Agent skill

Geo Content Optimizer

by liangdabiao in liangdabiao/GEO-Content-Optimizer-Skill

AI 驱动的网页内容优化分析工具。输入 URL,自动抓取页面标题,通过 Google 搜索进行查询扩展, 获取 Google AI 概览,对比有机搜索覆盖与 AI 生成概览,生成中文优化建议报告。

No licenceAuto-check: notesMarketing & SEO

Install Geo Content Optimizer

skills CLI
$ npx skills add liangdabiao/GEO-Content-Optimizer-Skill --skill geo-content-optimizer -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install liangdabiao/GEO-Content-Optimizer-Skill geo-content-optimizer --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/liangdabiao/GEO-Content-Optimizer-Skill.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/geo-content-optimizer .claude/skills/geo-content-optimizer && rm -rf skills-src

Use ~/.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/

Facts

Skill name
geo-content-optimizer
GitHub stars
205
Token cost
~1.5k tokens
SKILL.md length
679 words
Files
2
Skills in repo
3
Repo updated
First seen
Licence
None found

At a glance

AI 驱动的网页内容优化分析工具。输入 URL,自动抓取页面标题,通过 Google 搜索进行查询扩展, 获取 Google AI 概览,对比有机搜索覆盖与 AI 生成概览,生成中文优化建议报告。

  • Works in 7 steps: Output Directory Setup → Scrape Page Title → Query Fan-Out Research → …
  • Tasks that involve AI search optimization
  • SKILL.md covers Input, Phase 0: Output Directory Setup, Phase 1: Scrape Page Title and Phase 2: Query Fan-Out Research, plus 5 more sections
  • Reaches apimart.ai

What it does

Geo Content Optimizer is an agent skill from liangdabiao/GEO-Content-Optimizer-Skill. AI 驱动的网页内容优化分析工具。输入 URL,自动抓取页面标题,通过 Google 搜索进行查询扩展, 获取 Google AI 概览,对比有机搜索覆盖与 AI 生成概览,生成中文优化建议报告。 当用户说"优化这个页面"、"分析这个网址"、"GEO 分析"、"内容优化"、"geo分析"或提供 URL 并要求内容改进建议时触发。

Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `README.md`).

It sits in Marketing & SEO, covering AI search optimization. It works with Model Context Protocol and Playwright. The repository describes itself as: GEO(Generative Engine Optimization)是面向 AI 搜索引擎的内容优化方法论。就像 SEO 优化 Google 排名,GEO 优化你的内容在 ChatGPT、Perplexity、Gemini、Google AI Overview 等 AI 引擎中的引用率。 本项目提供3个 Agent Skill,覆盖 GEO 全流程:.

When your agent uses it

  • Tasks that involve AI search optimization

Example prompts

  • “优化这个页面”
  • “分析这个网址”
  • “GEO 分析”
  • “/geo-content-optimizer”

Requirements

  • Pre-approved tools (allowed-tools): WebSearch, mcp__web_reader__webReader, mcp__playwright__browser_navigate, mcp__playwright__browser_snapshot, mcp__playwright__browser_take_screenshot, mcp__playwright__browser_click, mcp__playwright__browser_close, Read, Write, Bash

Workflow steps

7 steps, taken from the step headings in SKILL.md.

  1. Output Directory Setup
  2. Scrape Page Title
  3. Query Fan-Out Research
  4. Main Query Extraction
  5. Google AI Overview Retrieval
  6. Query Fan-Out Summarization
  7. Comparison & Optimization Report

What it can do on your machine

Read from SKILL.md and the folder at commit f56124f. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • WebSearch
    • mcp__web_reader__webReader
    • mcp__playwright__browser_navigate
    • mcp__playwright__browser_snapshot
    • mcp__playwright__browser_take_screenshot
    • mcp__playwright__browser_click
    • mcp__playwright__browser_close
    • Read
    • Write
    • Bash

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • apimart.ai

    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

Geo Content Optimizer loads about 1.5k tokens when it runs. Until then it costs about 47 tokens; SKILL.md has 679 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~47
When it runs · the whole SKILL.md, loaded when a task matches
~1.5k

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: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: WebSearch, mcp__web_reader__webReader, mcp__playwright__browser_navigate, mcp__playwright__browser_s

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 679 words (~1,490 tokens).

“You are a content optimization specialist. Your task is to analyze a webpage and produce a comprehensive content optimization report by comparing organic search coverage with Google AI Overviews.”

— opening of SKILL.md by liangdabiao
name
geo-content-optimizer
allowed-tools
WebSearch, mcp__web_reader__webReader, mcp__playwright__browser_navigate, mcp__playwright__browser_snapshot, mcp__playwright__browser_take_screenshot, mcp__playwright__browser_click, mcp__playwright__browser_close, Read, Write, Bash
argument-hint
<url>

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file in skills/geo-content-optimizer of liangdabiao/GEO-Content-Optimizer-Skill.

