diff --git a/readme.md b/readme.md
deleted file mode 100644
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--- a/readme.md
+++ /dev/null
@@ -1,116 +0,0 @@
-# B站关注清理工具 - Scripts 版
-
-> 一键命令运行全流程：`python source/scripts/run_pipeline.py`
-
-python source/scripts/run_pipeline.py --input-json source/resources/export_uids_test5.json
-
-本工具包含7个步骤的完整流水线：
-
-1. 抓取视频标题
-2. 分批AI分析
-3. 生成保留关注报告
-4. 生成取关UID列表
-5. 按首字母排序
-6. 提取分组信息
-7. 删除最近10条标题
-
-## 快速开始
-
-```powershell
-# 完整流程（推荐）
-python source/scripts/run_pipeline.py
-
-# 速度优先
-python source/scripts/run_pipeline.py --workers 8 --batch-size 30 --sleep-seconds 0
-
-# 试跑30个UP
-python source/scripts/run_pipeline.py --max-ups 30
-
-# 跳过抓取，使用已有标题报告
-python source/scripts/run_pipeline.py --skip-fetch
-
-# 跳过分析，仅生成产物
-python source/scripts/run_pipeline.py --skip-analyze
-
-# 跳过排序/分组/删除
-python source/scripts/run_pipeline.py --skip-sort --skip-group --skip-remove
-```
-
-## 输出文件
-
-| 文件 | 说明 |
-|------|------|
-| `source/output/reports/1_up_titles_report.md` | 标题抓取报告 |
-| `source/output/reports/2_up_analysis_full_auto.md` | AI分析报告（完整） |
-| `source/output/reports/3_up_keep_follow_only.md` | 保留关注报告 |
-| `source/output/uids/4_unfollow_mids_list.txt` | 取关UID列表 |
-| `source/output/reports/5_sorted_up_analysis.md` | 按首字母排序报告 |
-| `source/output/reports/6_group_info.md` | 提取分组信息报告 |
-| `source/output/reports/7_no_titles.md` | 最终报告（删除最近10条） |
-
-## 常用参数
-
-| 参数 | 默认值 | 说明 |
-|------|--------|------|
-| `--workers` | 6 | 并发请求数 |
-| `--batch-size` | 20 | 每批分析条数 |
-| `--max-ups` | 0（全部） | 限制处理UP数量 |
-| `--split-size` | 100 | UID拆分大小 |
-| `--sleep-seconds` | 0 | 任务间隔秒数 |
-
-### 跳过参数
-
-| 参数 | 说明 |
-|------|------|
-| `--skip-fetch` | 跳过抓取阶段 |
-| `--skip-analyze` | 跳过分析阶段 |
-| `--skip-sort` | 跳过排序阶段 |
-| `--skip-group` | 跳过提取分组阶段 |
-| `--skip-remove` | 跳过删除最近10条阶段 |
-
-## 分步执行
-
-### 步骤1：抓取标题
-```powershell
-python source/scripts/analyze_up_content.py --skip-ai
-```
-
-### 步骤2：分批AI分析
-```powershell
-python source/scripts/batch_ai_summary_from_report.py --run-all-batches
-```
-
-### 步骤3：生成保留关注报告
-```powershell
-python source/scripts/extract_keep_follow_doc.py
-```
-
-### 步骤4：生成取关UID
-```powershell
-python source/scripts/extract_unfollow_list.py --format mid-only --split-size 100
-```
-
-### 步骤5：按首字母排序
-```powershell
-python source/scripts/sort_up_main.py
-```
-
-### 步骤6：提取分组信息
-```powershell
-python source/scripts/extract_group_info.py
-```
-
-### 步骤7：删除最近10条标题
-```powershell
-python source/scripts/remove_10content.py
-```
-
-## 先配置API
-
-编辑 [source/scripts/analyze_up_content.py](source/scripts/analyze_up_content.py) 顶部配置：
-
-```python
-VOLCENGINE_API_KEY = "你的火山引擎API Key"
-VOLCENGINE_MODEL = "deepseek-v3-1-terminus"
-VOLCENGINE_BASE_URL = "https://ark.cn-beijing.volces.com/api/v3"
-```
\ No newline at end of file
diff --git a/source/.all_i_need/export_uids.json b/source/.all_i_need/export_uids.json
deleted file mode 100644
index a7165af..0000000
--- a/source/.all_i_need/export_uids.json
+++ /dev/null
@@ -1 +0,0 @@
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+++ /dev/null
@@ -1 +0,0 @@
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4840,146668655,1475977561,2016676980,12890453,1209319826,1577562848,1335124945,37974444,416206486,3546768587360615,129860965,371846699,3493129770502861,1780480185,472747194,18706318,1809567655,1253030023,8157388,245645656,1871365234,1937416537,593251783,102584256,1060544882,1335713025,3546617688886097,302188068,16433002,3546752326044595,3546613148551357,570064,652060948,2116071253,97407861,3546908731639909,673835935,3546693165386233,102438649,325864133,278761367,130763764,162183,544451485,323588182,281120100,668097429,486989780,316183842,412704776,3494353494345852,298711658,327247876,96609715,623448014,264869770,3493075691243699,478849208,3546945542948869,1464874349,1679822121,19414347,3493127314737312,702915816,3546638236781247,15397613,372313671,482867012,3546969421122388,522976477,1669112799,3546590214097572,3546937947064751,489640651,2100388025,254463269,673779175,491691175,1049078946,501642082,3690987316578579,458165375,3546662484052067,481153145,1159873315,258944527,1037607360,3546857594685834,1508100119,37858284,301388587,504164656,111900,1112568165,3690978099595618,572139281,3546830396721763,1815948385,495257108,385047828,319526152,1732848825,276483261,503577829,3546606469123022,491155397,1297136809,270471501,106685726,31341757,490494088,1511660367
\ No newline at end of file
diff --git a/source/.all_i_need/unfollow_mids_list.txt b/source/.all_i_need/unfollow_mids_list.txt
deleted file mode 100644
index d906f72..0000000
--- a/source/.all_i_need/unfollow_mids_list.txt
+++ /dev/null
@@ -1 +0,0 @@
-1044673687,1481344732,1858861103,444728505,23947287,35807625,111714204,1587138171,440798355,33291981,11914415,436700803,3493282273299102,612593877,2125857107,2000819931,507448807,505935166,14524124,385200931,1769820463,1562896062,3493285194632125,3493264275540254,479424216,604710494,1016523517,1428318343,700817047,543931674,1590538073,1574721168,432752294,3494376355400290,1795221360,4848323,495224316,3493258518858434,379247856,32360194,381653678,274928598,475656605,365212208,3546378525477862,35339643,1747335,1263990139,3493263038220393,251642119,387412319,1212367465,589747109,1025542770,23770618,3494350482836026,54091976,599449178,1715594148,3493127266503448,1767282898,487505057,630874464,1264711195,3537118481615036,319358609,518742534,385172962,4401694,474803476,525382468,3546595513600180,295993972,476819048,21435789,1725223092,2114928296,174471602,1480366563,17095888,295100453,1305776725,25694274,14797570,166828,385126080,3461582166166488,3537120815745590,489302782,73674032,1500074803,68134500,1047158092,3546571071293861,124806013,26055664,441631812,243680430,601300995,108526737,2100151539,3546603229023143,1749224369,3493133887211865,56300844,255139870,23244398,3493291869866324,3494354444355822,3546593938639500,1098004826,94577838,21849780,35105301,423319981,535023713,224560702,3546637651675315,3494361759221832,1640934198,1710911403,14342271,2031277323,603430640,3546568640694467,1741962246,1304346514,283389925,3461575868418125,3546622413768823,3494364269513335,185549749,502539494,73528331,510767506,3461579156752681,238171381,3546627212052911,448165099,1975692083,542824499,16243913,3494354016537425,316627722,1944667205,1433031509,3546387566299549,496787581,3546643550963789,382423121,600428973,430426421,325848853,735958,35162124,668794433,3546390949005555,478548163,3546672034482563,250584301,485234598,1555665460,6776617,108709998,437840703,28378491,67079745,1606682745,629101318,452161580,3493089637305282,374377163,213845897,323713206,272107494,622986240,1773278179,3546656899336980,67141499,318331,285027361,114366178,203983793,1283676771,1965933018,470624011,3546583482239276,3493281239402498,1475977561,2016676980,1209319826,1335124945,416206486,129860965,1780480185,1809567655,245645656,1937416537,1060544882,1335713025,3546617688886097,3546752326044595,3546613148551357,652060948,2116071253,97407861,3546908731639909,3546693165386233,278761367,323588182,486989780,3494353494345852,96609715,264869770,478849208,1679822121,19414347,3493127314737312,702915816,482867012,3546969421122388,3546590214097572,501642082,458165375,3546662484052067,481153145,1159873315,3546857594685834,1508100119,111900,1732848825,3546606469123022,106685726,490494088,1511660367
\ No newline at end of file
diff --git a/source/.all_i_need/unfollow_mids_list_1.txt b/source/.all_i_need/unfollow_mids_list_1.txt
deleted file mode 100644
index 33a6fcf..0000000
--- a/source/.all_i_need/unfollow_mids_list_1.txt
+++ /dev/null
@@ -1 +0,0 @@
-1044673687,1481344732,1858861103,444728505,23947287,35807625,111714204,1587138171,440798355,33291981,11914415,436700803,3493282273299102,612593877,2125857107,2000819931,507448807,505935166,14524124,385200931,1769820463,1562896062,3493285194632125,3493264275540254,479424216,604710494,1016523517,1428318343,700817047,543931674,1590538073,1574721168,432752294,3494376355400290,1795221360,4848323,495224316,3493258518858434,379247856,32360194,381653678,274928598,475656605,365212208,3546378525477862,35339643,1747335,1263990139,3493263038220393,251642119,387412319,1212367465,589747109,1025542770,23770618,3494350482836026,54091976,599449178,1715594148,3493127266503448,1767282898,487505057,630874464,1264711195,3537118481615036,319358609,518742534,385172962,4401694,474803476,525382468,3546595513600180,295993972,476819048,21435789,1725223092,2114928296,174471602,1480366563,17095888,295100453,1305776725,25694274,14797570,166828,385126080,3461582166166488,3537120815745590,489302782,73674032,1500074803,68134500,1047158092,3546571071293861,124806013,26055664,441631812,243680430,601300995,108526737
\ No newline at end of file
diff --git a/source/.all_i_need/unfollow_mids_list_2.txt b/source/.all_i_need/unfollow_mids_list_2.txt
deleted file mode 100644
index 30ec6a1..0000000
--- a/source/.all_i_need/unfollow_mids_list_2.txt
+++ /dev/null
@@ -1 +0,0 @@
-2100151539,3546603229023143,1749224369,3493133887211865,56300844,255139870,23244398,3493291869866324,3494354444355822,3546593938639500,1098004826,94577838,21849780,35105301,423319981,535023713,224560702,3546637651675315,3494361759221832,1640934198,1710911403,14342271,2031277323,603430640,3546568640694467,1741962246,1304346514,283389925,3461575868418125,3546622413768823,3494364269513335,185549749,502539494,73528331,510767506,3461579156752681,238171381,3546627212052911,448165099,1975692083,542824499,16243913,3494354016537425,316627722,1944667205,1433031509,3546387566299549,496787581,3546643550963789,382423121,600428973,430426421,325848853,735958,35162124,668794433,3546390949005555,478548163,3546672034482563,250584301,485234598,1555665460,6776617,108709998,437840703,28378491,67079745,1606682745,629101318,452161580,3493089637305282,374377163,213845897,323713206,272107494,622986240,1773278179,3546656899336980,67141499,318331,285027361,114366178,203983793,1283676771,1965933018,470624011,3546583482239276,3493281239402498,1475977561,2016676980,1209319826,1335124945,416206486,129860965,1780480185,1809567655,245645656,1937416537,1060544882,1335713025
\ No newline at end of file
diff --git a/source/.all_i_need/unfollow_mids_list_3.txt b/source/.all_i_need/unfollow_mids_list_3.txt
deleted file mode 100644
index 04a491c..0000000
--- a/source/.all_i_need/unfollow_mids_list_3.txt
+++ /dev/null
@@ -1 +0,0 @@
-3546617688886097,3546752326044595,3546613148551357,652060948,2116071253,97407861,3546908731639909,3546693165386233,278761367,323588182,486989780,3494353494345852,96609715,264869770,478849208,1679822121,19414347,3493127314737312,702915816,482867012,3546969421122388,3546590214097572,501642082,458165375,3546662484052067,481153145,1159873315,3546857594685834,1508100119,111900,1732848825,3546606469123022,106685726,490494088,1511660367
\ No newline at end of file
