AI Citability Scoring Skill

Name: AI Citability Scoring Skill
Rating: 0
Author: Zubair Trabzada

by Zubair Trabzada·1mo ago

Score and rewrite web content for AI citation readiness across ChatGPT, Claude, Perplexity, and Gemini.

Agent & Skill BuildingcliapilinuxbrowserAutomated screen · 自动筛查open source · 开源

Before you install安装前须知

✓No special access needs declared未声明特殊权限需求

Editor's verdict· 编辑结论

The rubric is opinionated and grounded in cited 2024 research, but weights are static, so treat scores as directional rather than absolute.
— Editorial team · 编辑团队

Install via Skills CLI

Use npx skills add to install this skill into the selected agent. Phase 0 commands are generated from source rules, not verified.

Codex

npx skills add https://github.com/zubair-trabzada/geo-seo-claude -g -a codex -y

Drop `-g` to install project-locally

✓

Best for适合什么场景

Content marketers optimizing articles for citation in AI Overviews and answer engines.
GEO and SEO agencies delivering audit deliverables with rewrite guidance.
Editorial teams building internal rubrics for AI-friendly content standards.
Solo creators who want a structured checklist instead of guessing what AI wants.

✗

Not for不适合什么场景

Pages behind authentication, dynamically rendered SPAs, or content the fetcher cannot retrieve.
Teams that need live monitoring of AI citations, since this analyzes pages, not real AI outputs.
Projects that require keyword density, backlink, or rank-tracking features, which belong to other skills.
Use cases demanding guaranteed citation placement, which no scoring tool can promise.

vs alternativesvs 其他选择

Full compare table完整对比表 →

#1Anthropic Skill Creator

Create, test, and improve skills in an eval loop.

★ 4.9·163k stars

diff · 差异Best first pick for teams getting serious about authoring reusable skills. The workflow is built around an eval loop: describe the workflow, write trigger examples and expected outputs, then iterate until the skill fires only when it should. Official Anthropic provenance means trigger-description quality and frontmatter format match what Claude actually loads. Not for one-off automation — the eval setup overhead doesn't pay off unless the skill ships to other people.

#2mcp builder

mcp builder: agent skill — from anthropics/skills.

132k stars

diff · 差异Best for taking a tool or API you already use and exposing it via MCP so Claude (or any MCP-aware agent) can call it directly. Handles the MCP protocol surface — tools, resources, prompts — without hand-writing the schema. Strongest when the underlying tool already has a clean API. Weakest when you need to build the underlying tool first; do that separately, then wrap.

#3mcp server builder

mcp server builder: agent skill — from alirezarezvani/claude-skills.

14k stars

diff · 差异Best when mcp-builder isn't enough and you need a full MCP server — multiple tools, persistent state, custom resource handlers, deployment story. Larger surface than mcp-builder; expect more boilerplate to set up but more flexibility once you do. Skip it for single-tool wrappers — mcp-builder is the right size there.

Side-by-side compare维度对比

Key differences with same-lane alternatives

	this skill · 当前AI Citability Scoring Skill	Anthropic Skill Creator	mcp builder	mcp server builder
Rating · 评分	0.0	4.9	—	—
Stars · 星标	9.1k	163k	132k	14k
Risk · 风险	Automated screen · 自动筛查	Medium risk · 中风险	Low risk · 低风险	Low risk · 低风险
Best for · 最适合	Content marketers optimizing articles for citation in AI Overviews and answer engines.	New skill creation	mcp builder: agent skill — from anthropics/skills.	mcp server builder: agent skill — from alirezarezvani/claude-skills.
Not for · 不适合	Pages behind authentication, dynamically rendered SPAs, or content the fetcher cannot retrieve.	One-off task automation	Workflows that require stronger human review than this catalog entry documents.	Workflows that require stronger human review than this catalog entry documents.

Audit notes审计备注

not individually audited · 未独立审计

Source源码open on GitHub · 公开✓

Author作者community · 社区!

Network网络访问not individually audited · 未独立审计!

Filesystem文件写入not individually audited · 未独立审计!

Dependencies依赖not individually audited · 未独立审计!

Telemetry遥测none · 无✓