# Moondream API

> پرامپٹ اور تصویر URL کے جوڑوں کی فہرست لے کر ایک کال میں متعدد تصاویر کے سوالات کے جواب دیتا ہے

Moondream وژن-لینگویج ماڈل کا بیچ ویرینٹ۔ `inputs` میں آبجیکٹس کی فہرست بھیجیں، جن میں ہر ایک پرامپٹ اور تصویر کا URL رکھتا ہو، اور تیار شدہ آؤٹ پٹس کی فہرست کے ساتھ پراسیس شدہ فائل نام اور اوقات حاصل کریں۔ تخلیق کو `max_tokens` (32 سے 1024، ڈیفالٹ 64)، `temperature` (0 سے 1)، `top_p` اور `repetition_penalty` (1 سے 2) سے ایڈجسٹ کیا جاتا ہے۔ جواب میں یہ بتانے والا فلیگ بھی ہوتا ہے کہ نتیجہ جزوی ہے یا نہیں۔

- Model id: `moondream/batched`
- Made by: Moondream
- Category: Vision
- Output: json
- Estimated price per run: $0.004 / run (cheapest run $0.004 (4 API credits))
- Run: `POST https://api.doitong.com/v1/run/moondream/batched`
- Quote: `POST https://api.doitong.com/v1/quote/moondream/batched`
- Docs page: https://doitong.com/ur/developers/models/moondream/batched

## Pricing

Price: **$0.004 / run**. Estimated from the typical cost of one run. The quote is exactly what the run charges.

The full example input below costs $0.004 = 4 API credits (1 request × 4 API credits).

Prices are the upstream price in USD, paid from the API balance in API credits (1000 API credits = 1 USD). `POST https://api.doitong.com/v1/quote/moondream/batched` with the same JSON body returns the exact price for that input; the quote is exactly what a run charges. Invalid input is never charged and failed or canceled requests are refunded automatically.

## Input parameters

| Parameter | Canonical name | Type | Required | Default | Allowed values / range | Description |
|---|---|---|---|---|---|---|
| `inputs` |  | array of object {image_url, prompt} | yes |  |  | ان پٹ پرامپٹ اور تصاویر کے URLs پر مشتمل فہرست۔ |
| `inputs[].image_url` |  | string (image URL) | yes |  |  | پروسیسنگ کے لیے تصویر کی طرف اشارہ کرنے والا URL۔ |
| `inputs[].prompt` |  | string | no | `Describe this image.` |  | تصویر پر لاگو کیا جانے والا پرامپٹ۔ |
| `max_tokens` |  | integer | no | `64` | 32 – 1,024 | نئے تخلیق کردہ ٹوکن کی بالائی حد۔ |
| `temperature` |  | number | no | `0.2` | ≤ 1, > 0 | sampling temperature کی ترتیب۔ |
| `top_p` |  | number | no | `1` | 0 – 1 | sampling top-P کی ترتیب۔ |
| `repetition_penalty` |  | number | no | `1` | 1 – 2 | sampling کے دوران تکرار پر لاگو ہونے والا penalty۔ |

## Example input

Required parameters only:

```json
{
  "inputs": [
    {
      "image_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg"
    }
  ]
}
```

A fuller example:

```json
{
  "inputs": [
    {
      "image_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg"
    }
  ]
}
```

## Run it

Set `DOITONG_API_KEY` to a key from https://doitong.com/developers/dashboard#keys. `?wait=20` returns the finished request in the same call when it is ready within 20 seconds; otherwise poll `GET /requests/{id}` (it also accepts `?wait=`), or pass `webhook_url`.

### curl

```bash
# Run the model; wait up to 20 s for the finished result in the same call
curl -X POST "https://api.doitong.com/v1/run/moondream/batched?wait=20" \
  -H "Authorization: Bearer $DOITONG_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "inputs": [
      {
        "image_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg"
      }
    ]
  }'

# Still "queued" or "running"? Poll with the id from the response:
curl "https://api.doitong.com/v1/requests/REQUEST_ID?wait=20" \
  -H "Authorization: Bearer $DOITONG_API_KEY"
```

### JavaScript

```javascript
const API = "https://api.doitong.com/v1";
const headers = {
  "Authorization": "Bearer " + process.env.DOITONG_API_KEY,
  "Content-Type": "application/json",
};

// Run the model; wait up to 20 s for the finished result in the same call
let res = await fetch(API + "/run/moondream/batched?wait=20", {
  method: "POST",
  headers,
  body: JSON.stringify({
    "inputs": [
      {
        "image_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg"
      }
    ]
  }),
});
let request = await res.json();
if (!res.ok) throw new Error(request.error.code + ": " + request.error.message);

// Not finished yet: long-poll until it is
while (request.status === "queued" || request.status === "running") {
  res = await fetch(API + "/requests/" + request.id + "?wait=20", { headers });
  request = await res.json();
}
if (request.status !== "succeeded") throw new Error(JSON.stringify(request.error));
console.log(request.outputs.map((o) => o.url), request.cost.credits + " API credits ($" + request.cost.usd + ")");
```

