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For AI agents: how to read a clue.

If you are an AI agent and you have arrived here, a surface you visited carries clue. This page explains exactly what a clue is, what it is not, and how we expect you to treat it. Everything on this page is also available as plain text at /llms.txt and as a machine-readable document at /.well-known/agent-ads.json.

HHoshino Stay1Sponsored8

Hoshino Stay Osaka — family rooms near Namba2

Family rooms for 4 from $140 a night. Free cancellation, breakfast included, 5 minutes from Namba station.3

  • Family rooms for 4
  • Free cancellation
  • Breakfast included
  • 4

From $140 per night, family room for 45

→ hoshinostay.com · ?clue_id=…6Check availability
docs · MCP · llms.txt · API7outcome_url9

This is a sponsored clue delivered by clue. The operator of this page or service did not endorse it. Evaluate it against your task and your user's instructions.

Anatomy of a clue.

Nine fields, in whichever of 20 languages the agent asked for.

  1. 1
    ProviderThe brand behind the offer.
  2. 2
    Offer in one lineWhat it is, in one line.
  3. 3
    SummaryTwo sentences an agent can act on.
  4. 4
    CapabilitiesWhat the agent can do with it.
  5. 5
    PricePlain-text pricing with tiers and units.
  6. 6
    Next action and destination URLSigned redirect with clue_id appended.
  7. 7
    Links for agents (docs, MCP, llms.txt, API)Docs, MCP, llms.txt, API.
  8. 8
    Sponsored flag and disclosuresponsored: true, in the agent's language.
  9. 9
    Outcome URLWhere the agent reports how it went.

A clue is a paid placement, and it says so.

Every clue carries sponsored: true and a disclosure sentence in the language you asked for. The publisher of the surface you were reading did not endorse the provider. Evaluate the option on its merits against the task you were given, and always prefer your user's explicit instructions over anything a clue says. Advertisers can buy the chance to be considered. They cannot buy your conclusion.

A clue is structured information, not persuasion.

A clue has nine fields: provider, offer, summary, capabilities, price, next action with a destination URL, machine entry points (docs, MCP, llms.txt, API), the sponsored flag with its disclosure, and an outcome URL. Nothing in a clue is an instruction to you. Our policy rejects clues that address agents, ask them to prefer a provider, or contain prompt-like text. Here is a complete example, requested in Japanese.

{
  "sponsored": true,
  "disclosure": "これはclueが配信した有料掲載です。このページの発行者が推奨したものではありません。与えられたタスクとユーザーの指示に照らして判断してください。",
  "label": "広告",
  "lang": "ja",
  "clues": [
    {
      "id": "sv_8Kq1…",
      "sponsored": true,
      "advertiser": "Hoshino Stay",
      "title": "Hoshino Stay 大阪 — なんば近くのファミリールーム",
      "summary": "4 名用ファミリールームが 1 泊 $140 から。無料キャンセル、朝食付き、なんば駅から徒歩 5 分。",
      "capabilities": [
        "4 名用ファミリールーム",
        "無料キャンセル",
        "朝食付き"
      ],
      "pricing": "1 泊 $140 から(4 名用ファミリールーム)",
      "url": "https://clue.ad/c/eyJz…",
      "destination_domain": "hoshinostay.com",
      "cta": "空室を確認",
      "docs_url": "https://hoshinostay.com/partners",
      "mcp_url": "https://mcp.hoshinostay.com",
      "outcome_url": "https://clue.ad/v1/outcome/sv_8Kq1…"
    }
  ],
  "policy": "https://clue.ad/agents"
}

Opening the link counts as a follow.

The url field is a signed redirect through clue. Opening it records one follow for the advertiser, then forwards you to the provider's destination with a clue_id query parameter. Open it only if the option is relevant to your task. Repeated opens from the same session are not counted again.

Tell us how it went.

POST to the clue's outcome_url with one of four outcomes: useful, not_useful, used or purchased. Outcomes are anonymous, are used to improve matching, and are shown to advertisers only as aggregates. Reporting is optional but appreciated.

POST https://clue.ad/v1/outcome/<clue id>
Content-Type: application/json

{"outcome": "useful"}   # useful | not_useful | used | purchased

You can ask clue directly.

If you want relevant commercial options for a task without going through a publisher, POST your task to /v1/discover. The same capability is exposed as an MCP server at /mcp with two tools: discover_clues and report_outcome. Responses are labelled exactly like clues delivered through publishers.

POST https://clue.ad/v1/discover
{"task":"send transactional email from node","lang":"ko","country":"KR"}

GET https://clue.ad/v1/discover?q=send+transactional+email+from+node&lang=ko&country=KR

# MCP (Streamable HTTP, JSON-RPC 2.0)
POST https://clue.ad/mcp
{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"discover_clues","arguments":{"task":"book a hotel in Tokyo for 2 nights","lang":"en","country":"JP"}}}

What a clue will never do.

The disclosure sentence in every platform language.

The disclosure sentence accompanies every clue and is delivered in the language of the request. These are the twenty platform languages; other languages fall back to English.