diff --git a/app/api/v1/python_scripts.py b/app/api/v1/python_scripts.py
new file mode 100644
index 0000000..a9e8e87
--- /dev/null
+++ b/app/api/v1/python_scripts.py
@@ -0,0 +1,61 @@
+"""封面等 Python 脚本：按相对路径下发源码，供桌面端拉取后在 bundled python.exe 中执行。"""
+
+import re
+from pathlib import Path
+
+from fastapi import APIRouter
+
+from app.schemas.common import ApiResponse
+
+router = APIRouter(prefix="/python-scripts", tags=["python"])
+
+# pythonbackend/scripts/cover/
+_SCRIPTS_DIR = Path(__file__).resolve().parents[3] / "scripts" / "cover"
+
+_SAFE_NAME = re.compile(r"^[a-zA-Z0-9][a-zA-Z0-9._/-]*\.py$")
+
+
+def _validate_name(name: str) -> str | None:
+    raw = name.strip().replace("\\", "/")
+    if not raw or not _SAFE_NAME.fullmatch(raw):
+        return None
+    if ".." in raw.split("/"):
+        return None
+    return raw
+
+
+def _resolve_script_path(safe: str) -> Path | None:
+    path = _SCRIPTS_DIR / safe
+    try:
+        base_resolved = _SCRIPTS_DIR.resolve()
+        resolved = path.resolve()
+        resolved.relative_to(base_resolved)
+    except (OSError, ValueError):
+        return None
+    if not path.is_file():
+        return None
+    return path
+
+
+@router.get("", response_model=ApiResponse[dict])
+async def get_python_script(name: str) -> ApiResponse[dict]:
+    safe = _validate_name(name)
+    if not safe:
+        return ApiResponse(ok=False, message="无效的脚本名称", data=None)
+    path = _resolve_script_path(safe)
+    if path is None:
+        return ApiResponse(ok=False, message=f"脚本不存在: {name}", data=None)
+    source = path.read_text(encoding="utf-8")
+    return ApiResponse(ok=True, message="", data={"source": source})
+
+
+@router.get("/list", response_model=ApiResponse[dict])
+async def list_python_scripts() -> ApiResponse[dict]:
+    if not _SCRIPTS_DIR.is_dir():
+        return ApiResponse(ok=True, message="", data={"names": []})
+    names: list[str] = []
+    for p in sorted(_SCRIPTS_DIR.rglob("*.py")):
+        if p.is_file():
+            rel = p.relative_to(_SCRIPTS_DIR).as_posix()
+            names.append(rel)
+    return ApiResponse(ok=True, message="", data={"names": names})
diff --git a/app/api/v1/router.py b/app/api/v1/router.py
index 95898a2..e384099 100644
--- a/app/api/v1/router.py
+++ b/app/api/v1/router.py
@@ -17,6 +17,7 @@ from app.api.v1 import (
     oem_users,
     auth,
     nodejs_scripts,
+    python_scripts,
     quickjs_scripts,
 )
 
@@ -37,3 +38,4 @@ api_router.include_router(oem_oem_branding.router)
 api_router.include_router(app_config.router)
 api_router.include_router(quickjs_scripts.router)
 api_router.include_router(nodejs_scripts.router)
+api_router.include_router(python_scripts.router)
diff --git a/scripts/cover/cover_generate.py b/scripts/cover/cover_generate.py
new file mode 100644
index 0000000..157ffe4
--- /dev/null
+++ b/scripts/cover/cover_generate.py
@@ -0,0 +1,328 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+桌面端封面生成入口（由 Tauri pythonscript runner 调用 __python_main）。
+优先高级模板 → PIL → ffmpeg drawtext 回退。
+"""
+from __future__ import annotations
+
+import json
+import os
+import subprocess
+import sys
+import tempfile
+import time
+from pathlib import Path
+
+SCRIPT_DIR = Path(__file__).resolve().parent
+if str(SCRIPT_DIR) not in sys.path:
+    sys.path.insert(0, str(SCRIPT_DIR))
+
+OUTPUT_DIR = Path(tempfile.gettempdir()) / "aiclient-cover"
+IMAGE_EXT = {".jpg", ".jpeg", ".png", ".bmp", ".webp"}
+
+
+def _emit_progress(status: str) -> None:
+    native = globals().get("__native")
+    if native is not None and hasattr(native, "emit_progress"):
