diff --git a/plugins/platforms/wecom/media.py b/plugins/platforms/wecom/media.py
index 96a2be68b3..09ae4cc4d5 100644
--- a/plugins/platforms/wecom/media.py
+++ b/plugins/platforms/wecom/media.py
@@ -94,7 +94,8 @@ class WeComMediaMixin:
         url = str(media.get("url") or "").strip()
         if not url:
             return None
-        aes_key = str(media.get("aeskey") or "").strip()
+        # The key arrives URL-encoded in some payloads (%2F, %3D); base64-decode the real value.
+        aes_key = unquote(str(media.get("aeskey") or "").strip())
         try:
             step = "download"
             raw, headers = await self._download_remote_bytes(url, max_bytes=ABSOLUTE_MAX_BYTES)
@@ -105,7 +106,10 @@ class WeComMediaMixin:
             return None
         content_type = str(headers.get("content-type") or "").split(";", 1)[0].strip() or "application/octet-stream"
         ext = self._guess_extension(url, content_type, fallback=self._detect_image_ext(raw))
-        return await self._store_media(kind, raw, ext, content_type, self._guess_filename(url, headers.get("content-disposition"), content_type), content_type, f" from {url}")
+        # Images: never forward the CDN's generic octet-stream label — downstream classifiers
+        # reject non-image MIMEs; derive it from the resolved extension instead.
+        image_mime = content_type if content_type.startswith("image/") else ""
+        return await self._store_media(kind, raw, ext, image_mime, self._guess_filename(url, headers.get("content-disposition"), content_type), content_type, f" from {url}")
 
     async def _store_media(self, kind, raw, ext, image_mime, filename, doc_mime, origin) -> Optional[Tuple[str, str]]:
         """Cache bytes as an image (``kind == "image"``) or a document; returns (path, mime)."""
diff --git a/tests/gateway/test_wecom.py b/tests/gateway/test_wecom.py
index e8b0054266..b6799bc1c3 100644
--- a/tests/gateway/test_wecom.py
+++ b/tests/gateway/test_wecom.py
@@ -43,6 +43,39 @@ class TestWeComInboundImageExtension:
         assert ext == ".jpg"
         assert WeComAdapter._guess_extension("https://x/y.png", "image/png", fallback=".jpg") == ".png"
 
+    def test_encoded_aeskey_and_octet_stream_image_cached_as_real_image(self, monkeypatch):
+        """End to end through `_cache_media`: a percent-encoded, unpadded `aeskey` decrypts, and an
+        octet-stream-labelled PNG is stored with an image MIME, not application/octet-stream."""
+        from urllib.parse import quote
+        from cryptography.hazmat.primitives.ciphers import Cipher, algorithms, modes
+        from plugins.platforms.wecom import media as wecom_media
+        from plugins.platforms.wecom.adapter import WeComAdapter
+
+        key = os.urandom(32)
+        png = b"\x89PNG\r\n\x1a\n" + b"\x00" * 40
+        pad = 16 - len(png) % 16
+        enc = Cipher(algorithms.AES(key), modes.CBC(key[:16])).encryptor()
+        encrypted = enc.update(png + bytes([pad]) * pad) + enc.finalize()
+        encoded_key = quote(base64.b64encode(key).decode().rstrip("="), safe="")
+
+        adapter = WeComAdapter.__new__(WeComAdapter)
+        stored = {}
+
+        async def _download(url, max_bytes):
+            return encrypted, {"content-type": "application/octet-stream"}
+
+        async def _cache(raw, ext):
+            stored["raw"] = raw
+            return f"/tmp/img{ext}"
+
+        monkeypatch.setattr(adapter, "_download_remote_bytes", _download)
+        monkeypatch.setattr(wecom_media, "cache_image_from_bytes_async", _cache)
+
+        result = asyncio.run(adapter._cache_media("image", {"url": "https://cdn/x", "aeskey": encoded_key}))
+
+        assert result == ("/tmp/img.png", "image/png")
+        assert stored["raw"] == png
+
 
 class TestWeComAdapterAuthzScope:
     """dm_policy/allowlist reads must honor the profile secret scope under