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Ai Visibility
by
sharozdawa
· GitHub ↗
· v1.0.0
· MIT-0
108
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0
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0
Active Installs
1
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Install in OpenClaw
/install ai-visibility
Description
Track and analyze brand visibility across AI platforms (ChatGPT, Perplexity, Claude, Gemini). Check mention rates, sentiment, competitors, and get improvemen...
README (SKILL.md)
AI Visibility Tracker
Track how visible a brand is across ChatGPT, Perplexity, Claude, and Gemini.
Platforms Tracked
| Platform | Company | Base Mention Rate | Sourcing |
|---|---|---|---|
| ChatGPT | OpenAI | ~55% | Training data + web browsing |
| Perplexity | Perplexity AI | ~65% | Real-time web search + citations |
| Claude | Anthropic | ~50% | Training data, conservative |
| Gemini | ~60% | Google Knowledge Graph + Search |
Capabilities
- Check Brand Visibility — Run comprehensive check across all 4 platforms with 5 queries each
- Check Single Query — Test a specific question on a specific platform
- Get Visibility Score — Quick 0-100 score with tier rating
- Compare Brands — Side-by-side comparison of 2-10 brands
- Get Recommendations — Actionable improvement suggestions prioritized by impact
- List Platforms — Platform details and how each sources information
Score Tiers
| Score | Tier | Meaning |
|---|---|---|
| 80-100 | Excellent | Strong presence, focus on maintaining |
| 60-79 | Good | Visible but room to improve |
| 40-59 | Moderate | Appears in some responses, optimization needed |
| 20-39 | Low | Limited visibility, strategy needed |
| 0-19 | Very Low | Rarely mentioned, immediate action needed |
Metrics
- Mention Rate — % of queries where brand is mentioned (higher = better)
- Position — Where brand appears in response (1 = first, lower = better)
- Sentiment — Positive / neutral / negative tone
- Competitors — Other brands mentioned in same responses
Usage Guidance
This skill reads like a feature description, not an executable integration. Before installing, ask the author to: (1) provide concrete runtime details: which APIs or endpoints will be queried for each platform, required auth types, and exact query behavior; (2) declare required environment variables (API keys/tokens) and how they will be stored/used; (3) explain whether the skill will perform web scraping or use built-in browsing and how it handles rate limits, citations, and PII; (4) provide a minimal install or code implementation (or link to a reputable repo) so you can review network calls. If you proceed without these clarifications, consider disabling autonomous invocation (require manual approval) and test in a sandbox account to avoid accidental credential or data exposure.
Capability Analysis
Type: OpenClaw Skill
Name: ai-visibility
Version: 1.0.0
The skill bundle contains only metadata and documentation (SKILL.md) for a brand visibility tracking tool. It describes features for analyzing brand mentions across AI platforms like ChatGPT and Gemini without any executable code, suspicious network requests, or malicious instructions.
Capability Assessment
Purpose & Capability
The skill promises cross-platform tracking (ChatGPT, Perplexity, Claude, Gemini) and concrete features (mention rates, sentiment, comparisons) but the package includes no code, no install, and no required credentials. Accessing those platforms in a reliable way normally requires APIs/keys or explicit scraping instructions; the skill provides neither, so the claimed capabilities are not justified by the declared requirements.
Instruction Scope
SKILL.md is a high-level spec (what the skill should do) rather than concrete runtime instructions. It does not specify how to query each platform, what queries to run, how to authenticate, or how to handle rate limits and citations. This vagueness could lead an agent to take broad actions (web scraping, unauthenticated probing, or using third-party web browsing) that exceed what a user expects.
Install Mechanism
No install spec and no code files are present, which reduces immediate filesystem or supply-chain risk. However, absence of an install mechanism is also why the skill lacks concrete integration details.
Credentials
The skill requests no environment variables or credentials, which on the surface is least-privileged — but is also unrealistic for the stated integrations. Legitimate cross-platform tracking would normally require API keys or service credentials for one or more platforms; the lack of declared credentials suggests the skill is incomplete or will rely on ad-hoc network actions.
Persistence & Privilege
The skill is not always-enabled and does not request elevated persistence. Model invocation is allowed (the platform default), which is expected for skills. Nothing indicates it modifies other skills or system-wide settings.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install ai-visibility - After installation, invoke the skill by name or use
/ai-visibility - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
ai-visibility 1.0.0
- Initial release of the AI Visibility Tracker skill.
- Track and analyze brand visibility across ChatGPT, Perplexity, Claude, and Gemini.
- Features include mention rates, sentiment analysis, competitive benchmarking, and visibility scoring.
- Provides actionable recommendations for improving brand presence on AI platforms.
Metadata
Frequently Asked Questions
What is Ai Visibility?
Track and analyze brand visibility across AI platforms (ChatGPT, Perplexity, Claude, Gemini). Check mention rates, sentiment, competitors, and get improvemen... It is an AI Agent Skill for Claude Code / OpenClaw, with 108 downloads so far.
How do I install Ai Visibility?
Run "/install ai-visibility" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Ai Visibility free?
Yes, Ai Visibility is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Ai Visibility support?
Ai Visibility is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Ai Visibility?
It is built and maintained by sharozdawa (@sharozdawa); the current version is v1.0.0.
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