Signal Scoring
grandamenium/cortextos
Score, deduplicate, rank, and select fresh research signals from SQLite using the configured rubric.
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"。
$ npx skills add XBuilderLAB/cheat-on-content --skill cheat-status -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install XBuilderLAB/cheat-on-content cheat-status --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/XBuilderLAB/cheat-on-content.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/cheat-status .claude/skills/cheat-status && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "cheat-status" agent skill from https://github.com/XBuilderLAB/cheat-on-content/tree/main/skills/cheat-status into .claude/skills/cheat-status/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cheat-status", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/XBuilderLAB/cheat-on-content/tree/main/skills/cheat-statusType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add XBuilderLAB/cheat-on-content --skill cheat-status -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install XBuilderLAB/cheat-on-content cheat-status --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/XBuilderLAB/cheat-on-content.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/cheat-status .agents/skills/cheat-status && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "cheat-status" agent skill from https://github.com/XBuilderLAB/cheat-on-content/tree/main/skills/cheat-status into .agents/skills/cheat-status/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cheat-status", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add XBuilderLAB/cheat-on-content --skill cheat-status -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install XBuilderLAB/cheat-on-content cheat-status --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/XBuilderLAB/cheat-on-content.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/cheat-status .cursor/skills/cheat-status && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "cheat-status" agent skill from https://github.com/XBuilderLAB/cheat-on-content/tree/main/skills/cheat-status into .cursor/skills/cheat-status/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cheat-status", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/XBuilderLAB/cheat-on-content.git --path skills/cheat-status--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add XBuilderLAB/cheat-on-content --skill cheat-status -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install XBuilderLAB/cheat-on-content cheat-status --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/XBuilderLAB/cheat-on-content.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/cheat-status .gemini/skills/cheat-status && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "cheat-status" agent skill from https://github.com/XBuilderLAB/cheat-on-content/tree/main/skills/cheat-status into .gemini/skills/cheat-status/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cheat-status", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install XBuilderLAB/cheat-on-content cheat-statusInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add XBuilderLAB/cheat-on-content --skill cheat-status -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/XBuilderLAB/cheat-on-content.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/cheat-status .github/skills/cheat-status && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "cheat-status" agent skill from https://github.com/XBuilderLAB/cheat-on-content/tree/main/skills/cheat-status into .github/skills/cheat-status/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cheat-status", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add XBuilderLAB/cheat-on-content --skill cheat-status -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install XBuilderLAB/cheat-on-content cheat-status --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/XBuilderLAB/cheat-on-content.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/cheat-status .opencode/skills/cheat-status && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "cheat-status" agent skill from https://github.com/XBuilderLAB/cheat-on-content/tree/main/skills/cheat-status into .opencode/skills/cheat-status/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cheat-status", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
cheat-statuscheat-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"。
Cheat Status is an agent skill from XBuilderLAB/cheat-on-content. 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"。
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Education, covering Quizzes and assessments. It works with SQLite. The repository describes itself as: You're reading this. The skill predicted it. A workflow that turns every post into a calibrated experiment—score, blind-predict, retro, evolve. The future doesn't reward effort… The licence is MIT.
4 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 2d8211e. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
Bash(*)ReadGlobGrepFrom allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are python).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Cheat Status loads about 1.5k tokens when it runs. Until then it costs about 42 tokens; SKILL.md has 415 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check noted patterns worth knowing about, such as sudo or a known installer.
allowed-tools: Bash(*), Read, Glob, GrepAutomated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from XBuilderLAB/cheat-on-content at commit 2d8211e, republished under its MIT licence (© XBuilderLAB). 415 words, ~1,514 tokens.