+        native.emit_progress(status)
+
+
+def _locate_ffmpeg() -> str | None:
+    env = os.environ.get("AICLIENT_FFMPEG_PATH", "").strip()
+    if env and os.path.isfile(env):
+        return env
+    return None
+
+
+def _normalize_path(p: str) -> str:
+    return str(p).replace("\\", "/")
+
+
+def _is_image(path: str) -> bool:
+    return Path(path).suffix.lower() in IMAGE_EXT
+
+
+def _ensure_output_dir() -> Path:
+    OUTPUT_DIR.mkdir(parents=True, exist_ok=True)
+    return OUTPUT_DIR
+
+
+def _exec_ffmpeg(args: list[str]) -> None:
+    ffmpeg = _locate_ffmpeg()
+    if not ffmpeg:
+        raise RuntimeError(
+            "未找到 ffmpeg，请配置 AICLIENT_FFMPEG_PATH 或 src-tauri/binaries/ffmpeg.exe"
+        )
+    r = subprocess.run(
+        [ffmpeg, *args],
+        capture_output=True,
+        text=True,
+        encoding="utf-8",
+        errors="replace",
+    )
+    if r.returncode != 0:
+        msg = (r.stderr or r.stdout or "").strip() or f"ffmpeg 退出码 {r.returncode}"
+        raise RuntimeError(msg)
+
+
+def _locate_cjk_font() -> str | None:
+    scripts_dir = os.environ.get("AICLIENT_COVER_SCRIPTS_DIR") or str(SCRIPT_DIR)
+    windir = os.environ.get("WINDIR", r"C:\Windows")
+    candidates = [
+        os.path.join(scripts_dir, "fonts", "simhei.ttf"),
+        os.path.join(scripts_dir, "fonts", "msyh.ttc"),
+        os.path.join(windir, "Fonts", "simhei.ttf"),
+        os.path.join(windir, "Fonts", "msyh.ttc"),
+        os.path.join(windir, "Fonts", "simsun.ttc"),
+    ]
+    for p in candidates:
+        if p and os.path.isfile(p):
+            return p
+    return None
+
+
+def _prepare_frame(source_path: str, temp_frame_path: str) -> None:
+    if _is_image(source_path):
+        _emit_progress("正在加载图片素材…")
+        _exec_ffmpeg(
+            [
+                "-i",
+                source_path,
+                "-vf",
+                "scale=1080:1920:force_original_aspect_ratio=decrease,"
+                "pad=1080:1920:(ow-iw)/2:(oh-ih)/2:color=black",
+                "-y",
+                temp_frame_path,
+            ]
+        )
+        return
+    _emit_progress("正在提取视频帧…")
+    _exec_ffmpeg(
+        [
+            "-ss",
+            "00:00:03",
+            "-i",
+            source_path,
+            "-vframes",
+            "1",
+            "-pix_fmt",
+            "yuvj420p",
+            "-c:v",
+            "mjpeg",
+            "-strict:v",
+            "unofficial",
+            "-f",
+            "image2",
+            "-y",
+            temp_frame_path,
+        ]
+    )
+
+
+def _escape_ffmpeg_path(file_path: str) -> str:
+    return file_path.replace("\\", "/").replace(":", "\\:")
+
+
+def _run_ffmpeg_cover(
+    source_video: str,
+    title_text: str,
+    effect_style: dict,
+    cover_path: str,
+    temp_frame_path: str,
+) -> None:
+    _prepare_frame(source_video, temp_frame_path)
+    title_font_size = effect_style.get("titleFontSize") or 90
+    title_font_color = effect_style.get("titleFontColor") or effect_style.get("titleColor") or "#FFFFFF"
+    title_position = effect_style.get("titlePosition")
+    if isinstance(title_position, dict):
+        text_pos = "y=h-text_h-50"
+    elif title_position == "top":
+        text_pos = "y=50"
+    elif title_position == "center":
+        text_pos = "y=(h-text_h)/2"
+    else:
+        text_pos = "y=h-text_h-50"
+
+    font_file = _locate_cjk_font()
+    if not font_file:
+        raise RuntimeError(
+            "未找到中文字体文件，无法使用 ffmpeg 绘制标题"
+        )
+
+    title_file = OUTPUT_DIR / f"cover_title_{int(time.time() * 1000)}.txt"
+    title_file.write_text(str(title_text), encoding="utf-8")