diff --git a/source/.gitignore b/source/.gitignore
deleted file mode 100644
index 89d3008..0000000
--- a/source/.gitignore
+++ /dev/null
@@ -1,91 +0,0 @@
-# 1. 忽略操作系统自动生成的文件
-.DS_Store
-Thumbs.db
-*.lnk
-
-# 2. 忽略编译/构建产物
-__pycache__/
-*.py[cod]
-*$py.class
-*.so
-.Python
-build/
-develop-eggs/
-dist/
-downloads/
-eggs/
-.eggs/
-lib/
-lib64/
-parts/
-sdist/
-var/
-wheels/
-*.egg-info/
-.installed.cfg
-*.egg
-MANIFEST
-
-# 3. 忽略IDE配置
-.vscode/
-.idea/
-*.swp
-*.swo
-*~
-
-# 4. 忽略日志文件
-*.log
-*.tmp
-*.temp
-*.md
-source/all_i_need/
-
-
-# 5. 忽略敏感数据
-*.env
-*.key
-*.pem
-*.cert
-config.yaml
-secrets/
-
-# 6. 忽略大型媒体文件
-*.mp4
-*.mov
-*.avi
-*.wav
-*.mp3
-*.zip
-*.tar
-*.gz
-*.7z
-*.rar
-
-# 7. 忽略数据分析/机器学习特有
-*.model
-*.h5
-*.pkl
-*.joblib
-.ipynb_checkpoints/
-
-# 8. 忽略你项目中的自动生成目录
-# 根据你的目录结构，忽略source/output/和source/reports/下的所有文件
-# 但保留目录结构本身（可以添加空的.gitkeep文件来保持空目录）
-source/output/**/*
-!source/output/.gitkeep
-source/reports/**/*
-!source/reports/.gitkeep
-source/.note
-source/.test_output/
-source/.note
-source/.test_output/
-source/all_i_need/**/*
-source/.*/
-source/all_i_need/**/*.txt
-source/all_i_need/**/*.json
-source/.all_i_need/export_uids.json
-source/.all_i_need/export_uids.txt
-source/.all_i_need/unfollow_mids_list_1.txt
-source/.all_i_need/unfollow_mids_list_2.txt
-source/.all_i_need/unfollow_mids_list_3.txt
-source/.all_i_need/unfollow_mids_list.txt
\ No newline at end of file
diff --git a/source/output/uids/4_unfollow_mids_list.txt b/source/output/uids/4_unfollow_mids_list.txt
deleted file mode 100644
index 4934e4f..0000000
--- a/source/output/uids/4_unfollow_mids_list.txt
+++ /dev/null
@@ -1 +0,0 @@
-321583894,439478093,1044673687,1031543543,1481344732
\ No newline at end of file
diff --git a/source/output/uids/4_unfollow_mids_list_1.txt b/source/output/uids/4_unfollow_mids_list_1.txt
deleted file mode 100644
index 4934e4f..0000000
--- a/source/output/uids/4_unfollow_mids_list_1.txt
+++ /dev/null
@@ -1 +0,0 @@
-321583894,439478093,1044673687,1031543543,1481344732
\ No newline at end of file
diff --git a/source/output/uids/unfollow_mids_list.txt b/source/output/uids/unfollow_mids_list.txt
deleted file mode 100644
index d906f72..0000000
--- a/source/output/uids/unfollow_mids_list.txt
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/source/output/uids/unfollow_mids_list_1.txt b/source/output/uids/unfollow_mids_list_1.txt
deleted file mode 100644
index 33a6fcf..0000000
--- a/source/output/uids/unfollow_mids_list_1.txt
+++ /dev/null
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\ No newline at end of file
diff --git a/source/output/uids/unfollow_mids_list_2.txt b/source/output/uids/unfollow_mids_list_2.txt
deleted file mode 100644
index 30ec6a1..0000000
--- a/source/output/uids/unfollow_mids_list_2.txt
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/source/output/uids/unfollow_mids_list_3.txt b/source/output/uids/unfollow_mids_list_3.txt
deleted file mode 100644
index 04a491c..0000000
--- a/source/output/uids/unfollow_mids_list_3.txt
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
diff --git a/source/resources/export_uids.json b/source/resources/export_uids.json
deleted file mode 100644
index a7165af..0000000
--- a/source/resources/export_uids.json
+++ /dev/null
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+++ /dev/null
@@ -1 +0,0 @@
-1357612844,321583894,439478093,1044673687,62224043,1031543543,1481344732,475443398,2026173074,1858861103,444728505,23947287,35807625,23791195,111714204,1937308559,1587138171,440798355,33291981,648113003,241241407,2099983410,11914415,436700803,3493282273299102,612593877,2125857107,40433405,2000819931,2053592854,546189,507448807,607281655,505935166,14524124,385200931,25876945,669397302,1769820463,1562896062,3493285194632125,3493264275540254,479424216,604710494,1016523517,409109266,1428318343,700817047,1634586116,543931674,1590538073,1574721168,432752294,15247078,499889496,506174440,1784235102,3494376355400290,320819729,1795221360,4848323,495224316,397109346,3493258518858434,379247856,32360194,381653678,393119260,274928598,475656605,365212208,26653094,474881660,3546378525477862,14484744,35339643,1747335,1263990139,3493263038220393,252075192,251642119,387412319,508455218,672614938,1212367465,3494374235179579,589747109,1025542770,23770618,3494350482836026,54091976,252028114,599449178,20826656,384317271,1715594148,3493127266503448,1767282898,487505057,630874464,1264711195,3537118481615036,319358609,518742534,385172962,1999199378,4401694,518619340,419109033,44980991,474803476,629408291,2052851329,525382468,3546595513600180,1475748134,295993972,287591832,38061207,509905775,476819048,21435789,49746395,419052321,488218866,1725223092,1067722283,3494360540777110,2114928296,174471602,43584648,3493281113573620,1480366563,3546590293789198,17095888,391831595,15862638,295100453,1305776725,3493283187657030,25694274,14797570,20998925,166828,3546575620016315,451196839,485163549,13260671,385126080,3546610074126569,523603911,298332602,3461582166166488,3537120815745590,208300745,489302782,430385404,73674032,1500074803,488313112,68134500,1047158092,3546571071293861,1246792669,621235564,124806013,26055664,441631812,243680430,601300995,108526737,2100151539,3461566464789457,3546603229023143,628054609,1749224369,3493133887211865,56300844,35639011,255139870,1029508158,23244398,18562567,3493291869866324,3494354444355822,594840903,3546593938639500,1618054,1098004826,94577838,21849780,35105301,423319981,413276548,693654968,3493111665789758,15520342,535023713,1321969690,11555160,224560702,17789957,2073606358,531692757,1823466601,524899324,3546637651675315,583967110,3494361759221832,1640934198,383587023,1710911403,14342271,2031277323,520814591,603430640,3546568640694467,3546571882892263,3493140684081255,28535841,1741962246,145611758,26742637,418201063,673614860,1304346514,283389925,107861587,1954415159,415500574,3461575868418125,400258300,3546655775263285,3546622413768823,102617968,217475729,685526816,3494364269513335,185549749,502539494,73528331,14004258,3546604311152974,510767506,1169142430,1633547470,1315696773,15741969,3461579156752681,238171381,3546627212052911,3546670222543152,448165099,2233213,1975692083,542824499,16243913,3494354016537425,316627722,14520423,3546613639284889,1944667205,1433031509,3546662922357356,355155672,506786489,3546387566299549,496787581,3546643550963789,515457626,510362725,10698584,345339963,601612399,346563107,289189019,1593690059,382423121,600428973,430426421,294262027,923477,370982805,408179496,100785033,3493107370822154,325848853,22234926,735958,442603088,35162124,520819684,613408351,668794433,3546390949005555,276983285,34107188,385168742,413049762,18509044,22511468,673420980,478548163,563396855,357669580,319176130,3546672034482563,250584301,27022750,485234598,1555665460,1408106571,6776617,30947486,18024796,2097311046,296399504,3493262402783627,487881722,108709998,11146869,37950062,481434238,437840703,598464467,611584263,1957113893,496261881,1735615743,687410230,46880349,245869,1094131374,28378491,1875198641,248466804,1915842925,67079745,379889714,14583962,412499953,395188578,21612876,3494363613104182,1980386544,661141753,151155077,679619486,52699256,67907025,72270557,3546588897086207,32229576,3493079826828072,96639395,1606682745,1534642081,21778636,3546752795805831,703186600,415200463,33683045,569956690,407045223,20259914,942755,205631797,11270116,629101318,321691718,520097839,326427334,452161580,508171633,26108626,3493089637305282,364654971,335850246,519872016,522262428,612194373,1839363891,743226,374377163,213845897,88461692,94727573,693447092,65564239,323713206,1070859358,1705267972,388576777,43219807,11021614,70217434,477671072,3494374304385046,390186534,272107494,514924891,435931665,1140672573,14871346,3546730316433889,622986240,69837092,664086886,439028291,193147738,1773278179,26606146,38598226,3546656899336980,430856432,2039176794,485356818,67141499,1270632901,103261012,353816116,457983079,239688446,3546821062298417,391930545,1632276842,27415479,266765166,22072692,394252131,320203065,11023521,446630510,318331,285027361,114366178,1575688490,108753930,95256449,203983793,3546647317448859,39665558,34786453,302417610,518514395,322683393,519266610,1271953419,1283676771,367678065,386643440,1965933018,470624011,3546583482239276,3493281239402498,3546886008998093,1791942573,35868098,2056649750,30646569,157504840,146668655,1475977561,2016676980,12890453,1209319826,1577562848,1335124945,37974444,416206486,3546768587360615,129860965,371846699,3493129770502861,1780480185,472747194,18706318,1809567655,1253030023,8157388,245645656,1871365234,1937416537,593251783,102584256,1060544882,1335713025,3546617688886097,302188068,16433002,3546752326044595,3546613148551357,570064,652060948,2116071253,97407861,3546908731639909,673835935,3546693165386233,102438649,325864133,278761367,130763764,162183,544451485,323588182,281120100,668097429,486989780,316183842,412704776,3494353494345852,298711658,327247876,96609715,623448014,264869770,3493075691243699,478849208,3546945542948869,1464874349,1679822121,19414347,3493127314737312,702915816,3546638236781247,15397613,372313671,482867012,3546969421122388,522976477,1669112799,3546590214097572,3546937947064751,489640651,2100388025,254463269,673779175,491691175,1049078946,501642082,3690987316578579,458165375,3546662484052067,481153145,1159873315,258944527,1037607360,3546857594685834,1508100119,37858284,301388587,504164656,111900,1112568165,3690978099595618,572139281,3546830396721763,1815948385,495257108,385047828,319526152,1732848825,276483261,503577829,3546606469123022,491155397,1297136809,270471501,106685726,31341757,490494088,1511660367
\ No newline at end of file
diff --git a/source/resources/export_uids_test5.json b/source/resources/export_uids_test5.json
deleted file mode 100644
index 5fc2001..0000000
--- a/source/resources/export_uids_test5.json
+++ /dev/null
@@ -1 +0,0 @@
-[{"mid":1357612844,"name":"考研英语马天艺老师","tag":[]},{"mid":321583894,"name":"我是蓝同学啊","tag":["实力派"]},{"mid":439478093,"name":"中国食品报融媒体","tag":["纪录片","新闻"]},{"mid":1044673687,"name":"心理述","tag":[]},{"mid":62224043,"name":"栗之from一直夫妇","tag":[]},{"mid":1031543543,"name":"Java面试突击-Mic","tag":[]},{"mid":1481344732,"name":"我们都是社畜","tag":["准备取关"]},{"mid":475443398,"name":"黑毛羊驼","tag":["准备取关"]}]
diff --git a/source/resources/export_uids_test5.txt b/source/resources/export_uids_test5.txt
deleted file mode 100644
index 5f948bd..0000000
--- a/source/resources/export_uids_test5.txt
+++ /dev/null
@@ -1 +0,0 @@
-1357612844,321583894,439478093,1044673687,62224043
\ No newline at end of file
diff --git a/source/scripts/analyze_up_content.py b/source/scripts/analyze_up_content.py
deleted file mode 100644
index fb7c973..0000000
--- a/source/scripts/analyze_up_content.py
+++ /dev/null
@@ -1,690 +0,0 @@
-#!/usr/bin/env python3
-"""Fetch recent Bilibili video titles for UIDs and analyze with Volcengine API.
