Jupyter Notebook
microsoft/ai-agents-for-beginners
ใช้เมื่อผู้ใช้ร้องขอให้สร้าง จัดโครงร่าง หรือแก้ไข Jupyter notebooks (.ipynb) สำหรับการทดลอง การสำรวจ หรือบทแนะนำ; ควรใช้เทมเพลตที่มาพร้อมและรันสคริปต์ช่วยเหลือ newnotebook.py…
A skill your agent uses when CrossFrame Suite routes explicit Chinese notes for books, theories, articles, excerpts, bidirectional reading, absorption, or conflict mapping.
MITAuto-check passed
Install Crossframe Notebook
$ npx skills add sickn33/agentic-awesome-skills --skill crossframe-notebook -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install sickn33/agentic-awesome-skills crossframe-notebook --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/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/crossframe-notebook .claude/skills/crossframe-notebook && 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 "crossframe-notebook" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/crossframe-notebook into .claude/skills/crossframe-notebook/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "crossframe-notebook", 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/sickn33/agentic-awesome-skills/tree/main/skills/crossframe-notebookType 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 sickn33/agentic-awesome-skills --skill crossframe-notebook -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install sickn33/agentic-awesome-skills crossframe-notebook --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/crossframe-notebook .agents/skills/crossframe-notebook && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "crossframe-notebook" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/crossframe-notebook into .agents/skills/crossframe-notebook/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "crossframe-notebook", 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 sickn33/agentic-awesome-skills --skill crossframe-notebook -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install sickn33/agentic-awesome-skills crossframe-notebook --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/crossframe-notebook .cursor/skills/crossframe-notebook && 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 "crossframe-notebook" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/crossframe-notebook into .cursor/skills/crossframe-notebook/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "crossframe-notebook", 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/sickn33/agentic-awesome-skills.git --path skills/crossframe-notebook--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 sickn33/agentic-awesome-skills --skill crossframe-notebook -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install sickn33/agentic-awesome-skills crossframe-notebook --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/crossframe-notebook .gemini/skills/crossframe-notebook && 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 "crossframe-notebook" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/crossframe-notebook into .gemini/skills/crossframe-notebook/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "crossframe-notebook", 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 sickn33/agentic-awesome-skills crossframe-notebookInstalls 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 sickn33/agentic-awesome-skills --skill crossframe-notebook -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/crossframe-notebook .github/skills/crossframe-notebook && 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 "crossframe-notebook" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/crossframe-notebook into .github/skills/crossframe-notebook/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "crossframe-notebook", 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 sickn33/agentic-awesome-skills --skill crossframe-notebook -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install sickn33/agentic-awesome-skills crossframe-notebook --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sickn33/agentic-awesome-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/crossframe-notebook .opencode/skills/crossframe-notebook && 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 "crossframe-notebook" agent skill from https://github.com/sickn33/agentic-awesome-skills/tree/main/skills/crossframe-notebook into .opencode/skills/crossframe-notebook/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "crossframe-notebook", 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.
Facts
- Skill name
crossframe-notebook- GitHub stars
- 47k
- Used in
- 1 other repo
- Token cost
- ~1k tokens
- SKILL.md length
- 275 words
- Files
- 15 (incl. references)
- Skills in repo
- 1,394
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when CrossFrame Suite routes explicit Chinese notes for books, theories, articles, excerpts, bidirectional reading, absorption, or conflict mapping.
- Works in 8 steps: ../crossframe/SKILL.md → ../crossframe/references/read-routing-map… → 若阅读对象触发高责任、公共制度、亲密关系、长期演化、框架治理、AI… → …
- CrossFrame Suite routes explicit Chinese notes for books
- SKILL.md covers When to Use This Skill, Packaged Source Note, Limitations and 轻入口读取, plus 5 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Crossframe Notebook is an agent skill from sickn33/agentic-awesome-skills. Use when CrossFrame Suite routes explicit Chinese notes for books, theories, articles, excerpts, bidirectional reading, absorption, or conflict mapping.
Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 20 other files, including reference files (for example `agents/openai.yaml`, `evals/crossframe-notebook-smoke-tests.md` and `examples/article-excerpt-note.md`).
The repository describes itself as: AAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 2,400+ agentic skills. Includes… The licence is MIT.
When your agent uses it
- CrossFrame Suite routes explicit Chinese notes for books
- Bidirectional reading
- Conflict mapping
Example prompts
- “/crossframe-notebook”
Workflow steps
8 steps, taken from the first numbered list in SKILL.md.
- ../crossframe/SKILL.md
- ../crossframe/references/read-routing-map.md
- 若阅读对象触发高责任、公共制度、亲密关系、长期演化、框架治理、AI 现实验证、弱信号/不透明、无法退出、工具化、隐喻/来源透明或文章输出，追加读取 ../crossframe/references/continuity-bundles.md，并按需使用…
- 复用 ../crossframe/templates/read-state-capsule.md 规定的 v5-read-state-capsule，并在高责任、公共、AI/过程性产物、生命周期、无法退出主体或文章输出场景执行…
- 本目录 protocols/notebook-reading-protocol.md
- 本目录 protocols/bidirectional-reading-protocol.md
- 本目录 protocols/source-integrity-protocol.md
- 按任务读取 templates/、references/ 和 examples/
What it can do on your machine
Read from SKILL.md and the folder at commit 1e53ce2. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Crossframe Notebook loads about 1k tokens when it runs, and up to ~2.3k if it reads all its reference files. Until then it costs about 43 tokens; SKILL.md has 275 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.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated 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.
SKILL.md
The full file from sickn33/agentic-awesome-skills at commit 1e53ce2, republished under its MIT licence (© sickn33). 275 words, ~1,015 tokens.
Download SKILL.mdSave it as
.claude/skills/crossframe-notebook/SKILL.md (or your agent's skills folder). This skill also uses 14 other files; get the full folder from GitHub.- name
- crossframe-notebook
- description
- Use when CrossFrame Suite routes explicit Chinese notes for books, theories, articles, excerpts, bidirectional reading, absorption, or conflict mapping.
- category
- content
- risk
- safe
- source
- community
- source_repo
- xi-kari/crossframe-skill
- source_type
- community
- date_added
- 2026-06-16
- author
- xi-kari
- license
- MIT
- license_source
- https://github.com/xi-kari/crossframe-skill/blob/main/LICENSE
- tools
- Agent Skills, Codex, Claude
CrossFrame Notebook
When to Use This Skill
- Use when
crossframe-suiteroutes explicit CrossFrame work into notes for books, theories, articles, excerpts, bidirectional reading, absorption, or conflict mapping. - Use when original text and CrossFrame concepts must be kept distinct.
- Do not use independently unless the user explicitly names this sibling skill.
Packaged Source Note
This AAS-ready copy preserves the original CrossFrame skill body below. Chinese remains the canonical semantic layer; English metadata is only for discovery, installation, and repository review.
Limitations
- The skill body is intentionally Chinese-canonical; English metadata is for discovery and does not replace the original Chinese terms.
- Use only after explicit CrossFrame invocation or
crossframe-suiterouting; do not apply it as a generic default reasoning layer. - It structures analysis, drafting, and review, but does not replace source verification, domain expertise, or legal, medical, or financial judgment.
