diff --git a/app/modules/feishu/__init__.py b/app/modules/feishu/__init__.py
index db6fa9fa..660942c5 100644
--- a/app/modules/feishu/__init__.py
+++ b/app/modules/feishu/__init__.py
@@ -191,6 +191,7 @@ class FeishuModule(_ModuleBase, _MessageBase[Feishu]):
                     text=text,
                     buttons=buttons,
                     metadata=metadata,
+                    chat_id=str(chat_id) if chat_id else None,
             ):
                 return True
         return False
diff --git a/app/modules/feishu/feishu.py b/app/modules/feishu/feishu.py
index 8e386065..e284dae8 100644
--- a/app/modules/feishu/feishu.py
+++ b/app/modules/feishu/feishu.py
@@ -1,5 +1,6 @@
 import asyncio
 import json
+import re
 import tempfile
 import threading
 import uuid
@@ -65,6 +66,7 @@ class Feishu:
     STREAM_CARD_TITLE_ELEMENT_ID = "mp_stream_title"
     STREAM_CARD_BODY_ELEMENT_ID = "mp_stream_body"
     IMAGE_SUFFIXES = {".png", ".jpg", ".jpeg", ".gif", ".webp", ".bmp", ".ico", ".tiff", ".heic"}
+    MARKDOWN_IMAGE_PATTERN = re.compile(r"!\[(?P<alt>[^\]\n]*)]\((?P<target>[^)\n]*)\)")
 
     def __init__(
             self,
@@ -582,6 +584,104 @@ class Feishu:
             escaped = escaped.replace(source, target)
         return escaped
 
+    @classmethod
+    def _strip_streaming_markdown_images(cls, text: Optional[str]) -> str:
+        """从流式卡片文本中剥离 Markdown 图片语法，图片由独立消息发送。"""
+        if not text:
+            return ""
+
+        normalized_text = cls._strip_trailing_incomplete_markdown_image(str(text))
+        parts = []
+        last_end = 0
+        for match in cls.MARKDOWN_IMAGE_PATTERN.finditer(normalized_text):
+            parts.append(normalized_text[last_end:match.start()])
+            alt_text = (match.group("alt") or "").strip()
+            if alt_text:
+                parts.append(alt_text)
+            last_end = match.end()
+        parts.append(normalized_text[last_end:])
+        return "".join(parts)
+
+    @classmethod
+    def _strip_trailing_incomplete_markdown_image(cls, text: str) -> str:
+        """隐藏末尾尚未闭合的 Markdown 图片片段，等流式累计完整后再处理。"""
+        if not text:
+            return ""
+
+        start = text.rfind("![")
+        if start < 0:
+            return text
+        fragment = text[start:]
+        if "\n" in fragment or "\r" in fragment or cls.MARKDOWN_IMAGE_PATTERN.fullmatch(fragment):
+            return text
+
+        if ")" not in fragment:
+            return text[:start].rstrip()
+        return text
+
+    @classmethod
+    def _extract_markdown_image_urls(cls, text: Optional[str]) -> List[str]:
+        """提取 Markdown 图片中的外部 URL，供 Agent 流式回复单独发送图片。"""
+        if not text:
+            return []
+        urls = []
+        for match in cls.MARKDOWN_IMAGE_PATTERN.finditer(str(text)):
+            image_url = (match.group("target") or "").strip()
+            if image_url and cls._is_external_image_url(image_url):
+                urls.append(image_url)
+        return urls
+
+    @staticmethod
+    def _is_external_image_url(image_url: str) -> bool:
+        """判断图片地址是否可以按远程图片下载上传。"""
+        normalized_url = (image_url or "").strip().lower()
+        return normalized_url.startswith(("http://", "https://", "feishu://image/"))
+
+    @classmethod
+    def _is_supported_remote_image_response(
+            cls,
+            image_url: str,
+            content_type: Optional[str] = None,
+            content: Optional[bytes] = None,
+    ) -> bool:
+        """校验远程响应是否像图片，避免把普通网页链接上传到飞书图片接口。"""
+        normalized_type = (content_type or "").split(";", 1)[0].strip().lower()
+        if normalized_type:
+            return normalized_type.startswith("image/")
+        path_suffix = Path(urlparse(image_url).path).suffix.lower()
+        return path_suffix in cls.IMAGE_SUFFIXES and cls._looks_like_image_content(content)
+
+    @staticmethod
+    def _looks_like_image_content(content: Optional[bytes]) -> bool:
+        """在响应缺少 Content-Type 时用文件头兜底判断是否为常见图片。"""
+        if not content:
+            return False
+        head = bytes(content[:32])
+        if head.startswith((b"\xff\xd8\xff", b"\x89PNG\r\n\x1a\n", b"GIF87a", b"GIF89a", b"BM")):
+            return True
+        if head.startswith((b"II*\x00", b"MM\x00*", b"\x00\x00\x01\x00")):
+            return True
+        if len(head) >= 12 and head[:4] == b"RIFF" and head[8:12] == b"WEBP":
+            return True
+        if len(head) >= 12 and head[4:8] == b"ftyp" and head[8:12] in {
