> ## Documentation Index
> Fetch the complete documentation index at: https://docs.stateset.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Handler for POST /api/v1/agents/llm/generate

> Direct access alias for the NS-RAG generation pipeline. **Required scope:** agents:admin

Direct access alias for the NS-RAG generation pipeline.

**Required scope:** `agents:admin`

### Request body

`RAGQueryRequest`

<ParamField body="include_sources" type="boolean" />

<ParamField body="max_context_triples" type="integer" />

<ParamField body="model" type="string" />

<ParamField body="query" type="string" required />

<ParamField body="strategy" type="string" />

<ParamField body="verify" type="boolean" />

### Response

`RAGQueryResponse`

<ResponseField name="answer" type="string" required />

<ResponseField name="confidence" type="number (float)" required />

<ResponseField name="context_triples_used" type="integer" required />

<ResponseField name="hallucinations" type="HallucinationReport[]" required>
  <Expandable title="HallucinationReport">
    <ResponseField name="claim" type="string" required />

    <ResponseField name="correction" type="string" />

    <ResponseField name="status" type="HallucinationStatus" required />
  </Expandable>
</ResponseField>

<ResponseField name="sources" type="SourceTriple[]" required>
  <Expandable title="SourceTriple">
    <ResponseField name="confidence" type="number (float)" required />

    <ResponseField name="object" type="string" required />

    <ResponseField name="predicate" type="string" required />

    <ResponseField name="subject" type="string" required />
  </Expandable>
</ResponseField>

<ResponseField name="verified" type="boolean" required />

### Status codes

| Code  | Meaning                                            |
| ----- | -------------------------------------------------- |
| `200` | Generated response                                 |
| `400` | Invalid request                                    |
| `401` | Unauthorized — missing or invalid credentials      |
| `403` | Forbidden — the key/token lacks the required scope |
| `429` | Rate limited — see Retry-After / X-RateLimit-Reset |
| `503` | LLM backend unavailable                            |

<RequestExample>
  ```bash cURL theme={null}
  curl --request POST \
    --url 'https://api.nsr.stateset.com/api/v1/agents/llm/generate' \
    --header 'X-API-Key: YOUR_API_KEY' \
    --header 'Content-Type: application/json' \
    --data '{
    "include_sources": true,
    "max_context_triples": 1,
    "model": "string",
    "query": "string",
    "strategy": "string",
    "verify": true
  }'
  ```
</RequestExample>

<ResponseExample>
  ```json 200 theme={null}
  {
    "answer": "string",
    "confidence": 7.5,
    "context_triples_used": 1,
    "hallucinations": [
      {
        "claim": "string",
        "correction": "string",
        "status": "Verified"
      }
    ],
    "sources": [
      {
        "confidence": 7.5,
        "object": "string",
        "predicate": "string",
        "subject": "Replacement tent pole set"
      }
    ],
    "verified": true
  }
  ```
</ResponseExample>