-
-Input JSON format (list of objects):
-[
-  {"mid": 12345, "name": "UP Name", "tag": ["准备取关"]}
-]
-"""
-
-from __future__ import annotations
-
-import argparse
-import hashlib
-import html
-import json
-import random
-import re
-import sys
-import time
-from dataclasses import dataclass
-from pathlib import Path
-from typing import Any
-from urllib import error, parse, request
-
-
-BILIBILI_API = "https://api.bilibili.com/x/space/arc/search"
-BILIBILI_WBI_API = "https://api.bilibili.com/x/space/wbi/arc/search"
-BILIBILI_NAV_API = "https://api.bilibili.com/x/web-interface/nav"
-# 可选：如果仍频繁触发412，可填浏览器里复制的Cookie字符串。
-BILIBILI_COOKIE = "buvid3=5D02D792-070F-79D0-4243-4F75C6277EC022345infoc; b_nut=1765807422; _uuid=1796ECEE-451E-E1B7-1D9A-5D7F5CCCDA5822634infoc; buvid_fp=993faeece85f3e3119d8331a4e5bf683; buvid4=785EC013-0E2C-BC9F-5CBD-B8B00C76D13024715-025121522-ba1d0oh5R0Q47E2dVDisZg%3D%3D; SESSDATA=875331b4%2C1781359476%2C70459%2Ac1CjAXAQicR89csAHVVl-X8yAIy0-eko5ey69tJAyAXIbHhSU5HaUgth-E2fW1e9ij0MESVll2anVrYXVOYkc3VzZ2RmtFQlZzUnNoR0JOdUNZYldWSXh4Y3NZVlVWc1lOaC04M2JRQ3VKZ0x5b2RMbXl1MWpCSE1XMjd2UjVDTUJoUko1bU96aE9BIIEC; bili_jct=2e6b55fe6837ee753c69cd477c1b1ac6; DedeUserID=440102691; DedeUserID__ckMd5=42ab71f1395d8071; theme-tip-show=SHOWED; rpdid=|(u~RklkYm)u0J'u~Yl)|~YuR; hit-dyn-v2=1; theme-avatar-tip-show=SHOWED; LIVE_BUVID=AUTO5117758855687732; PVID=3; CURRENT_QUALITY=64; theme-switch-show=SHOWED; home_feed_column=4; browser_resolution=1359-871; bili_ticket=eyJhbGciOiJIUzI1NiIsImtpZCI6InMwMyIsInR5cCI6IkpXVCJ9.eyJleHAiOjE3NzcyODE5NjAsImlhdCI6MTc3NzAyMjcwMCwicGx0IjotMX0.euCIXefcvPlg1SwKKQh2HLfYStrTdG8dN-qnKCeUBFU; bili_ticket_expires=1777281900; sid=7beimq93; CURRENT_FNVAL=2000; bp_t_offset_440102691=1195139899255160832; b_lsid=52AAA640_19DC3A11696"
-RUNTIME_BILIBILI_COOKIE = ""
-DEFAULT_USER_AGENT = (
-    "Mozilla/5.0 (Windows NT 10.0; Win64; x64) "
-    "AppleWebKit/537.36 (KHTML, like Gecko) "
-    "Chrome/124.0.0.0 Safari/537.36"
-)
-MIXIN_KEY_ENC_TAB = [
-    46, 47, 18, 2, 53, 8, 23, 32, 15, 50, 10, 31, 58, 3, 45, 35,
-    27, 43, 5, 49, 33, 9, 42, 19, 29, 28, 14, 39, 12, 38, 41, 13,
-    37, 48, 7, 16, 24, 55, 40, 61, 26, 17, 0, 1, 60, 51, 30, 4,
-    22, 25, 54, 21, 56, 59, 6, 63, 57, 62, 11, 36, 20, 34, 44, 52,
-]
-
-# 在这里直接填写火山引擎配置。
-VOLCENGINE_API_KEY = "586d443c-5034-4810-9760-50ce77394e8a"
-VOLCENGINE_MODEL = "deepseek-v3-1-terminus"
-VOLCENGINE_BASE_URL = "https://ark.cn-beijing.volces.com/api/v3"
-
-
-@dataclass
-class UpItem:
-    mid: int
-    name: str
-    tag: list[str]
-
-
-def parse_args() -> argparse.Namespace:
-    parser = argparse.ArgumentParser(
-        description="抓取 UP 前10个视频标题，并调用火山引擎 API 生成分析报告"
-    )
-    parser.add_argument(
-        "--input",
-        default="./source/resources/export_uids.json",
-        help="输入 JSON 文件路径，默认: ./source/resources/export_uids.json",
-    )
-    parser.add_argument(
-        "--output",
-        default="./source/output/reports/up_titles_report.md",
-        help="输出 Markdown 报告路径，默认: ./source/output/reports/up_titles_report.md",
-    )
-    parser.add_argument(
-        "--titles-per-up",
-        type=int,
-        default=10,
-        help="每个 UP 抓取的视频标题数量，默认: 10",
-    )
-    parser.add_argument(
-        "--max-ups",
-        type=int,
-        default=0,
-        help="最多处理多少个 UP，0 表示全部",
-    )
-    parser.add_argument(
-        "--only-tag",
-        default="",
-        help="只处理包含该标签的 UP，例如: 准备取关；留空表示不过滤",
-    )
-    parser.add_argument(
-        "--sleep-seconds",
-        type=float,
-        default=0.8,
-        help="每个 UP 抓取后的等待秒数，默认: 0.8",
-    )
-    parser.add_argument(
-        "--retry-times",
-        type=int,
-        default=3,
-        help="抓取重试次数（遇到412/-799时），默认: 3",
-    )
-    parser.add_argument(
-        "--test-mid",
-        type=int,
-        default=0,
-        help="测试模式：只抓取这个mid，不读取输入文件",
-    )
-    parser.add_argument(
-        "--test-name",
-        default="TEST_UP",
-        help="测试模式下显示名称，默认: TEST_UP",
-    )
-    parser.add_argument(
-        "--skip-ai",
-        action="store_true",
-        help="只测试抓取，不调用AI分析",
-    )
-    parser.add_argument(
-        "--debug",
-        action="store_true",
-        help="输出抓取调试信息",
-    )
-    parser.add_argument(
-        "--bili-cookie",
-        default="",
-        help="可选：运行时传入B站Cookie，优先级高于脚本内BILIBILI_COOKIE",
-    )
-    parser.add_argument(
-        "--fetch-mode",
-        choices=["auto", "api", "html"],
-        default="auto",
-        help="抓取模式: auto(先API后HTML)/api/html，默认: auto",
-    )
-    parser.add_argument(
-        "--analyze-from-report",
-        default="",
-        help="从已有报告读取标题并仅执行AI分析，例如: source/up_analysis_report.md",
-    )
-    parser.add_argument(
-        "--batch-size",
-        type=int,
-        default=30,
-        help="分批分析时每批数量，默认: 30",
-    )
-    parser.add_argument(
-        "--batch-index",
-        type=int,
-        default=1,
-        help="分批分析批次序号(从1开始)，默认: 1",
-    )
-    return parser.parse_args()
-
-
-def parse_report_items(report_path: Path) -> list[dict[str, Any]]:
-    lines = report_path.read_text(encoding="utf-8").splitlines()
-    items: list[dict[str, Any]] = []
-    current: dict[str, Any] | None = None
-    section = ""
-
-    for line in lines:
-        m = re.match(r"^##\s+\d+\.\s+(.*?)\s+\(mid:\s*(\d+)\)", line)
-        if m:
-            if current is not None:
-                items.append(current)
-            current = {
-                "mid": int(m.group(2)),
-                "name": m.group(1).strip(),
-                "tag": [],
-                "url": f"https://space.bilibili.com/{int(m.group(2))}/video",
-                "titles": [],
-                "analysis": "",
-                "error": "",
-            }
-            section = ""
-            continue
-
-        if current is None:
-            continue
-
-        if line.startswith("- 主页: "):
-            current["url"] = line.replace("- 主页: ", "", 1).strip()
-            continue
-        if line.startswith("- 标签: "):
-            raw_tag = line.replace("- 标签: ", "", 1).strip()
-            current["tag"] = [] if raw_tag in ("", "无") else [x.strip() for x in raw_tag.split(",") if x.strip()]
-            continue
-        if line == "### 最近10条标题":
-            section = "titles"
-            continue
-        if line == "### AI分析":
-            section = "analysis"
-            continue
-        if line == "### 异常":
-            section = "error"
-            continue
-        if line.startswith("### "):
-            section = ""
-            continue
-
-        if section == "titles" and line.startswith("- "):
-            t = line[2:].strip()
-            if t and t != "（未抓取到标题）":
-                current["titles"].append(t)
-        elif section == "analysis":
-            if line.strip():
-                if current["analysis"]:
-                    current["analysis"] += "\n" + line.strip()
-                else:
-                    current["analysis"] = line.strip()
-        elif section == "error" and line.startswith("- "):
-            current["error"] = line[2:].strip()
-
-    if current is not None:
-        items.append(current)
-    return items
-
-
-def run_batch_analysis_from_report(args: argparse.Namespace, output_path: Path) -> int:
-    report_path = Path(args.analyze_from_report)
-    if not report_path.exists():
-        print(f"报告文件不存在: {report_path}", file=sys.stderr)
-        return 1
-
-    items = parse_report_items(report_path)
-    if not items:
-        print("报告中未解析到可分析条目", file=sys.stderr)
-        return 1
-
-    pending = [
-        it for it in items
-        if it.get("titles") and (not it.get("analysis") or it.get("analysis") == "测试模式已跳过AI分析")
-    ]
-    if not pending:
-        print("报告中没有待分析条目（可能已全部分析完成）")
-        output_path.write_text(build_report(items), encoding="utf-8")
-        return 0
-
-    batch_size = max(args.batch_size, 1)
-    batch_index = max(args.batch_index, 1)
-    start = (batch_index - 1) * batch_size
-    end = start + batch_size
-    batch = pending[start:end]
-    if not batch:
-        print(f"批次为空: batch-index={batch_index}, batch-size={batch_size}, 待分析总数={len(pending)}")
-        output_path.write_text(build_report(items), encoding="utf-8")
-        return 0
-
-    print(
-        f"开始分批分析: 第{batch_index}批, 每批{batch_size}条, "
-        f"本批{len(batch)}条, 待分析总数{len(pending)}"
-    )
-
-    key_to_index = {f"{it['mid']}::{it['name']}": idx for idx, it in enumerate(items)}
-    for idx, it in enumerate(batch, start=1):
-        print(f"[batch {idx}/{len(batch)}] AI分析: {it['name']} ({it['mid']})")
-        try:
-            analysis = analyze_titles(it["name"], it["url"], it["titles"])
-            origin_idx = key_to_index.get(f"{it['mid']}::{it['name']}")
-            if origin_idx is not None:
-                items[origin_idx]["analysis"] = analysis
-                items[origin_idx]["error"] = ""
-        except Exception as exc:  # noqa: BLE001
-            origin_idx = key_to_index.get(f"{it['mid']}::{it['name']}")
-            if origin_idx is not None:
-                items[origin_idx]["error"] = str(exc)
-        time.sleep(max(args.sleep_seconds, 0.0))
-
-    output_path.parent.mkdir(parents=True, exist_ok=True)
-    output_path.write_text(build_report(items), encoding="utf-8")
-    print(f"分批分析报告已生成: {output_path}")
-    return 0
-
-
-def load_up_items(input_path: Path) -> list[UpItem]:
-    raw = json.loads(input_path.read_text(encoding="utf-8"))
-    if not isinstance(raw, list):
-        raise ValueError("输入 JSON 必须是数组")
-
-    items: list[UpItem] = []
-    for idx, obj in enumerate(raw):
-        if not isinstance(obj, dict):
-            raise ValueError(f"第 {idx + 1} 项不是对象")
-        mid = obj.get("mid")
-        name = obj.get("name", "")
-        tags = obj.get("tag", [])
-        if mid is None:
-            continue
-        try:
-            mid_int = int(mid)
-        except (TypeError, ValueError):
-            continue
-        if not isinstance(name, str):
-            name = str(name)
-        if not isinstance(tags, list):
-            tags = []
-        tags = [str(t) for t in tags]
-        items.append(UpItem(mid=mid_int, name=name.strip(), tag=tags))
-    return items
-
-
-def http_get_json(
-    url: str,
-    timeout: float = 20.0,
-    referer: str = "https://space.bilibili.com/",
-) -> dict[str, Any]:
-    headers = {
-        "User-Agent": DEFAULT_USER_AGENT,
-        "Referer": referer,
-        "Origin": "https://www.bilibili.com",
-        "Accept": "application/json, text/plain, */*",
-        "Accept-Language": "zh-CN,zh;q=0.9,en;q=0.8",
-    }
-    cookie = RUNTIME_BILIBILI_COOKIE.strip() or BILIBILI_COOKIE.strip()