本 skill 不独立触发。 所有 CrossFrame 任务统一从
crossframe-suite入口调度。用户无需直接调用本 skill；suite 根据路由规则在需要时自动加载。
如果读书研究之后要成文、教学、辩论或评审，先读取 ../crossframe-suite/SKILL.md 做总调度；本 skill 只负责读书/理论/文章研究笔记。
本 skill 是 crossframe 的平行研究笔记入口，不替代 crossframe 做现实诊断，也不替代 crossframe-essay 写文章。中文为权威语义；英文只用于 skill id、文件名、接口和必要对外说明。
轻入口读取
每次触发后先读取相邻 canonical 资料，而不是复制它们的正文：
../crossframe/SKILL.md../crossframe/references/read-routing-map.md- 若阅读对象触发高责任、公共制度、亲密关系、长期演化、框架治理、AI 现实验证、弱信号/不透明、无法退出、工具化、隐喻/来源透明或文章输出，追加读取
../crossframe/references/continuity-bundles.md，并按需使用../crossframe/worksheets/source-continuity-check.md；未完成联读时只能降档。 - 复用
../crossframe/templates/read-state-capsule.md规定的v5-read-state-capsule，并在高责任、公共、AI/过程性产物、生命周期、无法退出主体或文章输出场景执行../crossframe/worksheets/source-anchor-integrity-check.md。如果胶囊缺失，回到../crossframe/SKILL.md补齐；本 skill 不重新发明源路由。 - 本目录
protocols/notebook-reading-protocol.md - 本目录
protocols/bidirectional-reading-protocol.md - 本目录
protocols/source-integrity-protocol.md - 按任务读取
templates/、references/和examples/
不要把 canonical 全文搬进本 skill 输出。只引用必要规则名、概念名和相对路径。
核心定位
CrossFrame Notebook 做的是双向阅读：
- 先把原文本或理论按它自己的问题意识、概念和论证还原出来。
- 再问它与 CrossFrame 的关联、不同、冲突、可吸收处和不可吸收处。
- 最后把文本对 CrossFrame 的反向压力写成可继续研究的问题。
它不是“读书摘要器”，也不是“拿 CrossFrame 套文本”。如果用户只给了标题或模糊记忆，必须标明来源边界；不能伪造页码、原句、出处或作者观点。
必须输出的最小结构
一次合格笔记至少包含：
- 阅读对象与来源边界
- 原文本自己的中心问题
- 原文本自己的关键概念或论证链
- 与 CrossFrame 的关联
- 与 CrossFrame 的不同
- 与 CrossFrame 的冲突或张力
- 可吸收处
- 不可吸收处
- 反馈给 CrossFrame 的问题
- 引用与核验边界
用户要求极简时，也必须保留“关联 / 不同 / 可吸收 / 不可吸收 / 反馈问题”的最小骨架。
硬失败
以下情况一旦出现，要主动纠偏或判定当前输出不合格：
- 只做读书摘要，没有 CrossFrame 对照和反馈问题。
- 只拿 CrossFrame 套文本，原文本自己的问题意识消失。
- 伪造引用、页码、版本、原句或作者观点。
- 没有同时写出关联与不同。
- 把“可吸收处”写成全盘收编，或把“不可吸收处”写成贬低原文本。
- 把理论比较变成现实诊断、人格审判、意识形态定性或专业替代。
- 用搜索摘要、二手介绍或模型记忆冒充已读原文。
默认输出
默认使用 templates/research-notebook.md。需要记录来源时追加 templates/source-ledger.md。
输出语气要像研究笔记：清楚、克制、可复查。可以有判断，但判断必须绑定文本证据、来源边界和可撤回条件。
资源索引
protocols/notebook-reading-protocol.md：读书/理论/摘录笔记流程。protocols/bidirectional-reading-protocol.md：双向互读协议。protocols/source-integrity-protocol.md：引用、页码、版本和来源边界。references/absorption-taxonomy.md：关联、不同、冲突、吸收、不可吸收、反馈问题分类。references/notebook-quality-gates.md：合格笔记质量闸。references/source-boundary-rules.md：来源可信度和不可伪造规则。templates/research-notebook.md：默认研究笔记模板。templates/source-ledger.md：来源台账模板。examples/：书籍理论、文章摘录、公共理论和失败样例。evals/crossframe-notebook-smoke-tests.md：smoke tests。
© sickn33, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 14 other files (references) in skills/crossframe-notebook of sickn33/agentic-awesome-skills.