+    try:
+        font_opt = f"fontfile='{_escape_ffmpeg_path(font_file)}'"
+        text_opt = f"textfile='{_escape_ffmpeg_path(str(title_file))}'"
+        vf = (
+            f"drawtext={font_opt}:{text_opt}:fontsize={title_font_size}:"
+            f"fontcolor={title_font_color}:x=(w-text_w)/2:{text_pos}:"
+            "shadowcolor=black:shadowx=2:shadowy=2"
+        )
+        _emit_progress("正在叠加标题文字（ffmpeg）…")
+        _exec_ffmpeg(["-i", temp_frame_path, "-vf", vf, "-y", cover_path])
+    finally:
+        try:
+            title_file.unlink(missing_ok=True)
+        except OSError:
+            pass
+
+
+def _is_advanced_cover_config(config: dict | None) -> bool:
+    if not config or not isinstance(config, dict):
+        return False
+    return (
+        config.get("blurBackground") is not None
+        or config.get("extractPerson") is not None
+        or config.get("personOutlineColor") is not None
+        or config.get("personOutlineWidth") is not None
+        or config.get("maskImagePath") is not None
+        or bool(config.get("titleFontFamily"))
+        or config.get("titleBackgroundEnabled") is not None
+        or config.get("personSize") is not None
+        or config.get("backgroundBlurEnabled") is not None
+    )
+
+
+def _should_use_pil_cover(effect_style: dict) -> bool:
+    if _is_advanced_cover_config(effect_style):
+        return False
+    return (
+        bool(effect_style.get("titleStrokeWidth"))
+        or bool(effect_style.get("titleFontFamily"))
+        or bool(effect_style.get("titleColor"))
+        or (effect_style.get("titleShadowBlur") or 0) > 0
+    )
+
+
+def _run_advanced(
+    video_path: str,
+    title_text: str,
+    output_path: str,
+    config: dict,
+) -> dict:
+    from advanced_cover_generator import AdvancedCoverGenerator
+
+    _emit_progress("正在使用高级封面生成器…")
+    merged = {
+        **config,
+        "output": output_path,
+        "video": video_path,
+        "title": title_text,
+    }
+    generator = AdvancedCoverGenerator(merged)
+    result = generator.generate()
+    if not result.get("success"):
+        return {
+            "success": False,
+            "error": result.get("error") or result.get("message") or "高级封面生成失败",
+        }
+    if not os.path.isfile(output_path):
+        return {"success": False, "error": "封面文件未生成"}
+    return {
+        "success": True,
+        "coverPath": result.get("coverPath") or output_path,
+        "previewImages": result.get("previewImages") or [],
+        "message": result.get("message") or "高级封面生成完成",
+        "mode": "advanced_python",
+    }
+
+
+def _run_pil(
+    video_path: str,
+    title_text: str,
+    output_path: str,
+    config: dict,
+    timestamp: float = 3,
+) -> dict:
+    import cover_generator as cg
+
+    _emit_progress("正在使用 PIL 封面生成器…")
+    frame = cg.extract_frame_from_video(video_path, timestamp)
+    if frame is None:
+        return {"success": False, "error": "无法从视频提取帧"}
+    width, height = frame.size
+    max_width = config.get("maxWidth", 1920)
+    if width > max_width:
+        scale = max_width / width
+        frame = frame.resize(
+            (max_width, int(height * scale)),
+            cg.Image.Resampling.LANCZOS,
+        )
+    result = cg.add_text_to_image(frame, title_text, config)
+    out_dir = os.path.dirname(output_path)
+    if out_dir:
+        os.makedirs(out_dir, exist_ok=True)
+    result.save(output_path, quality=95)
+    if not os.path.isfile(output_path):
+        return {"success": False, "error": "封面文件未生成"}
+    return {