.claude/skills/cheat-status/SKILL.md (or your agent's skills folder).读 state file + 扫描用户项目 → 汇总当前进度 → 输出"今天该做什么"清单。
[用户:状态]
↓
[Phase 1: 读 .cheat-state.json + 扫文件系统]
↓
[Phase 2: 计算派生指标]
↓
[Phase 3: 检测建议触发器(升级 / bump / 清算)]
↓
[Phase 4: 输出看板]| 来源 | 用途 |
|---|---|
.cheat-state.json | 主要状态 |
predictions/*.md | 校准样本数 / pending retros |
candidates.md | 候选池规模 |
rubric_notes.md | 行数 / 当前版本 |
.cheat-cache/usage.jsonl(如有) | meta-logging 数据,用于"距上次 bump 多少次预测" |
state = read_json('.cheat-state.json')
if not state:
return "你还没初始化。请先跑 /cheat-init。"
predictions = glob('predictions/*.md')
candidates_count = parse_candidates_md_entries()
rubric_lines = wc -l rubric_notes.md| 指标 | 算法 |
|---|---|
| Buffer 数 | len(state.shoots) |
| Buffer 颜色 | 按 cadence-protocol.md 派生:buffer_days = buffer_count × target_publish_cadence_days,<1 红 / 1-2 橙 / 3-5 绿 / >5 蓝。如 target_publish_cadence_days=null → 颜色禁用 |
| Confidence 等级 | 按 state-management.md confidence 表 派生:从 calibration_samples 整数派生 emoji + 标签 |
| 最早一拍至今天数 | now - state.shoots[0].shot_at,用于警告"拍了 N 天没发" |
| 校准样本数 | predictions 中含完整复盘段(实绩数据非空)的文件数 |
| 待复盘 | state.pending_retros 中已过 RETRO_WINDOW_DAYS 的 |
| 池大小 | candidates.md 中 tier!=skip 的 entry 数 |
| 上次 bump 至今几次预测 | predictions 中 published_at > state.last_bump_at 的数量 |
| 同向偏差队列 | state.consecutive_directional_errors |
| in_progress 陈旧度 | now - state.in_progress_session.started_at(如有) |
按优先级(高→低)逐项检查:
pool_status=none + calibration_samples=0 + 距 init >24h → "🌱 你 init 完已经 N 天但还没拍——是因为没选题吗?跑 /cheat-seed 5 分钟拿 5 个候选 + 5 个 draft" 高优先级🎛️ cheat-on-content 状态(更新于 2026-05-04 15:00)
内容形态:opinion-video / 时长 3-5min / cadence: 隔日更
当前 rubric:v2 (上次 bump: 2026-04-22)
校准样本:18 篇
Confidence: 🟢 较高 (中枢 ±15%,rubric 形态稳定)
Baseline: 4.2w 中位数
📦 Buffer:3 篇(🟢 绿色)
按你的 cadence (隔日更)= 6 天 buffer,节奏稳定
📊 进度条
[█████████████░░░░░] 18 / 30 → SQLite 升级建议门槛
[██████████░░░░░░░░] 18 / 10 → percentile 桶可用(已超过门槛)
🎬 待办(按紧急度)
🚨 复盘 1 篇(已过 T+3d)
- predictions/2026-05-01_db063817_你已不在关系里.md(T+3d 到了)
⚠️ 同向偏差 3 次(high, high, high)→ 建议 /cheat-bump
💤 in-progress prediction 已陈旧 35 天
- predictions/2026-04-01_xxx.md → 是已发了忘登记?还是弃稿?
🔥 候选池
- candidates.md: 27 条(tier1: 12, tier2: 9, tier3: 6)
- 距上次抓热点: 4 天 — 可以再跑 /cheat-trends
📈 健康度
- rubric_notes.md: 412 行(健康,<600 警戒线)
- hooks_installed: ✅
- external audit configured: ❌ → 建议配 mcp__llm-chat__chat
下一步建议(按推荐优先级):
1. /cheat-retro predictions/2026-05-01_db063817_你已不在关系里.md ← 最紧急
2. /cheat-bump ← 同向偏差 3 次的处理
3. 处理陈旧 in-progress(手动或回 "清理 in-progress")
完整的命令清单见主 SKILL.md。输出风格:直白、具体、可点击。每个建议附确切的命令——用户应能 copy-paste 直接执行。
/cheat-bump --propose "..." 的精确入口© XBuilderLAB, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/cheat-status of XBuilderLAB/cheat-on-content.