- SKILL.md
- agents/openai.yaml
- evals/crossframe-notebook-smoke-tests.md
- examples/article-excerpt-note.md
- examples/book-theory-note.md
- examples/failure-samples.md
- examples/public-theory-note.md
- protocols/bidirectional-reading-protocol.md
- protocols/notebook-reading-protocol.md
- protocols/source-integrity-protocol.md
- references/absorption-taxonomy.md
- references/notebook-quality-gates.md
- references/source-boundary-rules.md
- templates/research-notebook.md
- templates/source-ledger.md
Open the folder on GitHubat commit 1e53ce2
Used in 1 other repository
We found 5 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in sickn33/agentic-awesome-skills, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Crossframe Notebook 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 |
|---|---|---|---|---|---|---|
| Crossframe Notebook this skillsickn33/agentic-awesome-skills | 47k | 1 repos | ~1k | Automated safety check: Pass | MIT | |
| Jupyter Notebookmicrosoft/ai-agents-for-beginners | 77k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Jupyter Notebookmicrosoft/ai-agents-for-beginners | 77k | — | ~1.2k | Automated safety check: Warn | MIT | |
| Jupyter Notebookmicrosoft/ai-agents-for-beginners | 77k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Jupyter Notebookmicrosoft/ai-agents-for-beginners | 77k | 8 repos | ~1k | Automated safety check: Pass | Apache-2.0 | |
| Jupyter Notebookmicrosoft/ai-agents-for-beginners | 77k | — | ~1.3k | Automated safety check: Pass | MIT |
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Acts as a proxy for the Cline CLI, dispatching coding tasks one at a time, monitoring runs by hard evidence, relaying decisions to you and learning per-project preferences.
Questions about Crossframe Notebook
What does Crossframe Notebook do?
A skill your agent uses when CrossFrame Suite routes explicit Chinese notes for books, theories, articles, excerpts, bidirectional reading, absorption, or conflict mapping. Crossframe Notebook is an agent skill from sickn33/agentic-awesome-skills. Use when CrossFrame Suite routes explicit Chinese notes for books, theories, articles, excerpts, bidirectional reading, absorption, or conflict mapping.
When should I use Crossframe Notebook?
Crossframe Notebook fits situations like: crossFrame Suite routes explicit Chinese notes for books; bidirectional reading; conflict mapping.
How do I install Crossframe Notebook in Claude Code?
Run `npx skills add sickn33/agentic-awesome-skills --skill crossframe-notebook -a claude-code`. Or copy the skill folder (skills/crossframe-notebook in sickn33/agentic-awesome-skills) into .claude/skills/crossframe-notebook in your project. Claude Code loads it when a task matches its description.
How do I install Crossframe Notebook in Codex?
Run `npx skills add sickn33/agentic-awesome-skills --skill crossframe-notebook -a codex`. Or copy the skill folder (skills/crossframe-notebook in sickn33/agentic-awesome-skills) into .agents/skills/crossframe-notebook in your project. Codex loads it when a task matches its description.
Can I use Crossframe Notebook in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add sickn33/agentic-awesome-skills --skill crossframe-notebook -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/crossframe-notebook, .gemini/skills/crossframe-notebook, .github/skills/crossframe-notebook and .opencode/skills/crossframe-notebook in your project.
What does Crossframe Notebook need to run?
SKILL.md names no scripts, command-line tools or credentials: Crossframe Notebook is instructions for the agent only.
Does Crossframe Notebook access the network?
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.
Is Crossframe Notebook safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Crossframe Notebook use?
Crossframe Notebook is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Crossframe Notebook use?
About 1k tokens (SKILL.md is roughly 4.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.2k tokens, read only when the agent opens those files.
What are the alternatives to Crossframe Notebook?
Skills that share tags, products or a category with Crossframe Notebook: Jupyter Notebook (microsoft/ai-agents-for-beginners, 77k stars), Jupyter Notebook (microsoft/ai-agents-for-beginners, 77k stars), Jupyter Notebook (microsoft/ai-agents-for-beginners, 77k stars) and Jupyter Notebook (microsoft/ai-agents-for-beginners, 77k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Crossframe Notebook?
sickn33 (a GitHub user) maintains it in sickn33/agentic-awesome-skills, which has 47,304 GitHub stars. The repository holds 1,394 skills in this directory. The repository was last updated on October 6, 2026.
Source: sickn33/agentic-awesome-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.