+        "success": True,
+        "coverPath": output_path,
+        "message": "封面生成完成",
+        "mode": "pil_python",
+    }
+
+
+def __python_main(params: dict | None) -> dict:
+    p = params or {}
+    video_path = str(p.get("videoPath") or "").strip()
+    title_text = str(p.get("titleText") or "").strip()
+    effect_style = p.get("effectStyle") or {}
+    if not isinstance(effect_style, dict):
+        effect_style = {}
+
+    if not video_path or not os.path.isfile(video_path):
+        return {
+            "success": False,
+            "error": "视频文件不存在，请先在步骤 02/03/05 生成视频",
+        }
+    if not title_text:
+        return {
+            "success": False,
+            "error": "标题文本不能为空，请先在步骤 04 生成标题",
+        }
+
+    _ensure_output_dir()
+    ts = int(time.time() * 1000)
+    temp_frame_path = str(OUTPUT_DIR / f"temp_frame_{ts}.jpg")
+    cover_path = str(OUTPUT_DIR / f"cover_{ts}.jpg")
+
+    source_video = video_path
+    custom = str(effect_style.get("customVideoPath") or "").strip()
+    if custom and os.path.isfile(custom):
+        source_video = custom
+
+    try:
+        if _is_advanced_cover_config(effect_style):
+            adv = _run_advanced(source_video, title_text, cover_path, effect_style)
+            if adv.get("success"):
+                return adv
+            _emit_progress(
+                f"高级生成失败，尝试回退：{str(adv.get('error') or '')[:80]}"
+            )
+        elif _should_use_pil_cover(effect_style):
+            pil = _run_pil(source_video, title_text, cover_path, effect_style)
+            if pil.get("success"):
+                return pil
+            _emit_progress("PIL 生成失败，尝试 ffmpeg 回退…")
+
+        _run_ffmpeg_cover(
+            source_video, title_text, effect_style, cover_path, temp_frame_path
+        )
+        if os.path.isfile(temp_frame_path):
+            try:
+                os.unlink(temp_frame_path)
+            except OSError:
+                pass
+        if not os.path.isfile(cover_path):
+            return {"success": False, "error": "封面文件未生成"}
+        return {
+            "success": True,
+            "coverPath": cover_path,
+            "message": "封面生成完成",
+            "mode": "ffmpeg",
+        }
+    except Exception as e:
+        return {"success": False, "error": str(e) or repr(e)}
diff --git a/scripts/cover/modules/extractor.py b/scripts/cover/modules/extractor.py
new file mode 100644
index 0000000..ed6c104
--- /dev/null
+++ b/scripts/cover/modules/extractor.py
@@ -0,0 +1,34 @@
+"""
+视频帧提取（供 modules.segment 的 segment_person_from_video_frame 使用）
+"""
+from __future__ import annotations
+
+import cv2
+import numpy as np
+
+
+class VideoExtractor:
+    """从视频中按时间戳抽取一帧（RGB numpy 数组）。"""
+
+    def __init__(self, video_path: str) -> None:
+        self.video_path = video_path
+        self._cap = cv2.VideoCapture(video_path)
+        if not self._cap.isOpened():
+            raise RuntimeError(f"无法打开视频: {video_path}")
+
+    def extract_frame_at_time(self, time_seconds: float) -> np.ndarray:
+        self._cap.set(cv2.CAP_PROP_POS_MSEC, max(0.0, float(time_seconds)) * 1000.0)
+        ret, frame = self._cap.read()
+        if not ret or frame is None:
+            self._cap.release()
+            raise RuntimeError(f"无法在 {time_seconds}s 处提取视频帧: {self.video_path}")
+        rgb = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
+        self._cap.release()
+        return rgb
+
+    def __del__(self) -> None:
+        try:
+            if hasattr(self, "_cap") and self._cap is not None:
+                self._cap.release()
+        except Exception:
+            pass