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 agentmods add skills/xi-kari/crossframe-skill/crossframe-notebooknpx skills add xi-kari/crossframe-skill --skill crossframe-notebookgit clone --depth 1 https://github.com/xi-kari/crossframe-skillWrote 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/xi-kari/crossframe-skill/crossframe-notebook)<a href="https://agentmods.dev/skills/xi-kari/crossframe-skill/crossframe-notebook"><img src="https://agentmods.dev/badge/skills/xi-kari/crossframe-skill/crossframe-notebook.svg" alt="Measured on agentmods" height="20"></a>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 | $0.00039 | $0.01400 |
| Opus 5 | $0.00019 | $0.00700 |
| Sonnet 5 | $0.00008 | $0.00280 |
| Haiku 4.5 | $0.00004 | $0.00140 |
Grade A, and why
crossframe-notebook 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 5d 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.
How it starts
The opening of the file, as written. The whole thing — 89 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CrossFrame Notebook
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。
- 若本 skill 产生新的中心命题、机制句、高风险概念判断、公共定性、行动建议、案例复用判断、组织处置建议或可成文材料，必须把这些内容作为
claim ledger delta交回../crossframe/templates/claim-ledger.md与../crossframe/worksheets/claim-ledger-check.md。本 skill 不得新增未登记判断；若无法登记claim_id、判断档位、行动上限、撤回条件和发布边界，只能删除、降档，或标为“本文推断 / 表达转译 / 外部思想映射”。
- 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。
What ships with it
14 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- agents/openai.yaml 528 B
- evals/crossframe-notebook-smoke-tests.md 3.3 KB
- examples/article-excerpt-note.md 2.1 KB
- examples/book-theory-note.md 2.3 KB
- examples/failure-samples.md 1.4 KB
- examples/public-theory-note.md 2.3 KB
- protocols/bidirectional-reading-protocol.md 2.6 KB
- protocols/notebook-reading-protocol.md 2.5 KB
- protocols/source-integrity-protocol.md 1.7 KB
- references/absorption-taxonomy.md 2.3 KB
- references/notebook-quality-gates.md 1.3 KB
- references/source-boundary-rules.md 1.2 KB
- templates/research-notebook.md 1.7 KB
- templates/source-ledger.md 520 B
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.
- 5d ago First seen · 89 lines · 39 tokens per session scan A 7f2a63f7ef1f
crossframe-notebook is a skill published in the GitHub repository xi-kari/crossframe-skill (18 stars, last pushed 29d ago), licensed MIT. It adds 39 tokens to every session and 1,400 once invoked, about $0.0002 per session on Opus 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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