Open the folder on GitHubat commit 2d8211e
Cheat Status next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Cheat Status this skillXBuilderLAB/cheat-on-content | 7.2k | — | ~1.5k | Automated safety check: Notes | MIT | |
| Signal Scoringgrandamenium/cortextos | 100 | — | ~2.2k | Automated safety check: Pass | MIT | |
| DeepTutor CLIHKUDS/DeepTutor | 41k | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| AI Engineering Placement Quizrohitg00/ai-engineering-from-scratch | 65k | — | ~2k | Automated safety check: Pass | MIT | |
| Codebase to Coursezarazhangrui/codebase-to-course | 5.7k | — | ~4.4k | Automated safety check: Pass | None | |
| AI Engineering Phase Quizrohitg00/ai-engineering-from-scratch | 65k | — | ~2.1k | Automated safety check: Pass | MIT |
grandamenium/cortextos
Score, deduplicate, rank, and select fresh research signals from SQLite using the configured rubric.
HKUDS/DeepTutor
Teaches the agent to set up and run DeepTutor from the command line: chat and capabilities, knowledge bases, partners, memory, sessions, notebooks and the server or Web app.
rohitg00/ai-engineering-from-scratch
Runs a 10-question quiz across five areas to place a learner in the AI Engineering from Scratch curriculum, so they skip what they already know.
zarazhangrui/codebase-to-course
Turns a codebase into an interactive single-page HTML course for non-technical learners, with scroll modules, animated diagrams, quizzes and plain-English code translations.
rohitg00/ai-engineering-from-scratch
Quizzes you on a completed phase of the AI Engineering from Scratch course, taking a phase number or name and mapping it to that phase's directory.
K-Dense-AI/claude-scientific-writer
Provide qualitative-first, evidence-traceable developmental review of scholarly works and audit low-stakes research-assessment rubrics with optional local quality controls.
XBuilderLAB/cheat-on-content
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-content
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-content
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-content
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-content
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-content
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.
Works with
Categories
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"。. Cheat Status is an agent skill from XBuilderLAB/cheat-on-content.
Cheat Status fits situations like: tasks that involve Quizzes and assessments.
Run `npx skills add XBuilderLAB/cheat-on-content --skill cheat-status -a claude-code`. Or copy the skill folder (skills/cheat-status in XBuilderLAB/cheat-on-content) into .claude/skills/cheat-status in your project. Claude Code loads it when a task matches its description.
Run `npx skills add XBuilderLAB/cheat-on-content --skill cheat-status -a codex`. Or copy the skill folder (skills/cheat-status in XBuilderLAB/cheat-on-content) into .agents/skills/cheat-status in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add XBuilderLAB/cheat-on-content --skill cheat-status -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cheat-status, .gemini/skills/cheat-status, .github/skills/cheat-status and .opencode/skills/cheat-status in your project.
SKILL.md names no scripts, command-line tools or credentials: Cheat Status is instructions for the agent only. Our summary lists: Python 3. Its frontmatter pre-approves these tools: Bash(*), Read, Glob, Grep.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Cheat Status is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.5k tokens (SKILL.md is roughly 6.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Cheat Status: Signal Scoring (grandamenium/cortextos, 100 stars), DeepTutor CLI (HKUDS/DeepTutor, 41k stars), AI Engineering Placement Quiz (rohitg00/ai-engineering-from-scratch, 65k stars) and Codebase to Course (zarazhangrui/codebase-to-course, 5.7k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
XBuilderLAB (a GitHub organization) maintains it in XBuilderLAB/cheat-on-content, which has 7,225 GitHub stars. The repository holds 16 skills in this directory. The repository was last updated on October 5, 2026.
Source: XBuilderLAB/cheat-on-content on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.