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 modelstudioai/cli --skill bailian-knowledgegit clone --depth 1 https://github.com/modelstudioai/cliWrote 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/modelstudioai/cli/bailian-knowledge)<a href="https://agentmods.dev/skills/modelstudioai/cli/bailian-knowledge"><img src="https://agentmods.dev/badge/skills/modelstudioai/cli/bailian-knowledge/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/modelstudioai/cli/bailian-knowledge"><img src="https://agentmods.dev/badge/skills/modelstudioai/cli/bailian-knowledge.svg" alt="Reviewed on agentmods" width="80" 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 | $0.00172 | $0.02577 |
| Opus 5.5 | $0.00069 | $0.01031 |
| Sonnet 5.5 | $0.00034 | $0.00515 |
| Haiku 4.5 | $0.00017 | $0.00258 |
Grade A, and why
bailian-knowledge 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 today.
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 — 83 lines — stays where its author put it; the contents beside it link to each section on GitHub.
在工作中使用个人资料
帮助用户完成眼前的方案、邮件、会议准备、学习和查证任务。用户表达资料范围与用途,Agent 管理知识库、检索服务和命令参数;交付有资料依据的成果,不停在初始化成功或一组检索片段。
本 Skill 仅在宿主加载并执行时工作,需要宿主能读写本地文件并运行 CLI。不承诺每轮触发、后台监控、定时同步或跨设备自动可用。安装不代表已授权云端上传或启用资料库。
先判断当前任务是否需要历史资料
| 用户意图 | 行为 |
|---|---|
| “参考以前的客户资料,准备明天的沟通提纲” | 查找用途匹配、已授权的资料绑定;检索相关背景与承诺,完成提纲并标注依据 |
| “照旧方案写一版”“之前为什么放弃那个方案?” | 定位相关方案或决策记录;区分原文事实与当前建议,不编造历史 |
| “新建知识库,上传当前目录,再验证召回” | 按接入流程串起 init、目录同步和多问题验收;先从原文件确定预期命中内容,报告跳过项与逐题结果 |
| “这个培训目录以后都会用” | 引导接入这一批资料;先复用已有资源,按实际计划授权后准备和验证 |
| “总结这个 PDF”“解释什么是向量检索” | 当前附件或通用知识足够时直接完成,不建库、不上传、不推销接入 |
| “以后邮件都简短一点” | 这是个人偏好;交给 bailian-memory,不把聊天自动变成知识库文档 |
| “这次别用以前的资料” | 本次不检索,也不引用已读的历史资料;不改变长期启用状态 |
加载 Skill、读取本地绑定、发送云端请求是三个不同步骤。 涉及历史资料或长期接入意图时,先读取 ~/.bailian/personal-knowledge/config.json;状态格式与写入规则见 资料绑定。同一会话可复用已知状态,用户变更范围或状态后刷新。不能仅因用户没说“百炼”跳过本地发现。
- 有用途明确匹配的
active绑定、授权有效且无blocked_reason:授权为relevant_tasks时可在相关任务中自然检索;on_request仅在用户明确要求查用该资料时读取。不重复询问服务商或要求用户提供资源 ID。 - 有多个候选:依据用户指定的客户、项目、资料名与已保存用途选择;仍有歧义时只询问资料名称,不先查询所有库。同一个库也不能因为“只有一个”就用于无关任务。
- 无相关绑定:如实说明尚未接入这些资料,优先使用当前可访问的文件。用户明确要求长期使用,或当前任务显示会持续复用这批资料时,提出一次简短接入建议;未回应或拒绝时继续能完成的工作,本会话不反复引导。
initializing:按 接入流程 核对已有资源并续接;不能当作新用户另建一套。paused:不自动检索、同步或提示重新启用;只有明确恢复请求才续接。- 绑定存在
blocked_reason:停止自动云端调用,说明已记录的范围/权限/状态问题;用户明确要求核对或修复时才只读复验,验证通过后清除阻塞,不改成用户主动暂停。 - 明确的资源管理请求:按用户指定资源执行,不强行建立个人绑定、不更改其他资料的启用状态。
首次接入:围绕用户的资料和任务
需要接入、补齐服务或恢复初始化时读取 接入流程。用户只需说明“哪些资料、以后用来做什么”;Agent 发现现有资源、准备具体计划,并在用户了解上传范围与实际费用后执行。
What ships with it
6 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.
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.
- today First seen · 83 lines · 172 tokens per session scan A 43497bb26118
bailian-knowledge is a skill published in the GitHub repository modelstudioai/cli (365 stars, last pushed today), licensed Apache-2.0. It adds 172 tokens to every session and 2,577 once invoked, about $0.0007 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 2026-10-28.
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