-    if cookie:
-        headers["Cookie"] = cookie
-    req = request.Request(url, headers=headers, method="GET")
-    with request.urlopen(req, timeout=timeout) as resp:
-        body = resp.read().decode("utf-8", errors="replace")
-    return json.loads(body)
-
-
-def http_get_text(
-    url: str,
-    timeout: float = 20.0,
-    referer: str = "https://space.bilibili.com/",
-) -> str:
-    headers = {
-        "User-Agent": DEFAULT_USER_AGENT,
-        "Referer": referer,
-        "Origin": "https://www.bilibili.com",
-        "Accept": "text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8",
-        "Accept-Language": "zh-CN,zh;q=0.9,en;q=0.8",
-    }
-    cookie = RUNTIME_BILIBILI_COOKIE.strip() or BILIBILI_COOKIE.strip()
-    if cookie:
-        headers["Cookie"] = cookie
-    req = request.Request(url, headers=headers, method="GET")
-    with request.urlopen(req, timeout=timeout) as resp:
-        return resp.read().decode("utf-8", errors="replace")
-
-
-def get_mixin_key(img_key: str, sub_key: str) -> str:
-    origin = img_key + sub_key
-    mixed = "".join(origin[i] for i in MIXIN_KEY_ENC_TAB)
-    return mixed[:32]
-
-
-def build_wbi_params(base_params: dict[str, Any], mixin_key: str) -> dict[str, Any]:
-    params = {k: str(v) for k, v in base_params.items()}
-    params["wts"] = str(int(time.time()))
-    params = dict(sorted(params.items()))
-    filtered = {
-        k: re.sub(r"[!'()*]", "", v)
-        for k, v in params.items()
-    }
-    query = parse.urlencode(filtered)
-    w_rid = hashlib.md5((query + mixin_key).encode("utf-8")).hexdigest()
-    filtered["w_rid"] = w_rid
-    return filtered
-
-
-def get_wbi_mixin_key() -> str:
-    data = http_get_json(BILIBILI_NAV_API, referer="https://www.bilibili.com/")
-    if data.get("code") != 0:
-        raise RuntimeError(
-            f"获取wbi密钥失败 code={data.get('code')}, message={data.get('message')}"
-        )
-    wbi_img = data.get("data", {}).get("wbi_img", {})
-    img_url = wbi_img.get("img_url", "")
-    sub_url = wbi_img.get("sub_url", "")
-    if not img_url or not sub_url:
-        raise RuntimeError("获取wbi密钥失败: nav接口缺少img_url/sub_url")
-    img_key = img_url.rsplit("/", 1)[-1].split(".")[0]
-    sub_key = sub_url.rsplit("/", 1)[-1].split(".")[0]
-    return get_mixin_key(img_key, sub_key)
-
-
-def parse_titles_from_data(data: dict[str, Any]) -> list[str]:
-    vlist = data.get("data", {}).get("list", {}).get("vlist", [])
-    if not isinstance(vlist, list):
-        return []
-    titles: list[str] = []
-    for item in vlist:
-        if not isinstance(item, dict):
-            continue
-        title = item.get("title", "")
-        if isinstance(title, str) and title.strip():
-            titles.append(clean_html(title.strip()))
-    return titles
-
-
-def fetch_titles_from_space_html(mid: int, titles_per_up: int, debug: bool = False) -> list[str]:
-    url = f"https://space.bilibili.com/{mid}/video"
-    html_text = http_get_text(url, referer="https://www.bilibili.com/")
-
-    # 页面中视频封面<img>常携带标题到alt字段，优先从这里提取。
-    alt_candidates = re.findall(
-        r'<img[^>]*class="[^"]*b-img__inner[^"]*"[^>]*alt="([^"]+)"',
-        html_text,
-        flags=re.IGNORECASE,
-    )
-
-    titles: list[str] = []
-    seen: set[str] = set()
-    for raw in alt_candidates:
-        t = clean_html(html.unescape(raw)).strip()
-        if not t or t in seen:
-            continue
-        seen.add(t)
-        titles.append(t)
-        if len(titles) >= titles_per_up:
-            break
-
-    if debug:
-        print(f"[debug] HTML模式提取到 {len(titles)} 条标题")
-    return titles
-
-
-def fetch_titles(
-    mid: int,
-    titles_per_up: int,
-    retry_times: int = 3,
-    debug: bool = False,
-    fetch_mode: str = "auto",
-) -> list[str]:
-    base_params = {
-        "mid": str(mid),
-        "pn": "1",
-        "ps": str(titles_per_up),
-        "order": "pubdate",
-        "index": "1",
-        "jsonp": "json",
-    }
-
-    errors: list[str] = []
-    if fetch_mode in ("auto", "api"):
-        # 优先使用wbi接口，稳定性通常更好。
-        mixin_key = ""
-        try:
-            mixin_key = get_wbi_mixin_key()
-        except Exception as exc:  # noqa: BLE001
-            if debug:
-                print(f"[debug] 获取wbi密钥失败: {exc}")
-
-        for attempt in range(1, max(retry_times, 1) + 1):
-            try:
-                if mixin_key:
-                    signed = build_wbi_params(base_params, mixin_key)
-                    url = f"{BILIBILI_WBI_API}?{parse.urlencode(signed)}"
-                else:
-                    url = f"{BILIBILI_API}?{parse.urlencode(base_params)}"
-                data = http_get_json(url, referer=f"https://space.bilibili.com/{mid}/video")
-                code = data.get("code", -1)
-                if code == 0:
-                    titles = parse_titles_from_data(data)
-                    if titles:
-                        return titles
-                    errors.append("接口返回成功但标题为空")
-                else:
-                    errors.append(f"code={code}, message={data.get('message', 'unknown')} ")
-            except error.HTTPError as exc:
-                errors.append(f"HTTP {exc.code} {exc.reason}")
-            except Exception as exc:  # noqa: BLE001
-                errors.append(str(exc))
-
-            sleep_for = min(12.0, (1.8 ** attempt) + random.uniform(0.2, 1.0))
-            if debug:
-                print(f"[debug] mid={mid} API第{attempt}次失败: {errors[-1]}，{sleep_for:.1f}s后重试")
-            time.sleep(sleep_for)
-
-    if fetch_mode in ("auto", "html"):
-        try:
-            html_titles = fetch_titles_from_space_html(mid, titles_per_up, debug=debug)
-            if html_titles:
-                return html_titles
-            errors.append("HTML模式未提取到标题")
-        except Exception as exc:  # noqa: BLE001
-            errors.append(f"HTML模式失败: {exc}")
-
-    joined = "; ".join(errors[-3:])
-    if ("412" in joined) or ("-799" in joined):
-        hint = "提示: 请在脚本里填写BILIBILI_COOKIE，或运行时加 --bili-cookie \"SESSDATA=...; buvid3=...\""
-        raise RuntimeError(f"{joined}; {hint}")
-    raise RuntimeError(joined)
-
-
-def clean_html(text: str) -> str:
-    return re.sub(r"<[^>]+>", "", text)
-
-
-def call_volcengine_chat(system_prompt: str, user_prompt: str) -> str:
-    api_key = VOLCENGINE_API_KEY.strip()
-    base_url = VOLCENGINE_BASE_URL.strip()
-    model = VOLCENGINE_MODEL.strip()
-
-    if (not api_key) or ("在这里填" in api_key):
-        raise RuntimeError("请先在脚本顶部填写 VOLCENGINE_API_KEY")
-    if (not model) or ("在这里填" in model):
-        raise RuntimeError("请先在脚本顶部填写 VOLCENGINE_MODEL")
-    if not base_url:
-        raise RuntimeError("请先在脚本顶部填写 VOLCENGINE_BASE_URL")
-
-    url = f"{base_url.rstrip('/')}/chat/completions"
-    payload = {
-        "model": model,
-        "messages": [
-            {"role": "system", "content": system_prompt},
-            {"role": "user", "content": user_prompt},
-        ],
-        "temperature": 0.4,
-    }
-    data = json.dumps(payload, ensure_ascii=False).encode("utf-8")
-
-    req = request.Request(
-        url,
-        data=data,
-        headers={
-            "Content-Type": "application/json",
-            "Authorization": f"Bearer {api_key}",
-        },
-        method="POST",
-    )
-
-    with request.urlopen(req, timeout=60) as resp:
-        body = resp.read().decode("utf-8", errors="replace")
-    result = json.loads(body)
-    content = result.get("choices", [{}])[0].get("message", {}).get("content", "")
-    if not isinstance(content, str) or not content.strip():
-        raise RuntimeError(f"火山引擎返回结构异常: {body[:500]}")
-    return content.strip()
-
-
-def analyze_titles(up_name: str, up_url: str, titles: list[str]) -> str:
-    system_prompt = (
-        "你是一个内容分析助手。根据视频标题判断UP主内容方向，并给出是否建议取关。"
-        "输出必须是简体中文，且严格按照用户给定的Markdown格式。"
-    )
-    joined_titles = "\n".join(f"- {t}" for t in titles)
-    user_prompt = f"""
-请分析以下UP主最近视频标题：
-
-UP主：{up_name}
-主页：{up_url}
-标题：
-{joined_titles}
-
-请按以下格式输出（不要增加其它段落）：
-1) 内容定位：一句话
-2) 受众画像：一句话
-3) 近期内容倾向：2-3点，使用-开头
-4) 质量评价：80-120字
-5) 取关建议：保留关注/可以取关（二选一）
-6) 建议理由：50-100字
-""".strip()
-    return call_volcengine_chat(system_prompt, user_prompt)
-
-
-def build_report(results: list[dict[str, Any]]) -> str:
-    now = time.strftime("%Y-%m-%d %H:%M:%S")
-    lines: list[str] = []
-    lines.append("# UP主内容分析报告")
-    lines.append("")
-    lines.append(f"- 生成时间: {now}")
-    lines.append(f"- 分析数量: {len(results)}")
-    lines.append("")
-
-    for idx, item in enumerate(results, start=1):
-        lines.append(f"## {idx}. {item['name']} (mid: {item['mid']})")
-        lines.append("")
-        lines.append(f"- 主页: {item['url']}")
-        tags = item.get("tag", [])
-        lines.append(f"- 标签: {', '.join(tags) if tags else '无'}")
-        lines.append("")
-        lines.append("### 最近10条标题")
-        lines.append("")
-        titles = item.get("titles", [])
-        if titles:
-            for t in titles:
-                lines.append(f"- {t}")
-        else:
-            lines.append("- （未抓取到标题）")
-        lines.append("")
-
-        analysis = item.get("analysis", "")
-        if analysis:
-            lines.append("### AI分析")
-            lines.append("")
-            lines.append(analysis)
-            lines.append("")
-
-        error_msg = item.get("error", "")
-        if error_msg:
-            lines.append("### 异常")
-            lines.append("")
-            lines.append(f"- {error_msg}")
-            lines.append("")
-
-    return "\n".join(lines).rstrip() + "\n"
-
-
-def main() -> int:
-    global RUNTIME_BILIBILI_COOKIE
-    args = parse_args()
-    RUNTIME_BILIBILI_COOKIE = (args.bili_cookie or "").strip()
-    input_path = Path(args.input)
-    output_path = Path(args.output)
-
-    if args.analyze_from_report:
-        return run_batch_analysis_from_report(args, output_path)
-
-    if args.test_mid > 0:
-        items = [UpItem(mid=args.test_mid, name=args.test_name, tag=["测试模式"]) ]
-        print(f"测试模式: 仅处理 mid={args.test_mid}")
-    else:
-        if not input_path.exists():
-            print(f"输入文件不存在: {input_path}", file=sys.stderr)
-            return 1
-
-        try:
-            items = load_up_items(input_path)
-        except Exception as exc:
-            print(f"加载输入文件失败: {exc}", file=sys.stderr)
-            return 1
-
-        if args.only_tag:
-            items = [it for it in items if args.only_tag in it.tag]
-
-        if args.max_ups and args.max_ups > 0:
-            items = items[: args.max_ups]
-
-    if not items:
-        print("没有可处理的 UP 数据", file=sys.stderr)
-        return 1
-
-    print(f"开始处理 {len(items)} 个 UP...")
