Cheat on Content is a workflow for content creators that records predictions and results for each post, reviews performance later, and updates the criteria used for future decisions. It is intended to make content planning and publishing an experiment that becomes more informed over time. The catalogue contains the skills that implement this workflow.
Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add XBuilderLAB/cheat-on-content --skill cheat-migrategit clone --depth 1 https://github.com/XBuilderLAB/cheat-on-contentWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/xbuilderlab/cheat-on-content/cheat-migrate)<a href="https://agentmods.dev/skills/xbuilderlab/cheat-on-content/cheat-migrate"><img src="https://agentmods.dev/badge/skills/xbuilderlab/cheat-on-content/cheat-migrate/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/xbuilderlab/cheat-on-content/cheat-migrate"><img src="https://agentmods.dev/badge/skills/xbuilderlab/cheat-on-content/cheat-migrate.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00093 | $0.02907 |
| Opus 5.5 | $0.00037 | $0.01163 |
| Sonnet 5.5 | $0.00019 | $0.00581 |
| Haiku 4.5 | $0.00009 | $0.00291 |
Grade A, and why
cheat-migrate scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
Copies of this mod
1 near-identical copy found in the catalogue:
- cheat-migrate — 100% identical, 2 lines differ
How it starts
The opening of the file, as written. The whole thing — 235 lines — stays where its author put it; the contents beside it link to each section on GitHub.
/cheat-migrate — Schema 版本迁移
把用户 .cheat-state.json 从旧 schema_version 升级到 cheat-on-content 当前期望的 LATEST_SCHEMA。
Overview
[用户:迁移 / 或 SessionStart 提示后用户跑]
↓
[Phase 0: 读 .cheat-state.json + migrations/registry.md → 确定迁移链]
↓
[Phase 1: dry-run(默认)展示迁移计划,等用户确认]
↓
[Phase 2: 备份 .cheat-state.json → .cheat-state.json.backup-<timestamp>]
↓
[Phase 3: 按顺序对每个 step 应用对应迁移文件的 HOW 段]
↓
[Phase 4: 验证升级后 state 文件能被解析 + schema_version 已更新]
↓
[Phase 5: 报告 + 提示如有备份需要清理]
Constants
- REGISTRY_PATH =
${SKILL_DIR}/../../migrations/registry.md— 版本链单一来源 - MIGRATIONS_DIR =
${SKILL_DIR}/../../migrations/— 迁移文件目录 - DRY_RUN_BY_DEFAULT = true — 首次跑展示计划,不直接改文件
- BACKUP_BEFORE_WRITE = true — 写之前必备份;备份文件保留至下次成功 init / 用户手动清理
- STOP_ON_STEP_FAILURE = true — 任何 step 失败 → 停在中间版本,不前进,不回滚
💡 调用时覆盖:
/cheat-migrate — dry-run: false直接执行 //cheat-migrate — to: 1.2仅升到指定版本
Inputs
| 必填 | 来源 |
|---|---|
.cheat-state.json |
用户项目根 |
migrations/registry.md |
LATEST_SCHEMA + 版本链表 |
migrations/<from>-to-<to>.md |
每步具体迁移指令 |
Workflow
Phase 0: 确定迁移链
- 读
.cheat-state.json→ 解析current_version = state.schema_version - 读
migrations/registry.md→ 解析LATEST_SCHEMA字段(行:LATEST_SCHEMA = "X.Y") - 解析
args.to覆盖(如有);否则 target = LATEST_SCHEMA - 解析
args.from覆盖(罕见场景:用户的 state 文件 schema 字段坏了,强制指定起点) - 状态判断:
current_version == target→ 输出"✅ state 已是 {target},无需迁移" → 退出current_version > target(比如用户跑了 dev 版又切回 release)→ 报错"无法降级,请手动调整或重新 init"current_version < target→ 继续,从注册表查出迁移链
- 从注册表"版本链"表算出
chain = [(from, to, file), ...],按顺序串起 current → target
如果某一步在注册表里缺失(比如 current_version 不在表里)→ 报错并展示"目前已知版本:[1.0, 1.1, ...]",让用户检查。
Phase 1: dry-run
输出迁移计划:
📋 迁移计划
当前版本: 1.0
目标版本: 1.2
将按顺序跑 2 步:
[1/2] 1.0 → 1.1(MINOR)
新增字段:typical_duration_seconds, target_publish_cadence_days, ...(共 12 字段)
删除字段:mode, prediction_complexity, bucket_scheme
详见: migrations/1.0-to-1.1.md
[2/2] 1.1 → 1.2(MINOR)
新增字段:[...]
详见: migrations/1.1-to-1.2.md
⚠️ 备份位置: .cheat-state.json.backup-<timestamp>
继续吗?回 yes 执行 / no 退出 / dry-run-detail 看每步具体改什么。
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 235 lines · 93 tokens per session scan A da1c296cfe9d
cheat-migrate is a skill published in the GitHub repository XBuilderLAB/cheat-on-content (7,309 stars, last pushed yesterday), licensed MIT. It adds 93 tokens to every session and 2,907 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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