+            b"heic", b"heix", b"hevc", b"hevx", b"mif1", b"msf1", b"avif",
+        }:
+            return True
+        return False
+
+    @staticmethod
+    def _dedupe_image_urls(image_urls: List[str]) -> List[str]:
+        """按出现顺序去重图片 URL，避免 Agent 同一张图重复发送。"""
+        deduped = []
+        seen = set()
+        for image_url in image_urls:
+            normalized_url = (image_url or "").strip()
+            if not normalized_url or normalized_url in seen:
+                continue
+            seen.add(normalized_url)
+            deduped.append(normalized_url)
+        return deduped
+
     @classmethod
     def _build_markdown_section(
             cls,
@@ -652,6 +752,9 @@ class Feishu:
                 logger.warning(f"飞书图片下载失败：{image_url}")
                 return None
             content_type = response.headers.get("Content-Type") if response.headers else None
+            if not self._is_supported_remote_image_response(image_url, content_type, response.content):
+                logger.warning(f"飞书图片地址不是有效图片：{image_url}, content_type={content_type}")
+                return None
             suffix = self._guess_image_suffix(image_url=image_url, content_type=content_type)
             with tempfile.NamedTemporaryFile(suffix=suffix, delete=False) as fp:
                 fp.write(response.content)
@@ -809,6 +912,9 @@ class Feishu:
         """构建支持 CardKit 流式更新的飞书卡片 JSON 2.0。"""
         elements: List[dict] = []
         title_content = self._escape_card_text(title).strip() if title else ""
+        body_content = self._escape_card_text(
+            self._strip_streaming_markdown_images(text)
+        ).strip()
         if title_content:
             elements.append(
                 {
@@ -821,7 +927,7 @@ class Feishu:
             {
                 "tag": "markdown",
                 "element_id": self.STREAM_CARD_BODY_ELEMENT_ID,
-                "content": self._escape_card_text(text).strip() or " ",
+                "content": body_content or " ",
             }
         )
         return {
@@ -914,6 +1020,49 @@ class Feishu:
         }
         return result
 
+    def _send_agent_streaming_images(
+            self,
+            image_urls: List[str],
+            userid: Optional[str] = None,
+            chat_id: Optional[str] = None,
+            receive_id_type: Optional[str] = None,
+            sent_image_urls: Optional[List[str]] = None,
+    ) -> List[str]:
+        """将 Agent 流式回复中的图片作为独立图片卡片发送，避免污染流式文本组件。"""
+        sent_images = list(sent_image_urls or [])
+        pending_image_urls = [
+            image_url
+            for image_url in self._dedupe_image_urls(image_urls)
+            if image_url not in sent_images
+        ]
+        for image_url in pending_image_urls:
+            image_key = self._upload_remote_image(image_url)
+            if not image_key:
+                continue
+            payload = self._build_card(
+                title=None,
+                text=None,
+                link=None,
+                buttons=None,
+                image_key=image_key,
+            )
+            try:
+                receive_id, resolved_receive_id_type = self._resolve_target(
+                    userid=userid,
+                    chat_id=chat_id,
+                    receive_id_type=receive_id_type,
+                )
+                self._send_message(
+                    receive_id,
+                    resolved_receive_id_type,
+                    "interactive",
+                    payload,
+                )
+                sent_images.append(image_url)
+            except Exception as err:
+                logger.error(f"飞书 Agent 图片消息发送失败：{err}")
+        return sent_images
+
     def _update_streaming_card_content(
             self,
             card_id: str,
@@ -1371,6 +1520,10 @@ class Feishu:
         )
         if is_streaming_agent_text:
             try:
+                stream_image_urls = []
+                if self._is_external_image_url(message.image):
+                    stream_image_urls.append(message.image)
+                stream_image_urls.extend(self._extract_markdown_image_urls(message.text))
                 result = self._send_streaming_card_message(
                     title=message.title,
                     text=message.text,
@@ -1386,6 +1539,15 @@ class Feishu:
                 return {"success": False}
             result["chat_id"] = result.get("chat_id") or chat_id or self._user_chat_mapping.get(
