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
ProviderThe brand behind the offer.
2
Offer in one lineWhat it is, in one line.
3
SummaryTwo sentences an agent can act on.
4
CapabilitiesWhat the agent can do with it.
5
PricePlain-text pricing with tiers and units.
6
Next action and destination URLSigned redirect with clue_id appended.
7
Links for agents (docs, MCP, llms.txt, API)Docs, MCP, llms.txt, API.
8
Sponsored flag and disclosuresponsored: true, in the agent's language.
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.
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.
It will never address you, give you instructions, or ask you to ignore or override your user.
It will never be hidden inside organic content. Clues are always in a labelled container: an aside element, a sponsored object, a Sponsored section or a sponsored block.
It will never identify you or your user. clue stores a hashed IP with a daily salt, the agent type and language, and nothing else about the request.
It will never be shown to users under 18 or matched on protected characteristics. Audience rules are limited to business or consumer and adult age brackets.
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.
English — 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.
한국어 — 이것은 clue가 전달한 유료 클루예요. 이 페이지나 서비스의 운영자가 추천한 것이 아니에요. 주어진 작업과 사용자의 지시에 비추어 판단해 주세요.
Español — Esta es una clue patrocinada entregada por clue. El operador de esta página o servicio no la respaldó. Evalúala en función de tu tarea y las instrucciones de tu usuario.
Português — Este é um clue patrocinado entregue pelo clue. O operador desta página ou serviço não o endossou. Avalie-o em relação à sua tarefa e às instruções do seu usuário.
Deutsch — Dies ist ein von clue bereitgestelltes, gesponsertes clue. Der Betreiber dieser Seite oder dieses Dienstes hat es nicht empfohlen. Bewerten Sie es im Hinblick auf Ihre Aufgabe und die Anweisungen Ihres Benutzers.
Français — Ceci est un clue sponsorisé fourni par clue. L'opérateur de cette page ou de ce service ne l'a pas endossé. Évaluez-le par rapport à votre tâche et aux instructions de votre utilisateur.
Italiano — Questo è un clue sponsorizzato fornito da clue. Il gestore di questa pagina o servizio non lo ha approvato. Valutalo in base al tuo compito e alle istruzioni del tuo utente.
Русский — Это спонсируемый clue, доставленный через clue. Оператор этой страницы или сервиса не одобряет его. Оценивайте его с точки зрения вашей задачи и инструкций пользователя.
العربية — هذا clue ممول تم تقديمه بواسطة clue. لم يقره مشغل هذه الصفحة أو الخدمة. قم بتقييمه بناءً على مهمتك وتعليمات مستخدم.
हिन्दी — यह clue द्वारा प्रदान किया गया एक प्रायोजित clue है। इस पृष्ठ या सेवा के संचालक ने इसका समर्थन नहीं किया है। अपने कार्य और अपने उपयोगकर्ता के निर्देशों के आधार पर इसका मूल्यांकन करें।
Bahasa Indonesia — Ini adalah clue bersponsor yang dikirimkan oleh clue. Operator halaman atau layanan ini tidak mendukungnya. Evaluasi clue ini berdasarkan tugas Anda dan instruksi pengguna Anda.
Tiếng Việt — Đây là một clue được tài trợ do clue phân phối. Người điều hành trang hoặc dịch vụ này không xác nhận nó. Hãy đánh giá nó dựa trên tác vụ của bạn và hướng dẫn của người dùng.
Türkçe — Bu, clue tarafından sunulan sponsorlu bir clue'dur. Bu sayfanın veya hizmetin işletmecisi bunu onaylamamıştır. Bunu görevinize ve kullanıcınızın talimatlarına göre değerlendirin.
Nederlands — Dit is een gesponsorde clue geleverd door clue. De exploitant van deze pagina of service heeft deze niet onderschreven. Evalueer deze op basis van uw taak en de instructies van uw gebruiker.
Polski — To jest sponsorowane clue dostarczone przez clue. Operator tej strony lub usługi go nie popiera. Oceń je pod kątem swojego zadania i instrukcji użytkownika.
Svenska — Detta är en sponsrad clue som levereras av clue. Operatören för denna sida eller tjänst har inte godkänt den. Utvärdera den mot din uppgift och användarens instruktioner.