Agent skill

Geo Analyzer

by redfox-data in redfox-data/redfox-community

GEO(生成式引擎优化)品牌分析工具。自动向豆包、Kimi、DeepSeek 三个 AI 搜索引擎提问,分析品牌在 AI 回答中的出现率、情绪、信源引用、竞品对比,生成交互式 HTML 报告。当用户需要分析品牌在 AI 搜索引擎中的表现、GEO 优化、AI 搜索品牌监测、品牌 AI 可见度分析时使用。触发词:GEO分析、品牌AI搜索分析、AI搜索引擎优化、品牌可见度、GEO、geo…

No licenceAuto-check passed

Install Geo Analyzer

skills CLI
$ npx skills add redfox-data/redfox-community --skill geo-analyzer -a claude-code

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

GitHub CLI
$ gh skill install redfox-data/redfox-community geo-analyzer --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/redfox-data/redfox-community.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/geo-analyzer .claude/skills/geo-analyzer && 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-analyzer
GitHub stars
425
Token cost
~1.7k tokens
SKILL.md length
312 words
Files
11 (incl. scripts, references)
Skills in repo
123
Repo updated
First seen
Licence
None found

At a glance

GEO(生成式引擎优化)品牌分析工具。自动向豆包、Kimi、DeepSeek 三个 AI 搜索引擎提问,分析品牌在 AI 回答中的出现率、情绪、信源引用、竞品对比,生成交互式 HTML 报告。当用户需要分析品牌在 AI 搜索引擎中的表现、GEO 优化、AI 搜索品牌监测、品牌 AI 可见度分析时使用。触发词:GEO分析、品牌AI搜索分析、AI搜索引擎优化、品牌可见度、GEO、geo…

  • Works in 7 steps: 输入收集 → 问题生成(用户未提供问题时) → 批量搜索 → …
  • SKILL.md covers 简介, 鉴权, 依赖 and 完整工作流, plus 2 more sections
  • Runs Python scripts from its folder; calls python3 and pip3; needs REDFOX_API_KEY

What it does

Geo Analyzer is an agent skill from redfox-data/redfox-community. GEO(生成式引擎优化)品牌分析工具。自动向豆包、Kimi、DeepSeek 三个 AI 搜索引擎提问,分析品牌在 AI 回答中的出现率、情绪、信源引用、竞品对比,生成交互式 HTML 报告。当用户需要分析品牌在 AI 搜索引擎中的表现、GEO 优化、AI 搜索品牌监测、品牌 AI 可见度分析时使用。触发词:GEO分析、品牌AI搜索分析、AI搜索引擎优化、品牌可见度、GEO、geo analyzer。

Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 13 other files, including scripts and reference files (for example `README.en.md`, `README.md` and `references/geo-metrics.md`).

It works with DeepSeek and Kimi. The repository describes itself as: 红狐数据(RedFoxHub) 技能合集:面向 Agent 的可复用 SKILL 集合,覆盖灵感、选题、文案创作、数据复盘等场景,持续更新。

Example prompts

  • “/geo-analyzer”

Requirements

  • Python 3
  • A credential in REDFOX_API_KEY

Workflow steps

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

  1. 输入收集
  2. 问题生成(用户未提供问题时)
  3. 批量搜索
  4. 确定性分析
  5. AI 分析(Agent 执行)
  6. 合并分析与报告生成
  7. 交付

What it can do on your machine

Read from SKILL.md and the folder at commit 8263643. 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

    Ships 7 files in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python3
    • pip3

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

  • Network

    Links to these hosts (documentation or services it may open):

    • redfox.hk

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • REDFOX_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Geo Analyzer loads about 1.7k tokens when it runs, and up to ~3k if it reads all its reference files. Until then it costs about 54 tokens; SKILL.md has 312 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~54
When it runs · the whole SKILL.md, loaded when a task matches
~1.7k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3k

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); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 312 words (~1,706 tokens).

“帮助品牌了解自己在 AI 搜索引擎(豆包、Kimi、DeepSeek)中的表现。系统自动向三个 AI 平台提出相同问题,分析品牌出现率、情绪倾向、信源引用、竞品对比,生成可视化 HTML 报告。”

— opening of SKILL.md by redfox-data
name
geo-analyzer

Read the full SKILL.md on GitHub

Files

SKILL.md and 10 other files (scripts, references) in skills/geo-analyzer of redfox-data/redfox-community.

