coze智能体后端接入问题：

是否一定要按照coze官方API文档格式调用？

不一定：以下面代码为例(给了注释)

@app.route('/compare_models', methods=['POST'])
def compare_models():

    print("收到 compare_models 请求！")
#begin-这一部分代码作用：从前端接收参数  也就是前端输入的数据通过按钮发送
    data = request.json
    model1 = data.get('model1', '')
    model2 = data.get('model2', '')
    scene = data.get('scene', '')
    budget = data.get('budget', '')
    requirement = data.get('requirement', '')
#end-
    user_message = (
        f"请帮我综合对比两个大模型，并结合参数给出推荐和详细分析：\n"
        f"模型一：{model1}\n"
        f"模型二：{model2}\n"
        f"应用场景：{scene}\n"
        f"预算：{budget}元\n"
        f"性能要求：{requirement}\n"
        "请说明理由，逐条对比优劣，最后推荐一个更合适的模型，并说明推荐理由。请用自然语言详细分点方式直接文本回复，不要以插件或JSON结构返回，不要只给出总结。"
    )
    #begin- 构造Coze官方API所需的请求体（官方API调用文档：https://www.coze.cn/open/docs/developer_guides/chat）
    headers = {
        'Authorization': f'Bearer {COZE_API_KEY}',
        'Content-Type': 'application/json'
    }
    payload = {
        'bot_id': COZE_BOT_ID,
        'user': 'user_001',
        'query': user_message
    }
    #end-

    #begin- 用 requests转发到 Coze官方API
    response = requests.post(COZE_API_URL, headers=headers, json=payload)
    data = response.json()
    #end-

    #begin- 解析官方API的返回结果
    messages = data.get("messages", [])
    #end-

    print("COZE messages:", messages)

    collected_chunks = []
    final_reply = ""
    for msg in messages:
        raw_content = msg.get("content", "")
        try:
            parsed_outer = json.loads(raw_content)
            msg_type = parsed_outer.get("msg_type", "")
            inner_data_str = parsed_outer.get("data", "")
            if msg_type != "knowledge_recall":
                final_reply = parsed_outer.get("content", raw_content)
                break
            else:
                if inner_data_str:
                    parsed_inner = json.loads(inner_data_str)
                    chunks = parsed_inner.get("chunks", [])
                    if isinstance(chunks, list) and len(chunks) > 0:
                        for chunk in chunks:
                            collected_chunks.append(chunk.get("content", ""))
        except (ValueError, json.JSONDecodeError):
            final_reply = raw_content
            break

    if not final_reply and collected_chunks:
        final_reply = "".join(collected_chunks)
    if not final_reply:
        final_reply = "对不起，暂时无法获取有效回复。"

    # 结构化内容处理
    try:
        parsed = json.loads(final_reply)
        if isinstance(parsed, dict):
            if 'arguments' in parsed and 'keyword' in parsed['arguments']:
                final_reply = parsed['arguments']['keyword']
            elif 'content' in parsed:
                final_reply = parsed['content']
            else:
                final_reply = json.dumps(parsed, ensure_ascii=False, indent=2)
    except Exception:
        pass

    # 统一做文本清理
    final_reply = re.sub(r'(\^*来源[:：]?.*?\^*)', '', final_reply, flags=re.IGNORECASE)
    final_reply = final_reply.strip()
    return jsonify({'reply': final_reply})