agent-readiness-scan
Use when a client audit, GEO/AI-visibility snapshot, or remediation re-scan needs the Cloudflare agent-readiness score from…
Measure whether AI engines actually recommend a business when buyers ask. Runs the free live scan at areyoufoundbyai.com (no auth, ~60s), reads the verdict and the rivals AI names instead, hands back the fix plan, and wires monitored sites into a fix-and-re-measure loop over MCP.
Claude Code
$ npx -y skills add techhorizonlabs/thl-open --skill found-by-ai --agent claude-code
Codex
$ npx skills add techhorizonlabs/thl-open --skill found-by-ai -a codex -y
Cursor
$ npx skills add techhorizonlabs/thl-open --skill found-by-ai -a cursor -y
Gemini CLI
$ npx skills add techhorizonlabs/thl-open --skill found-by-ai -a gemini-cli -y
GitHub Copilot
$ npx skills add techhorizonlabs/thl-open --skill found-by-ai -a github-copilot -y
OpenCode
$ npx skills add techhorizonlabs/thl-open --skill found-by-ai -a opencode -y
Windsurf
$ npx skills add techhorizonlabs/thl-open --skill found-by-ai -a windsurf -y
name: found-by-ai description: Measure whether AI engines actually recommend a business when buyers ask. Runs the free live scan at areyoufoundbyai.com (no auth, ~60s), reads the verdict and the rivals AI names instead, hands back the fix plan, and wires monitored sites into a fix-and-re-measure loop over MCP. metadata: version: 1.1.0 origin: the live agent surface at areyoufoundbyai.com/.well-known/agent-skills, packaged for npx skills
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.
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.**
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.
The `visibility` number is not a percentage of AI recommendations and cannot be converted into a named share. Being named in the answer prose counts in full toward it; a result recorded only as a list entry, citation or source title counts half. AI Readiness is built from five site signals (citability, E-E-A-T, technical, schema and platform). Footprint sits beside it and covers the business's off-site presence. Method: <https://areyoufoundbyai.com/framework>
These two endpoints use the x402 payment protocol (USDC on Base). A request without an `X-PAYMENT` header returns HTTP 402 with the payment requirements. Tell the user before you pay for anything.
POST https://areyoufoundbyai.com/api/agent/scan GET https://areyoufoundbyai.com/api/agent/sov?kw=<category>
`/api/agent/scan` is the same scan, paid per call with no account or API key. `/api/agent/sov` returns the brands and source domains real ChatGPT answers mention and cite most for that category.
Every monitored site, on the Free plan as well as Pro, has a token that opens an MCP server (shown in the console) so an agent can read its measurements mid-conversation. Anyone can try the public demo first, which is our own live monitor of areyoufoundbyai.com:
claude mcp add --transport http found-by-ai https://areyoufoundbyai.com/mcp/demo
For a real monitor, send the token as `Authorization: Bearer <token>` (or `x-api-key`) to `https://areyoufoundbyai.com/mcp`; the path form `/mcp/<token>` also works. The demo lists twenty tools (nineteen read tools and one action), covering current scores with trend, question-by-question history, the verbatim answers, the rivals AI names and share of voice against them, the priority fix plan, the sources engines actually cite, and a capped re-measure it can trigger (`request_rescan`). A customer's own token lists more, including saved-only reads of the scan allowance, the weekly brief and the grants source check, the shared token balance (`get_token_balance`) and saved client reports; the full list is at <https://github.com/techhorizonlabs/areyoufoundbyai-docs/blob/main/mcp/tools.mdx>. On a subscription that keeps its earlier terms, `request_rescan` allows 5 per rolling 7 days. On a token account it queues nothing and asks for the token price to be confirmed in the workspace: never spend a customer's tokens without showing them the price and getting a yes. The working recipe for fix, deploy, re-measure, repeat, with a human approving every change, is at <https://areyoufoundbyai.com/guides/ai-loop> (agent-readable version at `/guides/ai-loop/skill.md`).
Turn a client website into an AI-readiness audit, a ranked fix plan and a branded report. Open agent skills and reporting tools from Tech Horizon Labs. Start in Claude Code, or use a compatible agent that reads SKILL.md files.
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