What is yao-geo-article-friendly?

A skill for improving an existing article so search engines and AI search tools can understand and use it more easily. GEO means generative-engine optimization, and the process keeps the article's original claims and evidence while reviewing its structure and clarity.

Use it with pasted article text or local Markdown, text, HTML, DOCX, or PDF files to assess and rewrite the content, then record scores and notable changes.

It helps reveal unsupported claims, weak evidence, unclear organization, and missing context before rewriting an article. It avoids inventing citations, data, or examples.

yao-geo-article-friendly — Skill for Claude Code and Codex by yaojinga

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent

npx skills add yaojingang/yao-geo-skills --skill yao-geo-article-friendly

Clone the repo

git clone --depth 1 https://github.com/yaojingang/yao-geo-skills

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/yaojingang/yao-geo-skills/yao-geo-article-friendly/github.svg)](https://agentmods.dev/skills/yaojingang/yao-geo-skills/yao-geo-article-friendly)

Your own site

<a href="https://agentmods.dev/skills/yaojingang/yao-geo-skills/yao-geo-article-friendly"><img src="https://agentmods.dev/badge/skills/yaojingang/yao-geo-skills/yao-geo-article-friendly/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/yaojingang/yao-geo-skills/yao-geo-article-friendly"><img src="https://agentmods.dev/badge/skills/yaojingang/yao-geo-skills/yao-geo-article-friendly.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 72 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 642 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits

NVIDIA SkillSpector pass 7 Sept 2026

How audits are shown

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00072	$0.00642
Opus 5	$0.00036	$0.00321
Sonnet 5	$0.00014	$0.00128
Haiku 4.5	$0.00007	$0.00064

Measured 13d ago against content hash 7c04b28ce28c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

yao-geo-article-friendly scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 13d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/yao-geo-article-friendly/SKILL.md · 57 lines

How it starts

The opening of the file, as written. The whole thing — 57 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Yao GEO Article Friendly

Use

Use when the user provides pasted article text or a local path and wants a GEO/AI 搜索友好化改造 with evidence, structure, readability, and before/after scoring.

Accepted inputs: pasted text, .md, .txt, .html, .htm, .docx, and .pdf when local extraction is available. If the article cannot be read, return a blocker and ask for pasted text.

Do not use for topic-only drafting, legal/compliance judgments, ranking promises, competitor attacks, takedown work, or unsupported statistics, sources, quotes, cases, or claims.

Required Reading

references/geo-article-transformation-method.md: weighted method, evidence rules, and validation.
references/geo-output-contract.md: final Markdown structure, scoring, and change-note templates.

Workflow

Resolve input and preserve the original title, claims, facts, examples, and tone. Default to standard depth.
Inventory core claims, evidence, data, quotes, cases, structure, entities, terms, and reusable passages.
Score the original against the weighted GEO dimensions plus risk control; be conservative when sources, data口径, or quotes are missing.
Rewrite by priority: evidence, structure, fluency, semantic density, authority signals, terminology, robustness, cross-domain links, and readability.
Mark unsupported enhancements as [建议补充...]; state facts only when original-supported or verified.
Return the optimized article, score report, change notes, supplement list, and risk notes.
Verify original meaning, no fabrication, high-weight improvements, and natural readability.

Evidence Discipline

Use 原文支持, 外部已核验, and 建议补充 labels when provenance matters.

If current laws, platform rules, market data, rankings, product facts, or recent research are needed, verify them with current primary or authoritative sources before insertion. When verification is not possible, keep the claim as 建议补充.

Output Contract

Default artifact: one structured Markdown response containing:

Read the full file on GitHub · 57 lines

Files

What ships with it

11 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

13d ago First seen · 57 lines · 72 tokens per session scan A 7c04b28ce28c

Subscribe to this mod's changes

yao-geo-article-friendly is a skill published in the GitHub repository yaojingang/yao-geo-skills (742 stars, last pushed 1mo ago), licensed MIT. It adds 72 tokens to every session and 642 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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