  • SKILL.md
  • README.md

Open the folder on GitHubat commit f56124f

Compare with similar skills

Geo Content Optimizer 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.

Geo Content Optimizer compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Geo Content Optimizer this skillliangdabiao/GEO-Content-Optimizer-Skill205—~1.5kAutomated safety check: NotesNone
SEO DataforseoAgriciDaniel/codex-seo7992 repos~4.6kAutomated safety check: PassMIT
AI VisibilityRyze-AI-Adgent/open-seo-mcp-skills4.7k—~611Automated safety check: PassMIT
Geo Scorejianruntech/geo-score621—~2.9kAutomated safety check: PassMIT
Beyondseobeyondtahir/beyondseo161—~4.3kAutomated safety check: PassMIT
Competitor GapRyze-AI-Adgent/open-seo-mcp-skills4.7k—~560Automated safety check: PassMIT

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More from liangdabiao/GEO-Content-Optimizer-Skill

  • Geo

    liangdabiao/GEO-Content-Optimizer-Skill

    完整的 GEO(生成式引擎优化)服务流水线:给一个产品官网 URL 和介绍材料, 做站点诊断与 AI 答案采样、生成带验收标准的执行工单、产出可直接部署的资产 (llms.txt / JSON-LD / 定义块 / FAQ / 内容大纲与初稿)、自动验收工单是否闭环、 并打包成可直接发给客户的交付物。可按周期复跑,做长期 GEO 运营与月报。

    205 GitHub starsUsed in 1 repo~2.3k tokens
    Auto-check: notes
  • Geo Optimizer

    liangdabiao/GEO-Content-Optimizer-Skill

    GEO (Generative Engine Optimization) 全流程优化工具。帮助品牌内容被 ChatGPT、Perplexity、Gemini 等 AI 搜索引擎引用。

    205 GitHub stars~1.1k tokensUpdated 2 mo ago
    Auto-check passed

Categories

Questions about Geo Content Optimizer

What does Geo Content Optimizer do?

AI 驱动的网页内容优化分析工具。输入 URL,自动抓取页面标题,通过 Google 搜索进行查询扩展, 获取 Google AI 概览,对比有机搜索覆盖与 AI 生成概览,生成中文优化建议报告。. Geo Content Optimizer is an agent skill from liangdabiao/GEO-Content-Optimizer-Skill.

When should I use Geo Content Optimizer?

Geo Content Optimizer fits situations like: tasks that involve AI search optimization.

How do I install Geo Content Optimizer in Claude Code?

Run `npx skills add liangdabiao/GEO-Content-Optimizer-Skill --skill geo-content-optimizer -a claude-code`. Or copy the skill folder (skills/geo-content-optimizer in liangdabiao/GEO-Content-Optimizer-Skill) into .claude/skills/geo-content-optimizer in your project. Claude Code loads it when a task matches its description.

How do I install Geo Content Optimizer in Codex?

Run `npx skills add liangdabiao/GEO-Content-Optimizer-Skill --skill geo-content-optimizer -a codex`. Or copy the skill folder (skills/geo-content-optimizer in liangdabiao/GEO-Content-Optimizer-Skill) into .agents/skills/geo-content-optimizer in your project. Codex loads it when a task matches its description.

Can I use Geo Content Optimizer 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 liangdabiao/GEO-Content-Optimizer-Skill --skill geo-content-optimizer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/geo-content-optimizer, .gemini/skills/geo-content-optimizer, .github/skills/geo-content-optimizer and .opencode/skills/geo-content-optimizer in your project.

What does Geo Content Optimizer need to run?

SKILL.md names no scripts, command-line tools or credentials: Geo Content Optimizer is instructions for the agent only. Its frontmatter pre-approves these tools: WebSearch, mcp__web_reader__webReader, mcp__playwright__browser_navigate, mcp__playwright__browser_snapshot, mcp__playwright__browser_take_screenshot, mcp__playwright__browser_click, mcp__playwright__browser_close, Read, Write, Bash.

Does Geo Content Optimizer access the network?

SKILL.md names 1 domain. In commands or code: apimart.ai; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.

Is Geo Content Optimizer safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Geo Content Optimizer use?

No licence was found for Geo Content Optimizer or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Geo Content Optimizer use?

About 1.5k tokens (SKILL.md is roughly 6k 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 Geo Content Optimizer?

Skills that share tags, products or a category with Geo Content Optimizer: SEO Dataforseo (AgriciDaniel/codex-seo, 799 stars), AI Visibility (Ryze-AI-Adgent/open-seo-mcp-skills, 4.7k stars), Geo Score (jianruntech/geo-score, 621 stars) and Beyondseo (beyondtahir/beyondseo, 161 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Geo Content Optimizer?

liangdabiao (a GitHub user) maintains it in liangdabiao/GEO-Content-Optimizer-Skill, which has 205 GitHub stars. The repository holds 3 skills in this directory. The repository was last updated on August 5, 2026.

Source: liangdabiao/GEO-Content-Optimizer-Skill on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.