                 userid or "") or self._default_chat_id
+            sent_image_urls = self._send_agent_streaming_images(
+                stream_image_urls,
+                userid=userid,
+                chat_id=result.get("chat_id") or chat_id,
+                receive_id_type=receive_id_type,
+            )
+            stream_meta = result.get("metadata", {}).get("feishu_streaming")
+            if isinstance(stream_meta, dict):
+                stream_meta["sent_image_urls"] = sent_image_urls
             return result
 
         image_key = self._upload_remote_image(message.image)
@@ -1426,7 +1588,8 @@ class Feishu:
         return result
 
     def edit_message(self, message_id: str, title: Optional[str] = None, text: Optional[str] = None,
-                     buttons: Optional[List[List[dict]]] = None, metadata: Optional[dict] = None) -> bool:
+                     buttons: Optional[List[List[dict]]] = None, metadata: Optional[dict] = None,
+                     chat_id: Optional[str] = None) -> bool:
         """编辑已发送的飞书交互卡片消息。"""
         if not self._api_client:
             return False
@@ -1441,12 +1604,21 @@ class Feishu:
             stream_meta["sequence"] = sequence
             
             if card_id and element_id:
+                content = self._escape_card_text(
+                    self._strip_streaming_markdown_images(text)
+                ).strip()
                 if self._update_streaming_card_content(
                         card_id=card_id,
                         element_id=element_id,
-                        content=self._escape_card_text(text).strip() or " ",
+                        content=content or " ",
                         sequence=sequence,
                 ):
+                    stream_image_urls = self._extract_markdown_image_urls(text)
+                    stream_meta["sent_image_urls"] = self._send_agent_streaming_images(
+                        stream_image_urls,
+                        chat_id=chat_id,
+                        sent_image_urls=stream_meta.get("sent_image_urls") or [],
+                    )
                     return True
                 logger.error("飞书流式更新失败被拦截，直接返回 False 以防止降级为普通卡片")
                 return False
diff --git a/tests/test_feishu.py b/tests/test_feishu.py
index 729c935c..51058830 100644
--- a/tests/test_feishu.py
+++ b/tests/test_feishu.py
@@ -314,6 +314,28 @@ class TestFeishu(unittest.TestCase):
             [{"type": "callback", "value": {"callback_data": "confirm"}}],
         )
 
+    def test_send_notification_keeps_markdown_images_for_normal_card(self):
+        client = self._build_client()
+        client._api_client, message_api = self._build_message_api(
+            create_response=self._success_response()
+        )
+
+        result = client.send_notification(
+            Notification(
+                title="普通通知",
+                text="海报：![poster](https://example.com/poster.jpg)",
+            ),
+            userid="ou_user_img_md",
+        )
+
+        self.assertTrue(result["success"])
+        request = message_api.create.call_args.args[0]
+        content = json.loads(request.request_body.content)
+        self.assertEqual(
+            content["body"]["elements"][1]["content"],
+            "海报：![poster](https://example.com/poster.jpg)",
+        )
+
     def test_send_notification_embeds_remote_image_in_card(self):
         client = self._build_client()
         image_upload_response = MagicMock()
@@ -471,6 +493,7 @@ class TestFeishu(unittest.TestCase):
             result["metadata"]["feishu_streaming"]["card_id"], "card_stream"
         )
         self.assertEqual(result["metadata"]["feishu_streaming"]["sequence"], 0)
+        self.assertEqual(result["metadata"]["feishu_streaming"]["sent_image_urls"], [])
         card_request = client._api_client.cardkit.v1.card.create.call_args.args[0]
         self.assertEqual(card_request.request_body.type, "card_json")
         card_payload = json.loads(card_request.request_body.data)
@@ -486,6 +509,98 @@ class TestFeishu(unittest.TestCase):
             "card_stream",
         )
 
+    def test_streaming_card_sends_markdown_images_separately(self):
+        client = self._build_client()
+        image_upload_response = MagicMock()
+        image_upload_response.success.return_value = True
+        image_upload_response.data = SimpleNamespace(image_key="img_v2_stream")
+        client._api_client, message_api = self._build_message_api(