-    if args.skip_ai:
-        print("已启用 --skip-ai，仅测试抓取标题")
-    if args.debug:
-        print(f"[debug] 当前抓取模式: {args.fetch_mode}")
-
-    results: list[dict[str, Any]] = []
-    for idx, item in enumerate(items, start=1):
-        up_url = f"https://space.bilibili.com/{item.mid}/video"
-        row: dict[str, Any] = {
-            "mid": item.mid,
-            "name": item.name or f"mid_{item.mid}",
-            "tag": item.tag,
-            "url": up_url,
-            "titles": [],
-            "analysis": "",
-            "error": "",
-        }
-
-        print(f"[{idx}/{len(items)}] 抓取: {row['name']} ({item.mid})")
-        try:
-            titles = fetch_titles(
-                item.mid,
-                args.titles_per_up,
-                retry_times=args.retry_times,
-                debug=args.debug,
-                fetch_mode=args.fetch_mode,
-            )
-            row["titles"] = titles
-            if not titles:
-                row["error"] = "未抓取到标题，可能是接口限制或UP无公开视频"
-            elif args.skip_ai:
-                row["analysis"] = "测试模式已跳过AI分析"
-            else:
-                row["analysis"] = analyze_titles(row["name"], up_url, titles)
-        except error.HTTPError as exc:
-            row["error"] = f"HTTP错误: {exc.code} {exc.reason}"
-        except error.URLError as exc:
-            row["error"] = f"网络错误: {exc.reason}"
-        except Exception as exc:  # noqa: BLE001
-            row["error"] = str(exc)
-
-        if args.debug and row["titles"]:
-            sample = row["titles"][: min(3, len(row["titles"]))]
-            print(f"[debug] mid={item.mid} 成功抓取 {len(row['titles'])} 条，样例: {sample}")
-
-        results.append(row)
-        time.sleep(max(args.sleep_seconds, 0))
-
-    report = build_report(results)
-    output_path.parent.mkdir(parents=True, exist_ok=True)
-    output_path.write_text(report, encoding="utf-8")
-    print(f"报告已生成: {output_path}")
-    return 0
-
-
-if __name__ == "__main__":
-    raise SystemExit(main())
diff --git a/source/scripts/batch_ai_summary_from_report.py b/source/scripts/batch_ai_summary_from_report.py
deleted file mode 100644
index 9308608..0000000
--- a/source/scripts/batch_ai_summary_from_report.py
+++ /dev/null
@@ -1,598 +0,0 @@
-#!/usr/bin/env python3
-"""Batch AI summary from existing UP markdown report.
-
-Read an existing report (e.g. source/up_analysis_report.md),
-extract each UP's title list, and generate AI summaries in batches.
-"""
-
-from __future__ import annotations
-
-import argparse
-from concurrent.futures import ThreadPoolExecutor, as_completed
-import json
-import math
-import re
-import sys
-import time
-from pathlib import Path
-from typing import Any
-from urllib import request
-
-# Fill your Volcengine Ark settings here.
-VOLCENGINE_API_KEY = "586d443c-5034-4810-9760-50ce77394e8a"
-VOLCENGINE_MODEL = "deepseek-v3-1-terminus"
-VOLCENGINE_BASE_URL = "https://ark.cn-beijing.volces.com/api/v3"
-
-SKIP_MARKERS = {
-    "",
-    "测试模式已跳过AI分析",
-    "（待分析）",
-}
-
-# 预设分组及关键词规则（可自行扩展）。
-PRESET_GROUPS: dict[str, list[str]] = {
-    "AAA_核心每日必读":[
-        "编程", "算法", "工程", "干货", "新闻", "趋势", 
-    ],
-    "AA_编程信息干货必留": [
-        "编程", "算法", "工程", "教程", "实战", "课程", "新技术", "开源", "工具", "效率", "技术", "架构",
-    ],
-    "A_硬核知识保留": [
-        "科普", "数学", "物理", "编程", "算法", "工程", "历史", "新闻", "深度",
-    ],
-    "B_技能学习保留": [
-        "英语", "四六级", "考研", "面试", "教程", "实战", "学习", "课程", "写作",
-    ],
-    "C_资讯快餐观察": [
-        "热点", "速览", "信息差", "快报", "盘点", "吐槽", "观点", "趋势",
-    ],
-    "D_娱乐消遣可取关": [
-        "搞笑", "整活", "抽象", "乐子", "娱乐", "段子", "鬼畜", "日常", "情侣",
-    ],
-    "E_营销带货谨慎": [
-        "好物", "测评", "种草", "直播", "带货", "优惠", "开箱", "广告", "激活",
-    ],
-}
-
-
-def parse_args() -> argparse.Namespace:
-    parser = argparse.ArgumentParser(description="基于现有报告分批做AI总结")
-    parser.add_argument(
-        "--input-report",
-        default="source/output/reports/1_up_titles_report.md",
-        help="已有标题报告路径",
-    )
-    parser.add_argument(
-        "--output-report",
-        default="source/output/reports/2_up_analysis_full_auto.md",
-        help="输出报告路径",
-    )
-    parser.add_argument(
-        "--batch-size",
-        type=int,
-        default=20,
-        help="每批处理数量，默认: 20",
-    )
-    parser.add_argument(
-        "--batch-index",
-        type=int,
-        default=1,
-        help="批次序号（从1开始），默认: 1",
-    )
-    parser.add_argument(
-        "--sleep-seconds",
-        type=float,
-        default=0.0,
-        help="提交任务间隔秒数，默认: 0（并发模式建议0）",
-    )
-    parser.add_argument(
-        "--workers",
-        type=int,
-        default=4,
-        help="并发请求数，默认: 4",
-    )
-    parser.add_argument(
-        "--max-retries",
-        type=int,
-        default=2,
-        help="单个UP分析最大重试次数，默认: 2",
-    )
-    parser.add_argument(
-        "--request-timeout",
-        type=float,
-        default=60.0,
-        help="单次AI请求超时秒数，默认: 60",
-    )
-    parser.add_argument(
-        "--force",
-        action="store_true",
-        help="强制覆盖已有AI分析（默认只处理待分析项）",
-    )
-    parser.add_argument(
-        "--debug",
-        action="store_true",
-        help="输出调试信息",
-    )
-    parser.add_argument(
-        "--config-from",
-        default="source/scripts/analyze_up_content.py",
-        help="自动读取API配置的脚本路径",
-    )
-    parser.add_argument(
-        "--run-all-batches",
-        action="store_true",
-        help="自动连续跑完所有批次（忽略batch-index）",
-    )
-    return parser.parse_args()
-
-
-def load_api_config_from_script(path: Path) -> dict[str, str]:
-    if not path.exists():
-        return {}
-    text = path.read_text(encoding="utf-8", errors="replace")
-    result: dict[str, str] = {}
-    for key in ("VOLCENGINE_API_KEY", "VOLCENGINE_MODEL", "VOLCENGINE_BASE_URL"):
-        m = re.search(rf"^{key}\s*=\s*\"([^\"]*)\"", text, flags=re.MULTILINE)
-        if m:
-            result[key] = m.group(1).strip()
-    return result
-
-
-def parse_report(path: Path) -> list[dict[str, Any]]:
-    lines = path.read_text(encoding="utf-8").splitlines()
-
-    items: list[dict[str, Any]] = []
-    current: dict[str, Any] | None = None
-    section = ""
-
-    for line in lines:
-        m = re.match(r"^##\s+\d+\.\s+(.*?)\s+\(mid:\s*(\d+)\)", line)
-        if m:
-            if current is not None:
-                items.append(current)
-            mid = int(m.group(2))
-            current = {
-                "mid": mid,
-                "name": m.group(1).strip(),
-                "tag": [],
-                "url": f"https://space.bilibili.com/{mid}/video",
-                "titles": [],
-                "analysis": "",
-                "group": "",
-                "action": "",
-                "reason": "",
-                "error": "",
-            }
-            section = ""
-            continue
-
-        if current is None:
-            continue
-
-        if line.startswith("- 主页: "):
-            current["url"] = line.replace("- 主页: ", "", 1).strip()
-            continue
-        if line.startswith("- 标签: "):
-            raw = line.replace("- 标签: ", "", 1).strip()
-            current["tag"] = [] if raw in ("", "无") else [x.strip() for x in raw.split(",") if x.strip()]
-            continue
-
-        if line == "### 最近10条标题":
-            section = "titles"
-            continue
-        if line == "### AI分析":
-            section = "analysis"
-            continue
-        if line == "### 分组建议":
-            section = "group"
-            continue
-        if line == "### 异常":
-            section = "error"
-            continue
-        if line.startswith("### "):
-            section = ""
-            continue
-
-        if section == "titles" and line.startswith("- "):
-            text = line[2:].strip()
-            if text and text != "（未抓取到标题）":
-                current["titles"].append(text)
-        elif section == "analysis" and line.strip():
-            current["analysis"] = (current["analysis"] + "\n" + line.strip()).strip()
-        elif section == "group":
-            if line.startswith("- 预设分组: "):
-                current["group"] = line.replace("- 预设分组: ", "", 1).strip()
-            elif line.startswith("- 建议动作: "):
-                current["action"] = line.replace("- 建议动作: ", "", 1).strip()
-            elif line.startswith("- 判断依据: "):
-                current["reason"] = line.replace("- 判断依据: ", "", 1).strip()
-            elif line.strip() == "（待分组）":
-                current["group"] = ""
-                current["action"] = ""
-                current["reason"] = ""
-        elif section == "error" and line.startswith("- "):
-            current["error"] = line[2:].strip()
-
-    if current is not None:
-        items.append(current)
-
-    return items
-
-
-def call_volcengine_chat(
-    system_prompt: str,
-    user_prompt: str,
-    cfg: dict[str, str],
-    timeout: float,
-) -> str:
-    api_key = cfg.get("VOLCENGINE_API_KEY", "").strip()
-    model = cfg.get("VOLCENGINE_MODEL", "").strip()
-    base_url = cfg.get("VOLCENGINE_BASE_URL", "").strip()
-
-    if (not api_key) or ("在这里填" in api_key):
-        raise RuntimeError("请先在脚本顶部填写 VOLCENGINE_API_KEY")
-    if (not model) or ("在这里填" in model):
-        raise RuntimeError("请先在脚本顶部填写 VOLCENGINE_MODEL")
-    if not base_url:
-        raise RuntimeError("请先在脚本顶部填写 VOLCENGINE_BASE_URL")
-
-    payload = {
-        "model": model,
-        "messages": [
-            {"role": "system", "content": system_prompt},
-            {"role": "user", "content": user_prompt},
-        ],
-        "temperature": 0.4,
-    }
-
-    body = json.dumps(payload, ensure_ascii=False).encode("utf-8")
-    req = request.Request(
-        f"{base_url.rstrip('/')}/chat/completions",
-        data=body,
-        headers={
-            "Content-Type": "application/json",
-            "Authorization": f"Bearer {api_key}",
-        },
-        method="POST",
-    )
-
-    with request.urlopen(req, timeout=timeout) as resp:
-        text = resp.read().decode("utf-8", errors="replace")
-
-    data = json.loads(text)
-    content = data.get("choices", [{}])[0].get("message", {}).get("content", "")
-    if not isinstance(content, str) or not content.strip():
-        raise RuntimeError(f"AI响应异常: {text[:500]}")
-    return content.strip()
-
-
-def summarize_one_up(
-    name: str,
-    mid: int,
-    titles: list[str],
-    tags: list[str],
-    cfg: dict[str, str],
-    timeout: float,
-) -> dict[str, str]:
-    system_prompt = (
-        "你是内容定位与订阅决策助手。"
-        "你必须输出合法JSON，不要输出其它文本。"
-    )
-    joined_titles = "\n".join(f"- {t}" for t in titles)
-    joined_tags = "、".join(tags) if tags else "无"
-    rule_hint = heuristic_group_hint(titles, tags)
-    groups_desc = "\n".join(f"- {k}" for k in PRESET_GROUPS)
-
-    user_prompt = f"""
-请基于以下信息完成分组与总结。
-
-UP主: {name}
