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cheat-on-content
XBuilderLAB/cheat-on-contentSkill
给所有想把"感觉"变成可校准预测的内容创作者。**方法论通用**——打分 → 盲预测 → T+3d 复盘 → 进化 rubric 的循环适用任何能被量化（播放 / 阅读 / 收听 / 点击）的内容。**rubric 是循环的内容，不是循环本身**——当前内置一份观点视频 rubric（参考博主 25+ 视频拟合），其他形态可借这套起步并 bump 调权重。**强烈建议导入对标账号**作为初始信号源（/cheat-learn-from）。触发词："初始化"/"打分这篇"/"启动预测"/"已发布"/"复盘"/"升级 rubric"/"推荐选题"/"抓热点"/"状态"/"找对标"/"learn from"。**首次使用必须先跑 /cheat-init。**
Why this score
This repo hosts 10 skills, so its 7,309 stars are split between them (about 731 each) for scoring.
Popularity score: 75/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
Security
Scanned Oct 20, 2026 at commit 5e8fb6ffb8a0, with Cisco's open-source skill-scanner.
What its code does:
- Runs shell commands Common for dev tools. Read the commands it runs.adapters/perf-data/douyin-session/README.md:42, adapters/perf-data/linkedin-session/README.md:52, adapters/perf-data/xhs-explore/README.md:54 and 3 more
- Makes network requestsSKILL.md, adapters/perf-data/xhs-explore/crawler.py:359 and 3 more
- Uses dependencies without a pinned version A later version of a dependency could change what runs.adapters/perf-data/bilibili-stat/requirements.txt:1, adapters/perf-data/douyin-session/requirements.txt:1, adapters/perf-data/linkedin-session/requirements.txt:1 and 3 more
Web addresses in its code:
- xiaohongshu.comadapters/perf-data/xhs-explore/crawler.py:114
- creator.douyin.comadapters/perf-data/douyin-session/crawler.py:16
- linkedin.comadapters/perf-data/linkedin-session/crawler.py:19
- api.bilibili.comadapters/perf-data/bilibili-stat/crawler.py:8
- creator.xiaohongshu.comadapters/perf-data/xhs-explore/crawler.py:31
- channels.weixin.qq.comadapters/perf-data/wechat-channels/crawler.py:19
- aihot.virxact.comadapters/trend-sources/aihot.md:9
- bilibili.comadapters/perf-data/bilibili-stat/crawler.py:23
- douyin.comadapters/perf-data/douyin-session/crawler.py:310
- s.weibo.comadapters/trend-sources/weibo-hot.md:57
- zhihu.comadapters/trend-sources/zhihu-hot.md:60
These are the sites named in the code, so it's where your data could go. It isn't a complete list: code can build addresses while it runs, and a few of these may be links rather than calls. Whatever you send also goes to the AI model you use.
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This onecheat-on-content XBuilderLAB/cheat-on-content · Skill | 75 | ★ 7.3k | ≈87 always | 16d ago |
| anti-cheat-systems gmh5225/awesome-game-security · Skill Both about cheat | 75 | ★ 3.6k | ≈58 always | 16d ago |
| re-anti-cheat dslsdzc/rev-skills · Skill Both about cheat | 62 | ★ 178 | ≈13 always | 24d ago |