+            create_response=self._success_response(
+                message_id="om_stream", chat_id="oc_stream"
+            ),
+            card_create_response=self._card_create_success_response("card_stream"),
+            image_create_response=image_upload_response,
+        )
+        response = MagicMock()
+        response.content = b"png-bytes"
+        response.headers = {"Content-Type": "image/jpeg"}
+
+        with patch("app.modules.feishu.feishu.RequestUtils") as request_utils:
+            request_utils.return_value.get_res.return_value = response
+            result = client.send_notification(
+                Notification(
+                    mtype=NotificationType.Agent,
+                    title="MoviePilot助手",
+                    text="找到海报 ![poster](https://example.com/poster.jpg)\n[详情](https://example.com/detail)",
+                ),
+                userid="ou_user_stream",
+            )
+
+        self.assertTrue(result["success"])
+        card_request = client._api_client.cardkit.v1.card.create.call_args.args[0]
+        card_payload = json.loads(card_request.request_body.data)
+        body_content = card_payload["body"]["elements"][-1]["content"]
+        self.assertNotIn("![poster]", body_content)
+        self.assertNotIn("poster.jpg", body_content)
+        self.assertIn("poster", body_content)
+        self.assertIn("[详情](https://example.com/detail)", body_content)
+        self.assertEqual(client._api_client.im.v1.image.create.call_count, 1)
+        self.assertEqual(message_api.create.call_count, 2)
+        self.assertEqual(
+            result["metadata"]["feishu_streaming"]["sent_image_urls"],
+            ["https://example.com/poster.jpg"],
+        )
+        image_request = message_api.create.call_args_list[-1].args[0]
+        image_payload = json.loads(image_request.request_body.content)
+        self.assertEqual(image_payload["body"]["elements"][0]["img_key"], "img_v2_stream")
+
+    def test_streaming_card_sends_notification_image_separately(self):
+        client = self._build_client()
+        image_upload_response = MagicMock()
+        image_upload_response.success.return_value = True
+        image_upload_response.data = SimpleNamespace(image_key="img_v2_agent_image")
+        client._api_client, message_api = self._build_message_api(
+            create_response=self._success_response(
+                message_id="om_stream", chat_id="oc_stream"
+            ),
+            card_create_response=self._card_create_success_response("card_stream"),
+            image_create_response=image_upload_response,
+        )
+        response = MagicMock()
+        response.content = b"png-bytes"
+        response.headers = {"Content-Type": "image/png"}
+
+        with patch("app.modules.feishu.feishu.RequestUtils") as request_utils:
+            request_utils.return_value.get_res.return_value = response
+            result = client.send_notification(
+                Notification(
+                    mtype=NotificationType.Agent,
+                    title="MoviePilot助手",
+                    text="第一帧内容",
+                    image="https://example.com/agent.png",
+                ),
+                userid="ou_user_stream",
+            )
+
+        self.assertTrue(result["success"])
+        self.assertEqual(client._api_client.im.v1.image.create.call_count, 1)
+        self.assertEqual(message_api.create.call_count, 2)
+        self.assertEqual(
+            result["metadata"]["feishu_streaming"]["sent_image_urls"],
+            ["https://example.com/agent.png"],
+        )
+        stream_request = message_api.create.call_args_list[0].args[0]
+        image_request = message_api.create.call_args_list[1].args[0]
+        self.assertEqual(
+            json.loads(stream_request.request_body.content)["data"]["card_id"],
+            "card_stream",
+        )
+        image_payload = json.loads(image_request.request_body.content)
+        self.assertEqual(
+            image_payload["body"]["elements"][0]["img_key"],
+            "img_v2_agent_image",
+        )
+
     def test_send_notification_replies_with_streaming_card_for_agent_text(self):
         client = self._build_client()
         client._api_client, message_api = self._build_message_api(
@@ -531,6 +646,7 @@ class TestFeishu(unittest.TestCase):
                     "card_id": "card_stream",
                     "element_id": Feishu.STREAM_CARD_BODY_ELEMENT_ID,
                     "sequence": 0,
