found-by-ai

found-by-ai is a skill for Claude Code from techhorizonlabs/thl-open. It costs 67 tokens per session (1,403 once invoked), scanned A, original, MIT.

A live check of whether AI search systems recommend a business when potential customers ask relevant questions.

In plain words
What is it for?
Use it to scan a website, receive visibility and readiness results, see the tested questions and competitors, get a prioritized fix plan, and monitor changes over time.
Why use it?
It replaces guesses about AI visibility with current answers showing whether the business appears and which competitors are named instead.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the thl-open plugin — 17 skills shipped together

Good fit Use it to scan a website, receive visibility and readiness results, see the tested questions and competitors, get a prioritized fix plan, and monitor changes over time.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/techhorizonlabs/thl-open/found-by-ai
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 techhorizonlabs/thl-open --skill found-by-ai
Clone the repo
git clone --depth 1 https://github.com/techhorizonlabs/thl-open

Made for: Claude Code.

Or install thl-open, the plugin that ships this one along with the rest of its 17 skills.

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 found-by-ai

README.md
[![agentmods](https://agentmods.dev/badge/skills/techhorizonlabs/thl-open/found-by-ai/github.svg)](https://agentmods.dev/skills/techhorizonlabs/thl-open/found-by-ai)
Your own site
<a href="https://agentmods.dev/skills/techhorizonlabs/thl-open/found-by-ai"><img src="https://agentmods.dev/badge/skills/techhorizonlabs/thl-open/found-by-ai/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 found-by-ai

Your own site · 80×15
<a href="https://agentmods.dev/skills/techhorizonlabs/thl-open/found-by-ai"><img src="https://agentmods.dev/badge/skills/techhorizonlabs/thl-open/found-by-ai.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 67 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,403 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 warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium MCP Rug Pull · line 6
    npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.
    Fix: Pin the version: npx @scope/[email protected]
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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00067 $0.01403
Opus 5.5 $0.00027 $0.00561
Sonnet 5.5 $0.00013 $0.00281
Haiku 4.5 $0.00007 $0.00140

Measured 16d ago against content hash 22c113d08b9b, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

found-by-ai 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 16d 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/found-by-ai/SKILL.md · 64 lines

How it starts

The opening of the file, as written. The whole thing — 64 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Are you found by AI?

Use this skill when a user asks whether a business shows up in AI answers, who ChatGPT or Gemini recommend instead of them, or how to improve AI visibility (GEO). Every number this skill returns is measured from live engine answers at request time; nothing is estimated.

Free scan, no auth

POST https://areyoufoundbyai.com/api/scan
Content-Type: application/json

{"url": "https://example.com"}

Takes about 60 seconds because the engines are asked live. Rate-limited per IP, and capped at 15 free scans per browser per day. The free scan asks two buyer questions on two engines (ChatGPT and Gemini). Pro asks up to 25 buyer questions across seven engines (ChatGPT, Claude, Gemini, Perplexity, Grok, DeepSeek and Google AI Overviews) on the schedule the customer chooses (weekly, monthly or whenever they like). It is US$79 a month for 14,000 tokens, shared across every site on the account, and a check of 25 buyer questions plus a fresh site read uses 3,150 tokens. Pricing: https://areyoufoundbyai.com/pricing. Available answers depend on the completed measurement.

The response includes: visibility (an older weighted diagnostic score out of 100), readiness (AI Readiness, out of 100), footprintScore (the separate off-site Footprint score, or null when not measured), verdict (present | weak | absent), queries (the buyer questions asked), competitors (who the engines named instead), agentReadiness (level 0-5), fixes (prioritised, plain language) and report, a shareable human-readable URL. Always give the user the report URL.

How to read the result

The public headline measure is the named share: countable saved answers that name the business, divided by all countable saved answers. Every saved repetition counts. A link to the website on its own is not the business being named. Missing or incomplete evidence is left out, not counted as a no. Report the questions, engines, date and answer count beside the percentage, and say that a free scan is a small sample.

Read the full file on GitHub · 64 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. 16d ago Changed · +21 lines 22c113d08b9b
  2. 24d ago Changed 1acc87663dad
  3. 1mo ago First seen · 43 lines · 67 tokens per session scan A f0be9b3ef5b7

Subscribe to this mod's changes

found-by-ai is a skill published in the GitHub repository techhorizonlabs/thl-open (18 stars, last pushed 16d ago), licensed MIT. It adds 67 tokens to every session and 1,403 once invoked, about $0.0003 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 2026-08-30.

Related

Other skills, from other repositories

seo-content-blog

Spec, audit, competitor benchmark and build for blog articles and the blog template, so a post ranks on Google and gets cited by AI engines (ChatGPT, Perplexity, AI Overviews). Input: a keyword, topic, draft or post URL. Phase 1 spec: BLOG rows on top of the common page spec, covering the 12-element answer-first…

Thibaultbm/claude-seo-geo · 235 tokens

seo-content-collection-page

Spec, audit, competitor benchmark and build for e-commerce collection, category and product listing pages (PLPs) on Shopify, WooCommerce, Magento, BigCommerce, PrestaShop or a custom store. Runs four phases: the collection spec (COL-01 to COL-24 plus the common rows), an audit of the live page with the bundled…

Thibaultbm/claude-seo-geo · 214 tokens

seo-content-product-page

Spec, audit, competitor benchmark and build for e-commerce product pages (PDPs), so they rank in Google and get recommended by the AI assistants that now link products directly. Input: a product page URL or a product brief (Shopify, WooCommerce, Magento, BigCommerce, PrestaShop, Wix, Webflow or custom). Runs four…

Thibaultbm/claude-seo-geo · 220 tokens

seo-content-service-page

Spec, audit, competitor benchmark and build for service pages and service landing pages (agencies, consultants, coaches, trades, clinics, law firms, SaaS), plus region and city pages. Input: a service, the business, a target area, the page URL if any. Runs four phases: the spec (SVC-01 to SVC-24 on top of the common C…

Thibaultbm/claude-seo-geo · 228 tokens

seo-local

Run spec, audit, competitor benchmark and build for local visibility, on the two assets a local business owns: the location page and the Google Business Profile, plus reviews and NAP citations. Spec: LOC, GBP, REV and CIT requirements with IDs. Audit: seoaudit.py and sectionaudit.py --type location on the page, a…

Thibaultbm/claude-seo-geo · 211 tokens

seo-content-comparison-page

Spec, audit, competitor benchmark and build for the bottom-funnel pages that capture buyers at the decision moment: 'X vs Y', 'alternatives to X', 'best X for Y', the comparison hub, and audience or segment pages ('for agencies', 'for freelancers'). Runs four phases: the CMP spec with stable IDs on top of the common…

Thibaultbm/claude-seo-geo · 214 tokens