"""
NeuraPrompt Agent — Vision Tools (v7.5)
"""

import requests
import logging
import os

log = logging.getLogger("agent.tools.vision")

OPENROUTER_KEY = os.getenv("OPENROUTE_KEY", "")
VISION_MODEL = "nvidia/llama-nemotron-rerank-vl-1b-v2:free"


def analyze_image(image_b64: str, prompt: str = "Describe this image in detail.") -> str:
    """Analyze an image using vision model"""
    if not OPENROUTER_KEY:
        return "Error: Vision service not configured"
    
    enhanced_prompt = f"""You are an expert visual analyst.
{prompt}

Provide a detailed, structured response including:
1. Overall description
2. Key objects, text, or people visible
3. Any notable details or context
4. Your confidence level"""

    try:
        response = requests.post(
            "https://openrouter.ai/api/v1/chat/completions",
            headers={
                "Authorization": f"Bearer {OPENROUTER_KEY}",
                "Content-Type": "application/json"
            },
            json={
                "model": VISION_MODEL,
                "messages": [{
                    "role": "user",
                    "content": [
                        {
                            "type": "image_url",
                            "image_url": {"url": f"data:image/jpeg;base64,{image_b64}"}
                        },
                        {
                            "type": "text",
                            "text": enhanced_prompt
                        }
                    ]
                }]
            },
            timeout=40
        )
        response.raise_for_status()
        return response.json()["choices"][0]["message"]["content"].strip()
    
    except Exception as e:
        log.error(f"Vision analysis failed: {e}")
        return f"Vision error: {str(e)}"