-mid: {mid}
-标签: {joined_tags}
-最近标题:
-{joined_titles}
-
-预设分组:
-{groups_desc}
-
-代码规则初判:
-{rule_hint}
-
-要求:
-1) 输出JSON对象，字段严格为: summary, group, action, reason。
-2) summary: 一段中文总结，50-100字。
-3) group: 必须从预设分组里选一个。给出详细的分组类别和命中分组中的规则词。
-4) action: 只能是"保留关注"或"可以取关"。敏感一点，只保留真正核心优质的up，其他都建议取关。
-5) reason: 30-60字，解释为什么分到该组并给出该动作。
-""".strip()
-
-    content = call_volcengine_chat(system_prompt, user_prompt, cfg, timeout=timeout)
-    return parse_ai_json(content)
-
-
-def parse_ai_json(content: str) -> dict[str, str]:
-    text = content.strip()
-    if text.startswith("```"):
-        text = re.sub(r"^```[a-zA-Z]*\n?", "", text)
-        text = re.sub(r"\n?```$", "", text).strip()
-    m = re.search(r"\{.*\}", text, flags=re.DOTALL)
-    if m:
-        text = m.group(0)
-    data = json.loads(text)
-    summary = str(data.get("summary", "")).strip()
-    group = str(data.get("group", "")).strip()
-    action = str(data.get("action", "")).strip()
-    reason = str(data.get("reason", "")).strip()
-    if not summary:
-        raise RuntimeError("AI返回缺少summary")
-    if group not in PRESET_GROUPS:
-        raise RuntimeError(f"AI返回未知group: {group}")
-    if action not in ("保留关注", "可以取关"):
-        raise RuntimeError(f"AI返回未知action: {action}")
-    if not reason:
-        reason = "基于标题内容与更新风格综合判断。"
-    return {
-        "summary": summary,
-        "group": group,
-        "action": action,
-        "reason": reason,
-    }
-
-
-def heuristic_group_hint(titles: list[str], tags: list[str]) -> str:
-    text = "\n".join(titles) + "\n" + " ".join(tags)
-    score: dict[str, int] = {k: 0 for k in PRESET_GROUPS}
-    lower_text = text.lower()
-    for group, words in PRESET_GROUPS.items():
-        for w in words:
-            w_lower = w.lower()
-            if w_lower in lower_text:
-                score[group] += 1
-    ranked = sorted(score.items(), key=lambda x: x[1], reverse=True)
-    best_group, best_score = ranked[0]
-    if best_score <= 0:
-        return "未命中关键词，倾向按内容专业度与稳定性判断。"
-    top3 = ", ".join(f"{g}:{s}" for g, s in ranked[:3])
-    return f"关键词命中最高组={best_group}（score={best_score}），参考分布: {top3}"
-
-
-def summarize_one_up_with_retry(
-    item: dict[str, Any],
-    cfg: dict[str, str],
-    max_retries: int,
-    timeout: float,
-    debug: bool,
-) -> dict[str, str]:
-    last_exc: Exception | None = None
-    total_try = max(1, max_retries)
-    for attempt in range(1, total_try + 1):
-        try:
-            return summarize_one_up(
-                item["name"],
-                item["mid"],
-                item.get("titles", []),
-                item.get("tag", []),
-                cfg,
-                timeout=timeout,
-            )
-        except Exception as exc:  # noqa: BLE001
-            last_exc = exc
-            if debug:
-                print(f"[debug] {item['name']} 第{attempt}次失败: {exc}")
-            if attempt < total_try:
-                time.sleep(min(2.0, 0.5 * attempt))
-    raise RuntimeError(str(last_exc) if last_exc else "未知错误")
-
-
-def build_report(items: list[dict[str, Any]], batch_note: str) -> str:
-    now = time.strftime("%Y-%m-%d %H:%M:%S")
-    lines: list[str] = [
-        "# UP主内容分析报告（分批AI总结）",
-        "",
-        f"- 生成时间: {now}",
-        f"- 分析数量: {len(items)}",
-        f"- 处理说明: {batch_note}",
-        "",
-    ]
-
-    group_stats: dict[str, int] = {k: 0 for k in PRESET_GROUPS}
-    action_stats: dict[str, int] = {"保留关注": 0, "可以取关": 0}
-    for item in items:
-        g = item.get("group", "")
-        a = item.get("action", "")
-        if g in group_stats:
-            group_stats[g] += 1
-        if a in action_stats:
-            action_stats[a] += 1
-
-    lines.append("## 分组统计")
-    lines.append("")
-    for g, c in group_stats.items():
-        lines.append(f"- {g}: {c}")
-    lines.append(f"- 保留关注: {action_stats['保留关注']}")
-    lines.append(f"- 可以取关: {action_stats['可以取关']}")
-    lines.append("")
-
-    for idx, item in enumerate(items, start=1):
-        lines.append(f"## {idx}. {item['name']} (mid: {item['mid']})")
-        lines.append("")
-        lines.append(f"- 主页: {item['url']}")
-        tags = item.get("tag", [])
-        lines.append(f"- 标签: {', '.join(tags) if tags else '无'}")
-        lines.append("")
-        lines.append("### 最近10条标题")
-        lines.append("")
-        titles = item.get("titles", [])
-        if titles:
-            for t in titles:
-                lines.append(f"- {t}")
-        else:
-            lines.append("- （未抓取到标题）")
-        lines.append("")
-
-        lines.append("### AI分析")
-        lines.append("")
-        analysis = item.get("analysis", "")
-        lines.append(analysis if analysis else "（待分析）")
-        lines.append("")
-
-        lines.append("### 分组建议")
-        lines.append("")
-        group = item.get("group", "")
-        action = item.get("action", "")
-        reason = item.get("group_reason", "")
-        if group and action:
-            lines.append(f"- 预设分组: {group}")
-            lines.append(f"- 建议动作: {action}")
-            lines.append(f"- 判断依据: {reason if reason else '基于标题与更新风格综合判断。'}")
-        else:
-            lines.append("- （待分组）")
-        lines.append("")
-
-        error = item.get("error", "")
-        if error:
-            lines.append("### 异常")
-            lines.append("")
-            lines.append(f"- {error}")
-            lines.append("")
-
-    return "\n".join(lines).rstrip() + "\n"
-
-
-def main() -> int:
-    args = parse_args()
-    input_report = Path(args.input_report)
-    output_report = Path(args.output_report)
-
-    if not input_report.exists():
-        print(f"输入报告不存在: {input_report}", file=sys.stderr)
-        return 1
-
-    items = parse_report(input_report)
-    if not items:
-        print("输入报告未解析出任何UP条目", file=sys.stderr)
-        return 1
-
-    config = {
-        "VOLCENGINE_API_KEY": VOLCENGINE_API_KEY,
-        "VOLCENGINE_MODEL": VOLCENGINE_MODEL,
-        "VOLCENGINE_BASE_URL": VOLCENGINE_BASE_URL,
-    }
-    if ("在这里填" in config["VOLCENGINE_API_KEY"]) or ("在这里填" in config["VOLCENGINE_MODEL"]):
-        inherited = load_api_config_from_script(Path(args.config_from))
-        if inherited:
-            config.update(inherited)
-
-    if args.force:
-        pending = [it for it in items if it.get("titles")]
-    # else:
-    #     pending = [
-    #         it for it in items
-    #         if it.get("titles") and it.get("analysis", "").strip() in SKIP_MARKERS
-    #     ]
-    else:
-        pending = [
-            it for it in items
-            if it.get("titles") and (
-                it.get("analysis", "").strip() in SKIP_MARKERS 
-                or not it.get("group")  # 没有分组也要重跑
-            )
-        ]
-
-    if not pending:
-        print("没有待分析条目，直接输出当前报告")
-        output_report.write_text(build_report(items, "无待分析条目"), encoding="utf-8")
-        return 0
-
-    index_map = {f"{it['mid']}::{it['name']}": idx for idx, it in enumerate(items)}
-    success_total = 0
-    failed_total = 0
-
-    batch_size = max(1, args.batch_size)
-    if args.run_all_batches:
-        total_batches = math.ceil(len(pending) / batch_size)
-        batch_indexes = list(range(1, total_batches + 1))
-        print(f"自动连续模式: 共{total_batches}批, 待分析总数{len(pending)}")
-    else:
-        batch_indexes = [max(1, args.batch_index)]
-
-    workers = max(1, args.workers)
-    print(f"并发配置: workers={workers}, retries={max(1, args.max_retries)}, timeout={args.request_timeout}s")
-
-    for batch_index in batch_indexes:
-        start = (batch_index - 1) * batch_size
-        end = start + batch_size
-        batch = pending[start:end]
-        if not batch:
-            continue
-
-        print(
-            f"开始分批AI总结: 第{batch_index}批, 每批{batch_size}条, "
-            f"本批{len(batch)}条, 待分析总数{len(pending)}"
-        )
-
-        success = 0
-        failed = 0
-        future_to_item: dict[Any, dict[str, Any]] = {}
-        with ThreadPoolExecutor(max_workers=workers) as executor:
-            for i, it in enumerate(batch, start=1):
-                print(f"[submit {i}/{len(batch)}] {it['name']} ({it['mid']})")
-                future = executor.submit(
-                    summarize_one_up_with_retry,
-                    it,
-                    config,
-                    max(1, args.max_retries),
-                    float(args.request_timeout),
-                    args.debug,
-                )
-                future_to_item[future] = it
-                if args.sleep_seconds > 0:
-                    time.sleep(args.sleep_seconds)
-
-            done_count = 0
-            for future in as_completed(future_to_item):
-                done_count += 1
-                it = future_to_item[future]
-                idx = index_map.get(f"{it['mid']}::{it['name']}")
-                try:
-                    ai_res = future.result()
-                    if idx is not None:
-                        items[idx]["analysis"] = ai_res["summary"]
-                        items[idx]["group"] = ai_res["group"]
-                        items[idx]["action"] = ai_res["action"]
-                        items[idx]["group_reason"] = ai_res["reason"]
-                        items[idx]["error"] = ""
-                    success += 1
-                    print(f"[done {done_count}/{len(batch)}] 成功: {it['name']} ({it['mid']})")
-                except Exception as exc:  # noqa: BLE001
-                    if idx is not None:
-                        items[idx]["error"] = str(exc)
-                    failed += 1
-                    print(f"[done {done_count}/{len(batch)}] 失败: {it['name']} ({it['mid']})")
-                    if args.debug:
-                        print(f"[debug] 失败详情: {exc}")
-
-        success_total += success
-        failed_total += failed
-
-        step_note = (
-            f"第{batch_index}批完成: 成功{success}, 失败{failed}, "
-            f"本批{len(batch)}, 待分析总数{len(pending)}"
-        )
-        output_report.parent.mkdir(parents=True, exist_ok=True)
-        output_report.write_text(build_report(items, step_note), encoding="utf-8")
-        print(f"第{batch_index}批写入完成: {output_report}")
-
-    mode_text = "自动连续" if args.run_all_batches else "单批"
-    note = (
-        f"{mode_text}模式完成: 成功{success_total}, 失败{failed_total}, "
-        f"处理批次数={len(batch_indexes)}, 待分析总数={len(pending)}"
-    )
-    output_report.parent.mkdir(parents=True, exist_ok=True)
-    output_report.write_text(build_report(items, note), encoding="utf-8")
-    print(f"输出完成: {output_report}")
-    return 0
-
-
-if __name__ == "__main__":
-    raise SystemExit(main())
diff --git a/source/scripts/extract_group_info.py b/source/scripts/extract_group_info.py
deleted file mode 100644
index 9b81fc1..0000000
--- a/source/scripts/extract_group_info.py
+++ /dev/null
@@ -1,101 +0,0 @@