+                    "sent_image_urls": ["https://example.com/poster.jpg"],
                 }
             },
         )
@@ -557,6 +673,7 @@ class TestFeishu(unittest.TestCase):
                     "card_id": "card_stream",
                     "element_id": Feishu.STREAM_CARD_BODY_ELEMENT_ID,
                     "sequence": 0,
+                    "sent_image_urls": ["https://example.com/poster.jpg"],
                 }
             },
         )
@@ -571,6 +688,207 @@ class TestFeishu(unittest.TestCase):
         self.assertEqual(content_request.element_id, Feishu.STREAM_CARD_BODY_ELEMENT_ID)
         self.assertEqual(content_request.request_body.sequence, 1)
 
+    def test_edit_streaming_card_removes_markdown_image_syntax(self):
+        client = self._build_client()
+        client._api_client, message_api = self._build_message_api(
+            patch_response=self._success_response(),
+            card_content_response=self._success_response(),
+        )
+
+        success = client.edit_message(
+            message_id="om_stream",
+            text="第二帧 ![poster](https://example.com/poster.jpg)",
+            metadata={
+                "feishu_streaming": {
+                    "card_id": "card_stream",
+                    "element_id": Feishu.STREAM_CARD_BODY_ELEMENT_ID,
+                    "sequence": 0,
+                    "sent_image_urls": ["https://example.com/poster.jpg"],
+                }
+            },
+        )
+
+        self.assertTrue(success)
+        message_api.patch.assert_not_called()
+        content_request = (
+            client._api_client.cardkit.v1.card_element.content.call_args.args[0]
+        )
+        self.assertEqual(content_request.request_body.content, "第二帧 poster")
+
+    def test_edit_streaming_card_keeps_normal_markdown_links(self):
+        client = self._build_client()
+        client._api_client, message_api = self._build_message_api(
+            patch_response=self._success_response(),
+            card_content_response=self._success_response(),
+        )
+
+        success = client.edit_message(
+            message_id="om_stream",
+            text="第二帧 [详情](https://example.com/detail)",
+            chat_id="oc_stream",
+            metadata={
+                "feishu_streaming": {
+                    "card_id": "card_stream",
+                    "element_id": Feishu.STREAM_CARD_BODY_ELEMENT_ID,
+                    "sequence": 0,
+                    "sent_image_urls": [],
+                }
+            },
+        )
+
+        self.assertTrue(success)
+        message_api.patch.assert_not_called()
+        client._api_client.im.v1.image.create.assert_not_called()
+        content_request = (
+            client._api_client.cardkit.v1.card_element.content.call_args.args[0]
+        )
+        self.assertEqual(
+            content_request.request_body.content,
+            "第二帧 [详情](https://example.com/detail)",
+        )
+
+    def test_edit_streaming_card_hides_incomplete_markdown_image(self):
+        client = self._build_client()
+        client._api_client, message_api = self._build_message_api(
+            patch_response=self._success_response(),
+            card_content_response=self._success_response(),
+        )
+
+        success = client.edit_message(
+            message_id="om_stream",
+            text="第二帧 ![poster](https://example.com/poster",
+            chat_id="oc_stream",
+            metadata={
+                "feishu_streaming": {
+                    "card_id": "card_stream",
+                    "element_id": Feishu.STREAM_CARD_BODY_ELEMENT_ID,
+                    "sequence": 0,
+                    "sent_image_urls": [],
+                }
+            },
+        )
+
+        self.assertTrue(success)
+        message_api.patch.assert_not_called()
+        client._api_client.im.v1.image.create.assert_not_called()
+        content_request = (
+            client._api_client.cardkit.v1.card_element.content.call_args.args[0]
+        )
+        self.assertEqual(content_request.request_body.content, "第二帧")
+
+    def test_edit_streaming_card_hides_incomplete_markdown_image_alt_text(self):
+        client = self._build_client()
+        client._api_client, message_api = self._build_message_api(
+            patch_response=self._success_response(),
+            card_content_response=self._success_response(),
+        )
+
+        success = client.edit_message(
+            message_id="om_stream",
+            text="第二帧 ![poster",
