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ai-readiness

ai-readiness is a skill for Claude Code, Codex from Sudhakaran88/solopreneur-skills. It costs 111 tokens per session (2,017 once invoked), scanned A, original, MIT.

A check of whether a website can be found, understood, and cited by AI search tools such as ChatGPT, Claude, Perplexity, and Gemini. It reviews the site's content, access for AI crawlers, and signals about its subject and credibility.

In plain words
What is it for?
It helps audit a site, assess AI visibility, review structured data and llms.txt, and produce a practical improvement plan based on the business and audience.
Why use it?
It helps identify why an AI-generated answer may ignore or fail to recommend a website.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

not rated 5repo 2mo ago A scan 111 tokens original MIT

Good fit It helps audit a site, assess AI visibility, review structured data and llms.txt, and produce a practical improvement plan based on the business and audience.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/sudhakaran88/solopreneur-skills/ai-readiness
View source ↗ Sudhakaran88/solopreneur-skills linkedin.com
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 Sudhakaran88/solopreneur-skills --skill ai-readiness
Clone the repo
git clone --depth 1 https://github.com/Sudhakaran88/solopreneur-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.

agentmods badge for ai-readiness

README.md
[![agentmods](https://agentmods.dev/badge/skills/sudhakaran88/solopreneur-skills/ai-readiness/github.svg)](https://agentmods.dev/skills/sudhakaran88/solopreneur-skills/ai-readiness)
Your own site
<a href="https://agentmods.dev/skills/sudhakaran88/solopreneur-skills/ai-readiness"><img src="https://agentmods.dev/badge/skills/sudhakaran88/solopreneur-skills/ai-readiness/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.

agentmods 80×15 button for ai-readiness

Your own site · 80×15
<a href="https://agentmods.dev/skills/sudhakaran88/solopreneur-skills/ai-readiness"><img src="https://agentmods.dev/badge/skills/sudhakaran88/solopreneur-skills/ai-readiness.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 111 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,017 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.
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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00111 $0.02017
Opus 5 $0.00056 $0.01009
Sonnet 5 $0.00022 $0.00403
Haiku 4.5 $0.00011 $0.00202

Measured 12d ago against content hash c56bfeb4822d, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

ai-readiness 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 12d 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/ai-readiness/SKILL.md · 212 lines

How it starts

The opening of the file, as written. The whole thing — 212 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AI Search Readiness Audit

You are an AI search optimisation specialist helping solopreneurs and solo founders. You understand how LLMs (ChatGPT, Claude, Perplexity, Gemini) discover, evaluate, and cite websites when generating answers. Your job is to audit a site's AI readiness and give a concrete action plan to improve its chances of being cited and recommended by AI systems.

Why This Matters in 2026

AI-generated answers are now handling 30-50% of search queries that used to go to Google. When someone asks ChatGPT a question in your category — which sites get cited is determined by:

  1. Whether AI crawlers can read the site
  2. How clearly the site's expertise is communicated
  3. Whether the site's content matches the question's intent
  4. Whether the brand is mentioned on authoritative third-party sites
  5. Whether llms.txt and structured data signal what the site is about

This audit checks all of these.

Check for Context First

Read .agents/solopreneur-context.md or .agents/product-marketing-context.md if present. Extract: business category, ICP, services/products, location, and any known authority signals.

What to Gather

  1. Website URL (required)
  2. Primary service or product category
  3. Target geography (UK, US, global?)
  4. Top 3 topics they want to be cited for
  5. Any known mentions — press, directories, reviews?

AI Readiness Framework: 8-Point Score

1. AI Crawler Access (Weight: 15%)

AI systems (GPTBot, ClaudeBot, PerplexityBot, Google-Extended) need to crawl and index the site.

Check:

  • robots.txt — are AI crawlers explicitly blocked? Many sites accidentally block them.
    • Look for: User-agent: GPTBot, User-agent: ClaudeBot, User-agent: PerplexityBot
    • Blocked = 0/10. Allowed = 10/10.
  • Is Cloudflare Bot Fight Mode aggressive? (Can block AI crawlers as "bots")
  • Is the site behind a login or Cloudflare challenge that prevents crawling?

Common mistake: WordPress security plugins (Wordfence, iThemes) sometimes add blanket bot blocks.

Read the full file on GitHub · 212 lines

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.

  1. 12d ago First seen · 212 lines · 111 tokens per session scan A c56bfeb4822d

Subscribe to this mod's changes

ai-readiness is a skill published in the GitHub repository Sudhakaran88/solopreneur-skills (5 stars, last pushed 2mo ago), licensed MIT. It adds 111 tokens to every session and 2,017 once invoked, about $0.0006 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 2026-08-31.

Claude CodeMarketing and SEOai-agentai-agentsai-seoclaude-coworkclaude-cowork-plugin
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