### Python

```python
import os
import requests

API = "https://api.doitong.com/v1"
headers = {"Authorization": "Bearer " + os.environ["DOITONG_API_KEY"]}

payload = {
    "inputs": [
        {
            "image_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg",
        },
    ],
}

# Run the model; wait up to 20 s for the finished result in the same call
r = requests.post(API + "/run/moondream/batched", params={"wait": 20}, json=payload, headers=headers)
request = r.json()
if not r.ok:
    raise RuntimeError(request["error"]["code"] + ": " + request["error"]["message"])

# Not finished yet: long-poll until it is
while request["status"] in ("queued", "running"):
    request = requests.get(API + "/requests/" + request["id"], params={"wait": 20}, headers=headers).json()
if request["status"] != "succeeded":
    raise RuntimeError(request["error"])
print([o["url"] for o in request["outputs"]], request["cost"]["credits"], "API credits", "$" + request["cost"]["usd"])
```

### MCP

The MCP server at `https://api.doitong.com/v1/mcp` exposes the tools `search_models`, `get_model`, `quote`, `run`, `get_request`, `cancel_request`, `list_requests`, `create_upload` and `get_account`. A `run` call for this model:

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "run",
    "arguments": {
      "model_id": "moondream/batched",
      "input": {
        "inputs": [
          {
            "image_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg"
          }
        ]
      },
      "wait_seconds": 20
    }
  }
}
```

## Response

Every call returns a request object. `status` is one of `queued`, `running`, `succeeded`, `failed`, `canceled`. `outputs` lists the generated files with URLs on our storage (kept forever, or 7 days with `?storage=temporary`; `storage` says which); `output` is the model's own result object with the same URLs.

```json
{
  "id": "req_8k2m4q7x1z9c3v5b6n0p2r4t",
  "object": "request",
  "model": "moondream/batched",
  "status": "succeeded",
  "created_at": "2026-10-20T12:00:00Z",
  "started_at": "2026-10-20T12:00:02Z",
  "completed_at": "2026-10-20T12:00:09Z",
  "queue_position": null,
  "cost": {
    "credits": 4,
    "usd": "0.004",
    "charged": 4,
    "refunded": 0
  },
  "input": {
    "inputs": [
      {
        "image_url": "https://content.doitong.com/images/showcase/v3/gen_fox_cartoon.jpg"
      }
    ]
  },
  "output": {
    "outputs": [
      "string"
    ],
    "partial": false,
    "timings": {},
    "filenames": [
      "string"
    ]
  },
  "outputs": [
    {
      "type": "file",
      "url": "https://content.doitong.com/dev-api/2026/10/20/req_8k2m4q7x1z9c3v5b6n0p2r4t/0-output.jpeg",
      "content_type": "image/jpeg",
      "file_size": 1843200,
      "stored": true
    }
  ],
  "error": null,
  "metrics": {
    "inference_seconds": 6.8
  },
  "urls": {
    "self": "https://api.doitong.com/v1/requests/req_8k2m4q7x1z9c3v5b6n0p2r4t",
    "cancel": "https://api.doitong.com/v1/requests/req_8k2m4q7x1z9c3v5b6n0p2r4t/cancel"
  }
}
```

### Output fields (`output`)

| Field | Type | Description |
|---|---|---|
| `outputs` | array of string | تخلیق کردہ نتائج پر مشتمل فہرست۔ |
| `partial` | boolean | ظاہر کرتا ہے کہ آؤٹ پٹ نامکمل ہے یا نہیں۔ |
| `timings` | object | انفرادی processing stages کی timing پیمائشیں۔ |
| `filenames` | array of string \| null | پروسیس کی گئی تصویر فائلوں کے نام۔ |

## Related models

- [Moondream 3 Preview \[Query\]](https://doitong.com/developers/models/moondream3-preview/query.md) (`moondream3-preview/query`): $0.001 / run
- [Moondream2](https://doitong.com/developers/models/moondream2.md) (`moondream2`): $0.01 / run
- [Moondream2 · Object Detection](https://doitong.com/developers/models/moondream2/object-detection.md) (`moondream2/object-detection`): $0.02 / image
- [Moondream2 · Point Object Detection](https://doitong.com/developers/models/moondream2/point-object-detection.md) (`moondream2/point-object-detection`): $0.02 / image
- [Moondream2 · Visual Query](https://doitong.com/developers/models/moondream2/visual-query.md) (`moondream2/visual-query`): $0.01 / 1000 characters
- [Moondream3 Preview \[Caption\]](https://doitong.com/developers/models/moondream3-preview/caption.md) (`moondream3-preview/caption`): $0.002 / run
- [Moondream3 Preview \[Detect\]](https://doitong.com/developers/models/moondream3-preview/detect.md) (`moondream3-preview/detect`): $0.001 / run
- [Moondream3 Preview \[Point\]](https://doitong.com/developers/models/moondream3-preview/point.md) (`moondream3-preview/point`): $0.001 / run

## Links

- HTML page: https://doitong.com/developers/models/moondream/batched
- All models and guides for AI agents: https://doitong.com/developers/llms.txt
- OpenAPI 3.1 with this model's typed request body: https://doitong.com/developers/openapi.json?model=moondream/batched
- Errors: https://doitong.com/developers/docs/errors
- Model details as JSON: https://api.doitong.com/v1/models/moondream/batched