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XBuilderLAB/cheat-on-content

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1

Proposes and applies upgrades to a content-scoring rubric: a full formula bump with blind re-scoring and a cross-model audit, or a lighter bucket-boundary recalibration.

XBuilderLAB/cheat-on-content7.2k—~3.5kAutomated safety check: NotesMIT5 days ago
2

Onboards a new user to the cheat-on-content workflow with a short question flow, creating the project scaffolding and optionally importing past video history.

XBuilderLAB/cheat-on-content7.2k—~4.3kAutomated safety check: NotesMIT5 days ago
3

Imports scripts and engagement numbers from an account you want to emulate, then extracts content patterns and starting scoring signals from them.

XBuilderLAB/cheat-on-content7.2k—~2.3kAutomated safety check: NotesMIT5 days ago
4

Upgrades an older .cheat-state.json to the current schema version by applying migration files in order, with dry-run, backup and stop-on-failure behavior.

XBuilderLAB/cheat-on-content7.2k—~1.5kAutomated safety check: NotesMIT5 days ago
5

Turns content creation into a calibrated loop of scoring, blind prediction, post-publish review and rubric evolution, with a built-in rubric for opinion videos.

XBuilderLAB/cheat-on-content7.2k—~2.7kAutomated safety check: NotesMIT5 days ago
6

Builds or refreshes an account's audience profile from the comments in its post retrospectives and writes it to audience.md for later topic and script work.

XBuilderLAB/cheat-on-content7.2k—~1.5kAutomated safety check: NotesMIT5 days ago
7

Writes an immutable blind prediction log for a finished content draft: a seven-dimension score, bucket, probability distribution and counterfactuals, scored blind by a sub-agent.

XBuilderLAB/cheat-on-content7.2k—~4kAutomated safety check: NotesMIT5 days ago
8

Records that a piece of content went live by writing its URL, platform and publish time into the prediction file header and state file, leaving the prediction text untouched.

XBuilderLAB/cheat-on-content7.2k—~1.3kAutomated safety check: NotesMIT5 days ago
9

Ranks a pool of content topic candidates by composite score and recommends the top picks, each with a score breakdown, anchor comparison and a one-line reason.

XBuilderLAB/cheat-on-content7.2k—~1.6kAutomated safety check: PassMIT5 days ago
10

Chinese-language retro step that gathers a post's results after a set window, compares them with the earlier prediction and records lessons in rubric-memo.md.

XBuilderLAB/cheat-on-content7.2k—~3.1kAutomated safety check: NotesMIT5 days ago
11

Scores a single draft against the project's rubric and prints the composite to the console only, with no files written and no prediction made.

XBuilderLAB/cheat-on-content7.2k—~1.2kAutomated safety check: PassMIT5 days ago
12

INTERNAL sub-agent for blind 7-dim rubric scoring. **NOT a user-facing skill — do NOT invoke from main conversation.** Called via Task tool by…

XBuilderLAB/cheat-on-content7.2k—~2.1kAutomated safety check: PassMIT5 days ago
13

Develops one content topic at a time through conversation: you bring a theme or experience, the agent digs for angles and writes a draft, with an optional batch brainstorm mode.

XBuilderLAB/cheat-on-content7.2k—~3.5kAutomated safety check: NotesMIT5 days ago
14

登记一条视频已拍摄。建 video folder + 询问实际拍摄稿是否与 scripts/<id.md 一致 + buffer +1。与 cheat-publish 配对:拍了进队列,发了出队列。触发词:"拍了"/"拍了 X"/"shot"/"shot it"/"已拍 X"/"录完了"。

XBuilderLAB/cheat-on-content7.2k—~1.9kAutomated safety check: NotesMIT5 days ago
15

cheat-on-content 的状态看板。显示当前模式 / rubric 版本 / 校准进度 / 待复盘 / pool 状态 / 是否该升级 SQLite / 是否该 bump rubric。任何时候都可调,无副作用。触发词:"状态"/"看板"/"status"/"我现在该做什么"/"进度怎么样"。

XBuilderLAB/cheat-on-content7.2k—~1.5kAutomated safety check: NotesMIT5 days ago
16

从配置的热点源(HN / Reddit / YouTube trending / B 站热门 / 等)抓今天的热门话题,去重 + 粗打分 + 写入 candidates.md。绝大部分人没有候选池——这是让"我没素材"问题在 onboarding 第二步就消失的钥匙。触发词:"抓热点"/"fetch trends"/"今天有什么可做的"/"trending now"/"找选题"。

XBuilderLAB/cheat-on-content7.2k—~1.4kAutomated safety check: NotesMIT5 days ago