← 返回 Skills 市场
496
总下载
0
收藏
0
当前安装
1
版本数
在 OpenClaw 中安装
/install geo-tracker
功能描述
Track and optimize brand visibility across AI search engines (ChatGPT, Perplexity, Gemini, Google AI Overview, Claude). Use when monitoring brand mentions in...
使用说明 (SKILL.md)
GEO Tracker
Track how AI engines mention (or ignore) a brand. Query multiple AI-powered search engines, extract brand mentions, score visibility, and generate actionable optimization reports.
Quick Start
Single Query Check
python3 scripts/geo_query.py --brand "EZsite.ai" --query "best AI website builder" --engines chatgpt,perplexity,gemini
Full Audit (batch prompts)
python3 scripts/geo_audit.py --brand "EZsite.ai" --prompts references/prompts.txt --engines all --output report.md
Competitor Comparison
python3 scripts/geo_query.py --brand "EZsite.ai" --competitors "Wix,Squarespace,Framer" --query "best website builder for small business"
Dependencies
Install required Python packages (one-time):
pip3 install openai anthropic google-generativeai
Or create a virtual environment:
python3 -m venv venv
source venv/bin/activate
pip install openai anthropic google-generativeai
Set API keys as environment variables:
export OPENAI_API_KEY="sk-..."
export PERPLEXITY_API_KEY="..."
export GOOGLE_API_KEY="..."
export ANTHROPIC_API_KEY="sk-ant-..."
How It Works
- Takes a brand name + search prompts
- Queries AI engines via their APIs or web interfaces
- Extracts: mentions, citations, sentiment, positioning
- Scores visibility (0-100) per engine and overall
- Generates optimization recommendations
Engines Supported
| Engine | Method | API Key Env Var |
|---|---|---|
| ChatGPT | OpenAI API | OPENAI_API_KEY |
| Perplexity | Perplexity API | PERPLEXITY_API_KEY |
| Gemini | Google AI API | GOOGLE_API_KEY |
| Claude | Anthropic API | ANTHROPIC_API_KEY |
| Google AI Overview | web_search tool | (none) |
At minimum, configure one API key. More engines = better coverage.
Visibility Score
- 0-20: Invisible — AI doesn't know the brand
- 21-40: Low — occasional mentions, not recommended
- 41-60: Moderate — mentioned but not top choice
- 61-80: Strong — frequently cited/recommended
- 81-100: Dominant — top recommendation across engines
Output Format
Reports include:
- Per-engine mention count and context
- Visibility score breakdown
- Competitor comparison matrix
- Top optimization recommendations
- Source prompts that triggered (or missed) mentions
Prompt Library
Edit references/prompts.txt — one prompt per line. These are the queries sent to AI engines.
Example prompts for a website builder brand:
best AI website builder
how to build a website without coding
website builder comparison 2025
best website builder for small business
AI-powered web design tools
Optimization Tips Reference
See references/geo-optimization.md for content optimization strategies to improve AI visibility.
Scheduling
Use OpenClaw cron to run daily/weekly audits:
Schedule a daily GEO audit for EZsite.ai at 9am
The agent will run the audit and report findings.
安全使用建议
This skill's scripts do what the description says, but the registry metadata fails to list the API keys the code actually requires — treat that as a red flag. Before installing: (1) view and review the included scripts (you already have them) and verify you understand the network calls; (2) do not provide production API keys immediately — test with limited-privilege or dummy keys and run in an isolated virtual environment; (3) be aware that supplying provider keys lets the tool make API calls that may incur charges and reveal usage to those providers; (4) confirm the skill's source/provenance (there's no homepage and the owner ID is opaque); and (5) if you plan to run scheduled audits, ensure the scheduling agent runs in a controlled environment with appropriate network and billing limits. If the registry metadata is later corrected to declare the required env vars, the coherence concerns would be resolved.
功能分析
Type: OpenClaw Skill
Name: geo-tracker
Version: 1.0.0
The skill's primary function is to query AI APIs and generate reports based on user-provided prompts and brand names. It accesses API keys from environment variables and makes legitimate network calls to AI service endpoints. However, the `scripts/geo_audit.py` script writes an audit report to a user-specified file path (`--output`). This path is not sanitized, which could lead to a path traversal or arbitrary file overwrite vulnerability if a malicious path is supplied. This is a vulnerability due to lack of input sanitization, rather than clear malicious intent, thus classifying the skill as suspicious.
能力评估
Purpose & Capability
The skill claims to track brand visibility across multiple AI engines and the included Python scripts implement exactly that (OpenAI, Perplexity, Google Generative AI, Anthropic). However, the registry metadata lists no required environment variables or primary credential despite the SKILL.md and code requiring multiple API keys (OPENAI_API_KEY, PERPLEXITY_API_KEY, GOOGLE_API_KEY, ANTHROPIC_API_KEY). That metadata omission is incoherent and should be corrected; otherwise the skill's manifest understates what it needs.
Instruction Scope
SKILL.md gives concrete instructions to run the provided scripts, set API keys, and schedule audits. The runtime instructions do not request unrelated filesystem reads or other credentials beyond the provider API keys. One minor inconsistency: SKILL.md mentions a 'Google AI Overview' web_search tool, but the code implements only API calls (no explicit web scraping/web_search implementation for a separate 'Google AI Overview').
Install Mechanism
This is instruction-only with Python scripts and a standard pip dependency list (openai, anthropic, google-generativeai). There is no download-from-URL or archive extraction; installing Python packages via pip is expected for this use case.
Credentials
The skill legitimately needs API keys for each engine it queries, so multiple secret-like env vars are reasonable. The problem is the published registry metadata declares no required env vars while SKILL.md and the code expect several sensitive keys. This mismatch could mislead users into installing without preparing credentials. Also, supplying provider API keys gives the code the ability to query those services (and incur billing), so users should use limited-scope or test keys where possible.
Persistence & Privilege
The skill does not request 'always: true', does not modify other skills or system-wide configuration, and only writes a report file when the user requests an output path. It uses normal agent invocation semantics and does not demand elevated or persistent platform privileges.
如何使用
- 确保已安装 OpenClaw（本地或 Docker 部署）
- 在对话框中输入安装命令：
/install geo-tracker - 安装完成后，直接呼叫该 Skill 的名称或使用
/geo-tracker触发 - 根据 Skill 的参数说明提供必要输入，即可获得结构化输出
版本历史
v1.0.0
Initial release: track brand visibility across ChatGPT, Perplexity, Gemini, Claude
元数据
常见问题
GEO Tracker 是什么？
Track and optimize brand visibility across AI search engines (ChatGPT, Perplexity, Gemini, Google AI Overview, Claude). Use when monitoring brand mentions in... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 496 次。
如何安装 GEO Tracker？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install geo-tracker」即可一键安装，无需额外配置。
GEO Tracker 是免费的吗？
是的，GEO Tracker 完全免费（开源免费），可自由下载、安装和使用。
GEO Tracker 支持哪些平台？
GEO Tracker 跨平台运行，可在任意部署了 OpenClaw / Claude Code 的环境中使用（cross-platform）。
谁开发了 GEO Tracker？
由 X-RayLuan（@x-rayluan）开发并维护，当前版本 v1.0.0。
推荐 Skills