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.
npx skills add Sudhakaran88/solopreneur-skills --skill ai-readinessgit clone --depth 1 https://github.com/Sudhakaran88/solopreneur-skillsWrote 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.
[](https://agentmods.dev/skills/sudhakaran88/solopreneur-skills/ai-readiness)<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.
<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>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 | $0.00111 | $0.02017 |
| Opus 5.5 | $0.00044 | $0.00807 |
| Sonnet 5.5 | $0.00022 | $0.00403 |
| Haiku 4.5 | $0.00011 | $0.00202 |
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 2mo 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.
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:
- Whether AI crawlers can read the site
- How clearly the site's expertise is communicated
- Whether the site's content matches the question's intent
- Whether the brand is mentioned on authoritative third-party sites
- Whether
llms.txtand 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
- Website URL (required)
- Primary service or product category
- Target geography (UK, US, global?)
- Top 3 topics they want to be cited for
- 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.
- Look for:
- 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.
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.
- 2mo ago First seen · 212 lines · 111 tokens per session scan A c56bfeb4822d
ai-readiness is a skill published in the GitHub repository Sudhakaran88/solopreneur-skills (7 stars, last pushed 4mo ago), licensed MIT. It adds 111 tokens to every session and 2,017 once invoked, about $0.0004 per session on Opus 5.5. 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.
ai-readiness compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| ai-readinessSudhakaran88/solopreneur-skills | Skill | 7 | 4mo ago | MIT | A | 111 | Claude Code, Codex |
| lintSkyfox-io/Memex | Skill | 17 | 4mo ago | MIT | A | 107 | Claude Code |
| session-endSkyfox-io/Memex | Skill | 17 | 4mo ago | MIT | A | 56 | Claude Code |
| upgradeSkyfox-io/Memex | Skill | 17 | 4mo ago | MIT | A | 58 | Claude Code |
| consolidateSkyfox-io/Memex | Skill | 17 | 4mo ago | MIT | A | 57 | Claude Code |
| reindexSkyfox-io/Memex | Skill | 17 | 4mo ago | MIT | A | 58 | Claude Code |
| session-startSkyfox-io/Memex | Skill | 17 | 4mo ago | MIT | A | 45 | Claude Code |