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Citation Audit
by
1477009639zw-blip
· GitHub ↗
· v1.0.0
· MIT-0
114
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0
Stars
2
Active Installs
1
Versions
Install in OpenClaw
/install citation-audit
Description
Analyzes how often a brand appears in AI search results (ChatGPT, Perplexity, Claude). Identifies citation gaps and content opportunities for GEO (Generative...
README (SKILL.md)
Citation Audit Service — GEO (Generative Engine Optimization)
In 2026, AI search is replacing Google. Is your brand being cited?
What I Deliver
AI Citation Report
- How often your brand appears in AI responses
- Which AI models cite you (ChatGPT, Perplexity, Claude, Gemini)
- Your share of voice vs competitors
- What questions trigger your citations
Gap Analysis
- Topics where you SHOULD be cited but aren't
- Content gaps your competitors fill that you miss
- Recommended content to close the gaps
Actionable Roadmap
- Top 10 content topics to create
- Questions to answer to get cited
- Entity optimization recommendations
Process
- Audit (Day 1): Run 100+ queries across AI platforms
- Analysis (Day 2): Compare brand vs 3 competitors
- Report (Day 3): Full GEO roadmap with priorities
Pricing
| Package | Queries | Competitors | Price |
|---|---|---|---|
| Starter | 50 | 1 | $500 |
| Growth | 200 | 3 | $1,500 |
| Enterprise | 500+ | 5+ | $3,000 |
Monthly Monitoring
- $200/month for ongoing citation tracking
- Alert when brand gets major citations
- Quarterly strategy updates
Built by Beta
Usage Guidance
This skill's goal (large-scale querying of ChatGPT/Perplexity/Claude/Gemini) normally requires API keys or web access, but the skill declares none — that's an inconsistency you should resolve before installing. Ask the publisher: (1) exactly how will queries be executed (APIs, scraping, or an agent browser tool)? (2) which credentials or tokens will the skill need, and where/how will they be stored? (3) what data is sent to external platforms and how long results are retained? (4) provide a privacy/security policy, an implementation README or code, and a verifiable homepage or publisher identity. Until you get clear answers, avoid supplying API keys, session cookies, or broad web-browsing privileges to this skill.
Capability Analysis
Type: OpenClaw Skill
Name: citation-audit
Version: 1.0.0
The skill bundle contains only metadata and a descriptive markdown file (SKILL.md) outlining a 'Citation Audit Service' for Generative Engine Optimization. There is no executable code, no shell commands, and no instructions that would lead to unauthorized actions, data exfiltration, or prompt injection.
Capability Assessment
Purpose & Capability
The declared purpose is to run 50–500+ queries across multiple AI platforms and produce comparative analysis. However, the manifest only requires python3 and declares no API keys, browser/web-scraping tools, or third-party credentials. Accessing ChatGPT/Claude/Perplexity/Gemini typically requires API keys or web access; the skill does not explain how these queries will be executed or what external access it needs.
Instruction Scope
SKILL.md specifies the high-level process (run 100+ queries, compare competitors, produce a report) but contains no runtime instructions for how to call the named AI platforms, how queries are constructed, where results are stored, or what user data is included in queries. The instructions do not request reading local files, but are vague enough to allow the agent to seek credentials or web access at runtime — that open-endedness increases risk.
Install Mechanism
This is an instruction-only skill with no install spec and no code files. That minimizes on-disk risk because nothing is downloaded or executed from external URLs by the skill itself.
Credentials
No environment variables or credentials are declared, yet the task normally requires access to multiple third-party APIs or a web-browsing capability. The absence of declared credentials is an incoherence: the skill will likely need API keys, session cookies, or a browser tool to function, but the manifest gives no indication which secrets it will request or why.
Persistence & Privilege
always is false and there is no indication the skill demands persistent system privileges or modifies other skills. Autonomous invocation is allowed (platform default) but that alone is not a red flag here.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install citation-audit - After installation, invoke the skill by name or use
/citation-audit - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of the citation-audit skill:
- Analyzes brand citation frequency across major AI platforms (ChatGPT, Perplexity, Claude, Gemini)
- Identifies citation gaps and content opportunities (GEO-focused)
- Provides actionable reports including share of voice, competitor comparison, and prioritized recommendations
- Offers tiered packages and monthly monitoring for ongoing citation tracking
Metadata
Frequently Asked Questions
What is Citation Audit?
Analyzes how often a brand appears in AI search results (ChatGPT, Perplexity, Claude). Identifies citation gaps and content opportunities for GEO (Generative... It is an AI Agent Skill for Claude Code / OpenClaw, with 114 downloads so far.
How do I install Citation Audit?
Run "/install citation-audit" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Citation Audit free?
Yes, Citation Audit is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Citation Audit support?
Citation Audit is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Citation Audit?
It is built and maintained by 1477009639zw-blip (@1477009639zw-blip); the current version is v1.0.0.
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