+            chat_id="oc_stream",
+            metadata={
+                "feishu_streaming": {
+                    "card_id": "card_stream",
+                    "element_id": Feishu.STREAM_CARD_BODY_ELEMENT_ID,
+                    "sequence": 0,
+                    "sent_image_urls": [],
+                }
+            },
+        )
+
+        self.assertTrue(success)
+        message_api.patch.assert_not_called()
+        client._api_client.im.v1.image.create.assert_not_called()
+        content_request = (
+            client._api_client.cardkit.v1.card_element.content.call_args.args[0]
+        )
+        self.assertEqual(content_request.request_body.content, "第二帧")
+
+    def test_edit_streaming_card_sends_completed_markdown_image_once(self):
+        client = self._build_client()
+        image_upload_response = MagicMock()
+        image_upload_response.success.return_value = True
+        image_upload_response.data = SimpleNamespace(image_key="img_v2_stream_edit")
+        client._api_client, message_api = self._build_message_api(
+            create_response=self._success_response(message_id="om_img", chat_id="oc_stream"),
+            patch_response=self._success_response(),
+            card_content_response=self._success_response(),
+            image_create_response=image_upload_response,
+        )
+        metadata = {
+            "feishu_streaming": {
+                "card_id": "card_stream",
+                "element_id": Feishu.STREAM_CARD_BODY_ELEMENT_ID,
+                "sequence": 0,
+                "sent_image_urls": [],
+            }
+        }
+        response = MagicMock()
+        response.content = b"jpg-bytes"
+        response.headers = {"Content-Type": "image/jpeg"}
+
+        with patch("app.modules.feishu.feishu.RequestUtils") as request_utils:
+            request_utils.return_value.get_res.return_value = response
+            first_success = client.edit_message(
+                message_id="om_stream",
+                text="第二帧 ![poster](https://example.com/poster.jpg)",
+                chat_id="oc_stream",
+                metadata=metadata,
+            )
+            second_success = client.edit_message(
+                message_id="om_stream",
+                text="第二帧 ![poster](https://example.com/poster.jpg)",
+                chat_id="oc_stream",
+                metadata=metadata,
+            )
+
+        self.assertTrue(first_success)
+        self.assertTrue(second_success)
+        self.assertEqual(client._api_client.im.v1.image.create.call_count, 1)
+        self.assertEqual(
+            metadata["feishu_streaming"]["sent_image_urls"],
+            ["https://example.com/poster.jpg"],
+        )
+        image_request = message_api.create.call_args.args[0]
+        image_payload = json.loads(image_request.request_body.content)
+        self.assertEqual(
+            image_payload["body"]["elements"][0]["img_key"],
+            "img_v2_stream_edit",
+        )
+
+    def test_edit_streaming_card_skips_non_image_markdown_target(self):
+        client = self._build_client()
+        client._api_client, message_api = self._build_message_api(
+            patch_response=self._success_response(),
+            card_content_response=self._success_response(),
+        )
+        metadata = {
+            "feishu_streaming": {
+                "card_id": "card_stream",
+                "element_id": Feishu.STREAM_CARD_BODY_ELEMENT_ID,
+                "sequence": 0,
+                "sent_image_urls": [],
+            }
+        }
+        response = MagicMock()
+        response.content = b"<html></html>"
+        response.headers = {"Content-Type": "text/html"}
+
+        with patch("app.modules.feishu.feishu.RequestUtils") as request_utils:
+            request_utils.return_value.get_res.return_value = response
+            success = client.edit_message(
+                message_id="om_stream",
+                text="第二帧 ![link](https://example.com/detail)",
+                chat_id="oc_stream",
+                metadata=metadata,
+            )
+
+        self.assertTrue(success)
+        client._api_client.im.v1.image.create.assert_not_called()
+        self.assertEqual(metadata["feishu_streaming"]["sent_image_urls"], [])
+        self.assertEqual(message_api.create.call_count, 0)
+
     def test_close_streaming_card_updates_card_settings(self):
         client = self._build_client()
         client._api_client, _ = self._build_message_api(