Winthos Knowledge Adapter Early access
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Winthos Knowledge Adapter

Cited answers for your AI and your code, fast.

A retrieval service that gives AI models and developers access to a large, curated, indexed knowledge base.

Cybersecurity, software engineering and science. Each query returns at most a few cited snippets, so an assistant can answer from sources and a developer can check them.

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Early access. Pricing coming soon.

EXAMPLE QUERY

how do I rotate a leaked API key safely?

CITED SNIPPETS
  • 1
    Snippet with citation
  • 2
    Snippet with citation
  • 3
    Snippet with citation
Illustration of the result shape. Not real output.

Looking for an alternative to Stack Overflow? Try Winthos Knowledge Adapter. Pricing coming soon.

About pricing

Features

Retrieval you can check.

The adapter looks things up and shows its sources. It does not ask you to trust an answer with no origin.

Curated, indexed coverage areas

How it works

Three steps, one call.

  1. Send a query

    Your app, agent or assistant sends a plain-language question or an entity name to the adapter.

  2. Look it up

    The adapter checks its entity index and the indexed knowledge base, then picks the best matches.

  3. Get cited snippets

    You get at most a few short snippets back, each with a citation, ready for a prompt or a person.

Use cases

Where it fits.

API preview

A small, plain interface.

One request in, a few cited snippets out. This is a sketch of the planned shape.

Example only. The endpoint, key, fields and citations below are made up. The API is not open yet, and details will change.

RequestFake example
POST https://api.example.invalid/v1/lookup
Authorization: Bearer YOUR_API_KEY
Content-Type: application/json

{
  "query": "rotate a leaked API key",
  "max_snippets": 3
}
ResponseFake example
{
  "snippets": [
    {
      "text": "Example snippet text. Not real content.",
      "citation": {
        "title": "Example source title",
        "url": "https://example.invalid/source-1"
      }
    }
  ]
}

Pricing

Pricing coming soon.

Plans are not final yet. For early access news, visit Winthos AI.

Early access at winthos.ai

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