  • SKILL.md
  • README.en.md
  • README.md
  • references/geo-metrics.md
  • scripts/geo_analyze.py
  • scripts/geo_report.py
  • scripts/geo_search.py
  • scripts/lib/__init__.py
  • scripts/lib/analyzer.py
  • scripts/lib/platforms.py
  • scripts/lib/report_template.py

Open the folder on GitHubat commit 8263643

Compare with similar skills

Geo Analyzer 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 Analyzer compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Geo Analyzer this skillredfox-data/redfox-community425—~1.7kAutomated safety check: PassNone
AI Model NodejsTencentCloudBase/CloudBase-AI-Toolkit1.1k3 repos~5kAutomated safety check: PassMIT
SGLang Model Day-0 SupportBBuf/AI-Infra-Auto-Driven-SKILLS900—~2.3kAutomated safety check: PassNone
Geoliangdabiao/GEO-Content-Optimizer-Skill2001 repos~2.3kAutomated safety check: NotesMIT
Bridgic LLMsbitsky-tech/bridgic155—~839Automated safety check: NotesMIT
PiDeck Usage Probe Helperayuayue/PiDeck1k—~1.4kAutomated safety check: PassMIT

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Works with

Questions about Geo Analyzer

What does Geo Analyzer do?

GEO(生成式引擎优化)品牌分析工具。自动向豆包、Kimi、DeepSeek 三个 AI 搜索引擎提问,分析品牌在 AI 回答中的出现率、情绪、信源引用、竞品对比,生成交互式 HTML 报告。当用户需要分析品牌在 AI 搜索引擎中的表现、GEO 优化、AI 搜索品牌监测、品牌 AI 可见度分析时使用。触发词:GEO分析、品牌AI搜索分析、AI搜索引擎优化、品牌可见度、GEO、geo…. Geo Analyzer is an agent skill from redfox-data/redfox-community.

How do I install Geo Analyzer in Claude Code?

Run `npx skills add redfox-data/redfox-community --skill geo-analyzer -a claude-code`. Or copy the skill folder (skills/geo-analyzer in redfox-data/redfox-community) into .claude/skills/geo-analyzer in your project. Claude Code loads it when a task matches its description.

How do I install Geo Analyzer in Codex?

Run `npx skills add redfox-data/redfox-community --skill geo-analyzer -a codex`. Or copy the skill folder (skills/geo-analyzer in redfox-data/redfox-community) into .agents/skills/geo-analyzer in your project. Codex loads it when a task matches its description.

Can I use Geo Analyzer 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 redfox-data/redfox-community --skill geo-analyzer -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-analyzer, .gemini/skills/geo-analyzer, .github/skills/geo-analyzer and .opencode/skills/geo-analyzer in your project.

What does Geo Analyzer need to run?

Going by SKILL.md and its folder, Geo Analyzer needs Python for the scripts in its folder, the command-line tools its instructions call (python3 and pip3) and credentials named REDFOX_API_KEY. Our summary lists: Python 3; A credential in REDFOX_API_KEY.

Does Geo Analyzer access the network?

SKILL.md names 1 domain. As links in the text: redfox.hk. This is read from the text; nothing was executed.

Is Geo Analyzer 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Geo Analyzer use?

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

How many tokens does Geo Analyzer use?

About 1.7k tokens (SKILL.md is roughly 6.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.3k tokens, read only when the agent opens those files.

What are the alternatives to Geo Analyzer?

Skills that share tags, products or a category with Geo Analyzer: AI Model Nodejs (TencentCloudBase/CloudBase-AI-Toolkit, 1.1k stars), SGLang Model Day-0 Support (BBuf/AI-Infra-Auto-Driven-SKILLS, 900 stars), Geo (liangdabiao/GEO-Content-Optimizer-Skill, 200 stars) and Bridgic LLMs (bitsky-tech/bridgic, 155 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Geo Analyzer?

redfox-data (a GitHub user) maintains it in redfox-data/redfox-community, which has 425 GitHub stars. The repository holds 123 skills in this directory. The repository was last updated on September 29, 2026.

Source: redfox-data/redfox-community on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.