k stars), GEO-First SEO Audit Tool (zubair-trabzada/geo-seo-claude, 11k stars) and Qiaomu SEO (joeseesun/qiaomu-seo, 441 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Bencium Aeo?
bencium (a GitHub user) maintains it in bencium/bencium-marketplace, which has 446 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on October 4, 2026.
Source: bencium/bencium-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.