-import argparse
-import re
-
-def parse_args() -> argparse.Namespace:
-    parser = argparse.ArgumentParser(description="提取UP分组信息")
-    parser.add_argument(
-        "--input",
-        default="./source/19_53_no_titles.md",
-        help="输入报告路径",
-    )
-    parser.add_argument(
-        "--output",
-        help="输出报告路径（默认覆盖输入）",
-    )
-    return parser.parse_args()
-
-def main():
-    args = parse_args()
-    input_file = args.input
-    output_file = args.output or input_file
-
-    with open(input_file, 'r', encoding='utf-8') as f:
-        content = f.read()
-
-    lines = content.split('\n')
-    section_starts = []
-    for i, line in enumerate(lines):
-        if line.startswith('## '):
-            section_starts.append(i)
-
-    if len(section_starts) < 2:
-        print('No sections found')
-        return 1
-
-    header = '\n'.join(lines[:section_starts[0]])
-    sections = []
-
-    for idx in range(len(section_starts)):
-        start = section_starts[idx]
-        end = section_starts[idx + 1] if idx + 1 < len(section_starts) else len(lines)
-        section = '\n'.join(lines[start:end])
-        sections.append(section)
-
-    sections = sections[1:]
-
-    parsed = []
-    for sec in sections:
-        match = re.match(r'^## (\d+)\. (.+) \(mid: (\d+)\)', sec)
-        if match:
-            num = int(match.group(1))
-            name = match.group(2)
-            mid = match.group(3)
-            
-            group_m = re.search(r'- 预设分组: (.+)', sec)
-            action_m = re.search(r'- 建议动作: (.+)', sec)
-            reason_m = re.search(r'- 判断依据: (.+)', sec)
-            error_m = re.search(r'AI返回未知group: (.+)', sec)
-            
-            group = group_m.group(1).strip() if group_m else ""
-            action = action_m.group(1).strip() if action_m else ""
-            reason = reason_m.group(1).strip() if reason_m else ""
-            error = error_m.group(1).strip() if error_m else ""
-            
-            parsed.append({
-                'num': num,
-                'name': name,
-                'mid': mid,
-                'group': group,
-                'action': action,
-                'reason': reason,
-                'error': error
-            })
-
-    parsed.sort(key=lambda x: (x['name'].casefold(), int(x['mid'])))
-
-    lines_out = [header, ""]
-
-    for p in parsed:
-        lines_out.append(f"## {p['num']}. {p['name']} (mid: {p['mid']})")
-        lines_out.append("")
-        if p['group']:
-            lines_out.append(f"- 预设分组: {p['group']}")
-        if p['action']:
-            lines_out.append(f"- 建议动作: {p['action']}")
-        if p['reason']:
-            lines_out.append(f"- 判断依据: {p['reason']}")
-        if p['error']:
-            lines_out.append(f"- 异常: {p['error']}")
-        lines_out.append("")
-
-    result = '\n'.join(lines_out)
-    result = re.sub(r'\n{3,}', '\n\n', result)
-
-    with open(output_file, 'w', encoding='utf-8') as f:
-        f.write(result)
-
-    print(f'Extracted {len(parsed)} sections')
-    return 0
-
-if __name__ == "__main__":
-    raise SystemExit(main())
\ No newline at end of file
diff --git a/source/scripts/extract_keep_follow_doc.py b/source/scripts/extract_keep_follow_doc.py
deleted file mode 100644
index afe96f7..0000000
--- a/source/scripts/extract_keep_follow_doc.py
+++ /dev/null
@@ -1,104 +0,0 @@
-#!/usr/bin/env python3
-from __future__ import annotations
-
-import argparse
-import re
-import time
-from pathlib import Path
-
-
-def parse_args() -> argparse.Namespace:
-    parser = argparse.ArgumentParser(description="提取非取关UP的AI分析与分组建议")
-    parser.add_argument(
-        "--input-report",
-        default="source/output/reports/2_up_analysis_full_auto.md",
-        help="输入分析报告路径",
-    )
-    parser.add_argument(
-        "--output-report",
-        default="source/output/reports/3_up_keep_follow_only.md",
-        help="输出保留关注报告路径",
-    )
-    return parser.parse_args()
-
-
-def main() -> int:
-    args = parse_args()
-    src = Path(args.input_report)
-    dst = Path(args.output_report)
-
-    if not src.exists():
-        print(f"来源文件不存在: {src}")
-        return 1
-
-    text = src.read_text(encoding="utf-8")
-    pattern = r"^##\s+\d+\.\s+(.+?)\s+\(mid:\s*(\d+)\)\s*$"
-    matches = list(re.finditer(pattern, text, re.MULTILINE))
-
-    items: list[tuple[str, str, str, str, str, str]] = []
-    for i, m in enumerate(matches):
-        start = m.start()
-        end = matches[i + 1].start() if i + 1 < len(matches) else len(text)
-        section = text[start:end]
-
-        name = m.group(1).strip()
-        mid = m.group(2).strip()
-
-        action_m = re.search(r"-\s*建议动作:\s*(.+)", section)
-        action = action_m.group(1).strip() if action_m else ""
-        # 反逻辑：没有"建议动作: 可以取关"就保留
-        if action == "可以取关":
-            continue
-
-        ai_m = re.search(r"###\s*AI分析\s*\n([\s\S]*?)(?=\n###\s|\Z)", section)
-        ai_text = ai_m.group(1).strip() if ai_m else ""
-
-        group_m = re.search(r"###\s*分组建议\s*\n([\s\S]*?)(?=\n###\s|\Z)", section)
-        group_text = group_m.group(1).strip() if group_m else ""
-
-        error_m = re.search(r"###\s*异常\s*\n([\s\S]*?)(?=\n###\s|\Z)", section)
-        error_text = error_m.group(1).strip() if error_m else ""
-
-        items.append((name, mid, ai_text, group_text, action, error_text))
-
-    # 按昵称首字母A-Z排序（同名时按mid升序）
-    items.sort(key=lambda x: (x[0].casefold(), int(x[1])))
-
-    lines = [
-        "# 保留关注UP主分析与分组建议",
-        "",
-        f"- 生成时间: {time.strftime('%Y-%m-%d %H:%M:%S')}",
-        f"- 来源文件: {src.name}",
-        f"- 条目数: {len(items)}",
-        "",
-    ]
-
-    for idx, (name, mid, ai_text, group_text, action, error_text) in enumerate(items, 1):
-        lines.append(f"## {idx}. {name} (mid: {mid})")
-        lines.append("")
-
-        lines.append("### AI分析")
-        lines.append("")
-        lines.append(ai_text if ai_text else "（无）")
-        lines.append("")
-
-        lines.append("### 分组建议")
-        lines.append("")
-        lines.append(group_text if group_text else f"- 建议动作: {action if action else '（无）'}")
-        lines.append("")
-
-        if error_text:
-            lines.append("### 异常")
-            lines.append("")
-            lines.append(error_text)
-            lines.append("")
-
-    dst.parent.mkdir(parents=True, exist_ok=True)
-    dst.write_text("\n".join(lines), encoding="utf-8")
-    print(f"已生成: {dst}")
-    print(f"保留条目: {len(items)}")
-    return 0
-
-
-if __name__ == "__main__":
-    raise SystemExit(main())
\ No newline at end of file
diff --git a/source/scripts/extract_unfollow_list.py b/source/scripts/extract_unfollow_list.py
deleted file mode 100644
index 62fc57e..0000000
--- a/source/scripts/extract_unfollow_list.py
+++ /dev/null
@@ -1,174 +0,0 @@
-#!/usr/bin/env python3
-"""Extract UPs marked as "可以取关" and output their mids to CSV.
-
-Read an UP analysis report and extract all UPs with action "可以取关",
-then output their mids to a CSV file.
-"""
-
-from __future__ import annotations
-
-import argparse
-import csv
-import re
-import sys
-from pathlib import Path
-from typing import Any
-
-
-def parse_report(report_path: Path) -> list[dict[str, Any]]:
-    """解析Markdown格式的UP分析报告，返回UP列表"""
-    if not report_path.exists():
-        return []
-    
-    text = report_path.read_text(encoding="utf-8")
-    items = []
-    
-    # 按UP项分割（每个UP项以"## N. 名字 (mid: ...)"开头）
-    pattern = r"^## \d+\. (.+?)\s+\(mid:\s*(\d+)\)"
-    matches = list(re.finditer(pattern, text, re.MULTILINE))
-    
-    for i, match in enumerate(matches):
-        start = match.start()
-        end = matches[i + 1].start() if i + 1 < len(matches) else len(text)
-        section = text[start:end]
-        
-        name = match.group(1).strip()
-        mid = int(match.group(2))
-        
-        # 提取建议动作
-        action_match = re.search(r"- 建议动作: (.+?)(?:\n|$)", section)
-        action = action_match.group(1).strip() if action_match else ""
-        
-        items.append({
-            "mid": mid,
-            "name": name,
-            "action": action,
-        })
-    
-    return items
-
-
-def main() -> int:
-    parser = argparse.ArgumentParser(description="从UP分析报告中提取可以取关的UP")
-    parser.add_argument(
-        "--input-report",
-        default="source/output/reports/2_up_analysis_full_auto.md",
-        help="输入报告路径",
-    )
-    parser.add_argument(
-        "--output-csv",
-        default="source/output/uids/4_unfollow_mids_list.txt",
-        help="输出文件路径",
-    )
-    parser.add_argument(
-        "--format",
-        choices=["csv", "mid-only", "json"],
-        default="mid-only",
-        help="输出格式：csv(mid,name), mid-only(仅mid逗号分隔), json(JSON格式)",
-    )
-    parser.add_argument(
-        "--with-names",
-        action="store_true",
-        help="在mid后添加UP名称（仅mid-only格式生效）",
-    )
-    parser.add_argument(
-        "--split-size",
-        type=int,
-        default=0,
-        help="可选：将mid-only结果按N个一组拆分多个文件，例如100",
-    )
-    
-    args = parser.parse_args()
-    
-    input_report = Path(args.input_report)
-    output_csv = Path(args.output_csv)
-    
-    if not input_report.exists():
-        print(f"错误: 输入报告不存在: {input_report}", file=sys.stderr)
-        return 1
-    
-    print(f"读取报告: {input_report}")
-    items = parse_report(input_report)
-    
-    if not items:
-        print("未能从报告中解析任何UP", file=sys.stderr)
-        return 1
-    
-    # 筛选可以取关的UP
-    unfollow_items = [it for it in items if it.get("action") == "可以取关"]
-    
-    print(f"总 UP 数: {len(items)}")
-    print(f"可以取关: {len(unfollow_items)}")
-    
-    if not unfollow_items:
-        print("没有可以取关的UP")
-        return 0
-    
-    # 输出格式
-    if args.format == "csv":
-        # 标准CSV格式：mid, name
-        output_csv.parent.mkdir(parents=True, exist_ok=True)
-        with open(output_csv, "w", newline="", encoding="utf-8") as f:
-            writer = csv.DictWriter(f, fieldnames=["mid", "name"])
-            writer.writeheader()
-            for item in unfollow_items:
-                writer.writerow({"mid": item["mid"], "name": item["name"]})
-        
-        print(f"\n✓ 已输出CSV格式到: {output_csv}")
-        print(f"  格式: mid,name")
-        print(f"  行数: {len(unfollow_items)}")
-    
-    elif args.format == "mid-only":
-        # 仅mid，逗号分隔
-        mids = [str(it["mid"]) for it in unfollow_items]
-        
-        if args.with_names:
-            # mid:name 格式
-            content = ",".join([f"{it['mid']}:{it['name']}" for it in unfollow_items])
-            print(f"\n✓ 已输出mid:name列表到: {output_csv}")
-            print(f"  格式: mid1:name1,mid2:name2,...")
-        else:
-            # 仅mid
-            content = ",".join(mids)
-            print(f"\n✓ 已输出mid列表到: {output_csv}")
-            print(f"  格式: mid1,mid2,mid3,...")
-        
-        output_csv.parent.mkdir(parents=True, exist_ok=True)
-        output_csv.write_text(content, encoding="utf-8")
-        print(f"  数量: {len(mids)}")
-
-        split_size = max(0, int(args.split_size))
-        if split_size > 0:
-            groups = [mids[i:i + split_size] for i in range(0, len(mids), split_size)]
-            stem = output_csv.stem
-            suffix = output_csv.suffix or ".txt"
-            for i, group in enumerate(groups, start=1):
-                part_path = output_csv.with_name(f"{stem}_{i}{suffix}")
-                part_path.write_text(",".join(group), encoding="utf-8")
-            print(f"  已按每组{split_size}个拆分为{len(groups)}个文件")
-    
-    elif args.format == "json":
-        # JSON格式
-        import json
-        
-        data = [{"mid": it["mid"], "name": it["name"]} for it in unfollow_items]
-        output_csv.parent.mkdir(parents=True, exist_ok=True)
-        output_csv.write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
-        
-        print(f"\n✓ 已输出JSON格式到: {output_csv}")
-        print(f"  数量: {len(data)}")
-    
-    # 显示前10个示例
-    if len(unfollow_items) > 0:
-        print(f"\n📋 示例（前10个）:")
-        for item in unfollow_items[:10]:
-            print(f"  - {item['mid']}: {item['name']}")
-        
-        if len(unfollow_items) > 10:
-            print(f"  ... 还有 {len(unfollow_items) - 10} 个")
-    
-    return 0
-
-
-if __name__ == "__main__":
-    sys.exit(main())
diff --git a/source/scripts/remove_10content.py b/source/scripts/remove_10content.py
deleted file mode 100644
index aae1058..0000000
--- a/source/scripts/remove_10content.py
+++ /dev/null
@@ -1,67 +0,0 @@
-import argparse
-import re
-
-def parse_args() -> argparse.Namespace:
-    parser = argparse.ArgumentParser(description="删除最近10条标题内容")
-    parser.add_argument(
-        "--input",
-        default="source/output/reports/2_up_analysis_full_auto.md",
-        help="输入报告路径",
-    )
-    parser.add_argument(
-        "--output",
-        help="输出报告路径（默认覆盖输入）",
-    )
-    return parser.parse_args()
-
-def main():
-    args = parse_args()
-    input_file = args.input
-    output_file = args.output or input_file
-
-    with open(input_file, 'r', encoding='utf-8') as f:
-        content = f.read()
-
-    lines = content.split('\n')
-    new_lines = []
-    i = 0
-    while i < len(lines):
-        line = lines[i]
-        new_lines.append(line)
-        
-        if line.startswith('## '):
-            i += 1
-            while i < len(lines):
-                curr = lines[i]
-                if curr.startswith('## '):
-                    break
-                if curr.startswith('### '):
-                    if '最近10条标题' in curr:
-                        i += 1
-                        while i < len(lines) and lines[i].startswith(' - '):
-                            i += 1
-                        continue
-                    else:
-                        break
-                if curr.startswith('- ') and not curr.startswith(' - '):
-                    i += 1
-                    continue
-                if curr.startswith(' - '):
-                    i += 1
-                    continue
-                new_lines.append(curr)
-                i += 1
-        else:
-            i += 1
-
-    result = '\n'.join(new_lines)
-    result = re.sub(r'\n{3,}', '\n\n', result)
-
-    with open(output_file, 'w', encoding='utf-8') as f:
-        f.write(result)
-
-    print(f'Done: {output_file}')
-    return 0
-
-if __name__ == "__main__":
-    raise SystemExit(main())
\ No newline at end of file
diff --git a/source/scripts/run_pipeline.py b/source/scripts/run_pipeline.py
deleted file mode 100644
index 688bff5..0000000
--- a/source/scripts/run_pipeline.py
+++ /dev/null
@@ -1,208 +0,0 @@
-#!/usr/bin/env python3
-"""One-command pipeline: fetch titles -> batch analyze -> outputs.
-
-Pipeline outputs:
-1) source/output/reports/1_up_titles_report.md
-2) source/output/reports/2_up_analysis_full_auto.md
-3) source/output/reports/3_up_keep_follow_only.md
-4) source/output/uids/4_unfollow_mids_list.txt (+ split files)
-
-Pipeline steps:
-1) 抓取视频标题 (analyze_up_content.py)
-2) 分批AI分析 (batch_ai_summary_from_report.py)
-3) 生成保留关注报告 (extract_keep_follow_doc.py)
-4) 生成取关UID列表 (extract_unfollow_list.py)
-5) 按首字母排序 (sort_up_main.py)
-6) 提取分组信息 (extract_group_info.py)
-"""
-
-from __future__ import annotations
-
-import argparse
-import subprocess
-import sys
-from pathlib import Path
-
-
-def parse_args() -> argparse.Namespace:
-    parser = argparse.ArgumentParser(description="一键运行完整功能链")
-    parser.add_argument(
-        "--input-json",
-        default="source/resources/export_uids.json",
-        help="UP资源文件路径，默认: source/resources/export_uids.json",
-    )
-    parser.add_argument(
-        "--titles-report",
-        default="source/output/reports/1_up_titles_report.md",
-        help="标题抓取报告输出路径",
-    )
-    parser.add_argument(
-        "--analysis-report",
-        default="source/output/reports/2_up_analysis_full_auto.md",
-        help="分批分析报告输出路径",
-    )
-    parser.add_argument(
-        "--keep-report",
-        default="source/output/reports/3_up_keep_follow_only.md",
-        help="保留关注报告输出路径",
-    )
-    parser.add_argument(
-        "--unfollow-uids",
-        default="source/output/uids/4_unfollow_mids_list.txt",
-        help="取关UID输出路径",
-    )
-    parser.add_argument(
-        "--group_info",
-        default="source/output/uids/only_group_info.md",
-        help="分组信息输出路径",
-    )
-    parser.add_argument("--titles-per-up", type=int, default=10, help="每个UP抓取标题数量")
-    parser.add_argument("--batch-size", type=int, default=20, help="分批分析每批条数")
-    parser.add_argument("--workers", type=int, default=6, help="并发请求数")
-    parser.add_argument("--max-retries", type=int, default=2, help="单条分析重试次数")
-    parser.add_argument("--request-timeout", type=float, default=60.0, help="单次请求超时")
-    parser.add_argument("--split-size", type=int, default=100, help="取关UID拆分分组大小")
-    parser.add_argument("--sleep-seconds", type=float, default=0.0, help="任务间隔秒数")
-    parser.add_argument("--retry-times", type=int, default=3, help="抓取重试次数")
-    parser.add_argument("--fetch-mode", choices=["auto", "api", "html"], default="auto", help="标题抓取模式")
-    parser.add_argument("--only-tag", default="", help="可选：仅处理包含该标签的UP")
-    parser.add_argument("--max-ups", type=int, default=0, help="可选：限制处理UP数量")
-    parser.add_argument("--bili-cookie", default="", help="可选：运行时传入B站Cookie")
-    parser.add_argument("--skip-fetch", action="store_true", help="跳过抓取阶段，直接使用已有标题报告")
-    parser.add_argument("--skip-analyze", action="store_true", help="跳过分析阶段，直接做产物提取")
-    parser.add_argument("--skip-sort", action="store_true", help="跳过排序阶段")
-    parser.add_argument("--skip-group", action="store_true", help="跳过提取分组阶段")
-    parser.add_argument("--python", default=sys.executable, help="指定Python解释器")
-    return parser.parse_args()
-
-
-def run_cmd(cmd: list[str], title: str) -> None:
-    print(f"\n=== {title} ===")
-    print("$", " ".join(cmd))
-    subprocess.run(cmd, check=True)
-
-
-def main() -> int:
-    args = parse_args()
-
-    for p in [
-        Path(args.titles_report).parent,
-        Path(args.analysis_report).parent,
-        Path(args.keep_report).parent,
-        Path(args.unfollow_uids).parent,
-    ]:
-        p.mkdir(parents=True, exist_ok=True)
-
-    if not args.skip_fetch:
-        fetch_cmd = [
-            args.python,
-            "source/scripts/analyze_up_content.py",
-            "--input",
-            args.input_json,
-            "--output",
-            args.titles_report,
-            "--titles-per-up",
-            str(max(1, args.titles_per_up)),
-            "--retry-times",
-            str(max(1, args.retry_times)),
-            "--fetch-mode",
-            args.fetch_mode,
-            "--sleep-seconds",
-            str(max(0.0, args.sleep_seconds)),
-            "--skip-ai",
-        ]
-        if args.only_tag:
-            fetch_cmd += ["--only-tag", args.only_tag]
-        if args.max_ups > 0:
-            fetch_cmd += ["--max-ups", str(args.max_ups)]
-        if args.bili_cookie:
-            fetch_cmd += ["--bili-cookie", args.bili_cookie]
-
-        run_cmd(fetch_cmd, "步骤1/6 抓取视频标题")
-
-    if not args.skip_analyze:
-        analyze_cmd = [
-            args.python,
-            "source/scripts/batch_ai_summary_from_report.py",
-            "--input-report",
-            args.titles_report,
-            "--output-report",
-            args.analysis_report,
-            "--batch-size",
-            str(max(1, args.batch_size)),
-            "--run-all-batches",
-            "--workers",
-            str(max(1, args.workers)),
-            "--max-retries",
-            str(max(1, args.max_retries)),
-            "--request-timeout",
-            str(max(1.0, args.request_timeout)),
-            "--sleep-seconds",
-            str(max(0.0, args.sleep_seconds)),
-        ]
-        run_cmd(analyze_cmd, "步骤2/6 分批AI分析")
-
-    keep_cmd = [
-        args.python,
-        "source/scripts/extract_keep_follow_doc.py",
-        "--input-report",
-        args.analysis_report,
-        "--output-report",
-        args.keep_report,
-    ]
-    run_cmd(keep_cmd, "步骤3/6 生成保留关注报告")
-
-    uid_cmd = [
-        args.python,
-        "source/scripts/extract_unfollow_list.py",
-        "--input-report",
-        args.analysis_report,
-        "--output-csv",
-        args.unfollow_uids,
-        "--format",
-        "mid-only",
-        "--split-size",
-        str(max(0, args.split_size)),
-    ]
-    run_cmd(uid_cmd, "步骤4/6 生成取关UID列表")
-
-    sorted_report = "source/output/reports/5_sorted_up_analysis.md"
-    group_report = "source/output/reports/6_group_info.md"
-
-    if not args.skip_sort:
-        sort_cmd = [
-            args.python,
-            "source/scripts/sort_up_main.py",
-            "--input",
-            args.analysis_report,
-            "--output",
-            sorted_report,
-        ]
-        run_cmd(sort_cmd, "步骤5/6 按首字母排序")
-
-    if not args.skip_group:
-        input_for_group = sorted_report if not args.skip_sort else args.analysis_report
-        group_cmd = [
-            args.python,
-            "source/scripts/extract_group_info.py",
-            "--input",
-            input_for_group,
-            "--output",
-            group_report,
-        ]
-        run_cmd(group_cmd, "步骤6/6 提取分组信息")
-
-    print("\n流水线完成。")
-    print(f"- 1 标题报告: {args.titles_report}")
-    print(f"- 2 分析报告: {args.analysis_report}")
-    print(f"- 3 保留报告: {args.keep_report}")
-    print(f"- 4 取关UID: {args.unfollow_uids}")
-    if not args.skip_sort:
-        print(f"- 5 排序报告: {sorted_report}")
-    if not args.skip_group:
-        print(f"- 6 分组报告: {group_report}")
-    return 0
-
-
-if __name__ == "__main__":
-    raise SystemExit(main())
diff --git a/source/scripts/sort_up_main.py b/source/scripts/sort_up_main.py
deleted file mode 100644
index d3ecc4e..0000000
--- a/source/scripts/sort_up_main.py
+++ /dev/null
@@ -1,93 +0,0 @@
-import argparse
-import re
-
-def parse_args() -> argparse.Namespace:
-    parser = argparse.ArgumentParser(description="对UP主按首字母排序")
-    parser.add_argument(
-        "--input",
-        default="source/output/reports/2_up_analysis_full_auto.md",
-        help="输入报告路径",
-    )
-    parser.add_argument(
-        "--output",
-        help="输出报告路径（默认覆盖输入）",
-    )
-    return parser.parse_args()
-
-def main():
-    args = parse_args()
-    input_file = args.input
-    output_file = args.output or input_file
-
-    with open(input_file, 'r', encoding='utf-8') as f:
-        content = f.read()
-
-    lines = content.split('\n')
-
-    header_lines = []
-    section_starts = []
-    for i, line in enumerate(lines):
-        if line.startswith('## '):
-            section_starts.append(i)
-
-    if len(section_starts) < 2:
-        print('No sections found')
-        return 1
-
-    header = '\n'.join(lines[:section_starts[0]])
-    sections_data = []
-
-    for idx in range(len(section_starts)):
-        start = section_starts[idx]
-        if idx + 1 < len(section_starts):
-            end = section_starts[idx + 1]
-        else:
-            end = len(lines)
-        
-        section_lines = lines[start:end]
-        section_text = '\n'.join(section_lines)
-        sections_data.append(section_text)
-
-    sections_data = sections_data[1:]
-
-    parsed = []
-    for sec in sections_data:
-        match = re.match(r'^## (\d+)\. (.+) \(mid: (\d+)\)', sec)
-        if match:
-            num = int(match.group(1))
-            name = match.group(2)
-            mid = match.group(3)
-            parsed.append({
-                'num': num,
-                'name': name,
-                'mid': mid,
-                'content': sec
-            })
-
-    def sort_key(item):
-        name = item['name']
-        first_char = name[0].lower() if name else ''
-        if first_char.isdigit():
-            return '0' + first_char
-        elif first_char.isalpha():
-            return '1' + first_char
-        else:
-            return '2' + first_char
-
-    parsed.sort(key=sort_key)
-
-    new_content = header + '\n'
-    for i, sec in enumerate(parsed):
-        new_content += sec['content'] + '\n'
-
-    with open(output_file, 'w', encoding='utf-8') as f:
-        f.write(new_content)
-
-    print(f'Sorted {len(parsed)} sections')
-    print('First 10:')
-    for s in parsed[:10]:
-        print(f'  {s["name"]}')
-    return 0
-
-if __name__ == "__main__":
-    raise SystemExit(main())
\ No newline at end of file