ljg-mechanism SKILL.md skillA
ljg-mechanism from lijigang/ljg-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add lijigang/ljg-skills/ljg-mechanism@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- lijigang/ljg-skills
- Path
skills/ljg-mechanism/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Oct 3, 2026
- Size
- 5,206 bytes
- Repository stars
- 7,668
- License
- MIT
针对用户提供的现象，用「看反常—追过程—分解释—带条件迁移」生成机制猜想，并联网核对现象、检验关键因果与竞争解释，交付证据最能支撑的机制及其边界。USE WHEN 用户调用 ljg-mechanism、说「找机制」「机制研究」「用四步框架走一遍」「联网验证这个解释」，或希望研究一个现象怎样发生。NOT FOR 纯概念定义、普通摘要、已有唯一解的操作题或只画地图。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# ljg-mechanism · 机制研究 从眼前的现象中找出真正起作用的关系。生成解释后，让它与竞争解释一起接受现实检验；根据证据修正对象、关系或成立条件，给出当前最扎实的机制判断。 「solid」指关键关系有可检查的依据、能够区分竞争解释、能推出新观察，并留下修改自己的入口。完整、流畅或引用很多，均不足以达到这个标准；公开证据不足时，交付领先猜想和具体缺口。 ## Workflow Routing | 请求 | 执行 | |---|---| | 提供现象，希望解释其生成过程并验证 | 阅读 [Workflows/DiscoverMechanism.md](Workflows/DiscoverMechanism.md) | | 希望示范、学习或「走一遍」 | 使用同一研究框架，在成品中展开四个环节与判断变化 | | 补充新事实、反例或改变范围 | 回到受影响的观察或因果关系，更新判断，不从头重复无关部分 | ## 研究约定 - 原始现象也需要核对。保留有价值的观察，明确对象、指标、比较基准和时段；「大家」「越来越」「没有效果」等概括不能直接当全称事实。 - 机制说清「谁或什么，在什么条件下，通过哪些中间变化，生成什么结果」。「供求」「激励」「文化」「系统」等名称须展开到可观察的过程。 - 保留能争夺同一解释对象的竞争解释，写出它们会产生的不同观察。方向不同、时间不同、影响的人不同，也可以形成区别性预测。 - 默认使用当前可用的联网搜索与正文获取能力，检验现象和机制。来源支持的范围，与自己的推断、教学设例和未知分开。 - 新材料可以推翻、重写或收窄机制。声明后的反例不能靠不断追加例外消解；需要说明原预测为何失败、新关系会推出什么不同结果。 ## 成品 默认中文，直接在对话中交付。先给机制判断与证据强度，再以具体对象讲清过程，展示最能改变判断的竞争解释、证据与边界。四步是研究框架，不要求把全部检索过程或思考过程打印出来。 涉及关键因果时，把来源链接放在对应判断旁边；说明来源实际支持的是现象、机制环节还是因果关系。正文应让读者看见：当前相信什么、为什么、什么观察会使它改口，以及换个现场时必须保留哪些条件。 用户要求完整示范时，按「看反常 / 追过程 / 分解释 / 带条件迁移」展开。比较确有帮助时用短表，承重关系难以看清时用简图；不给每个简单问题硬加图、公式或固定数量的假说。 研究默认只读，不自动创建笔记、报告文件、日志、规则或记忆。用户另行要求保存时，遵循指定位置与格式。联网不可用或用户要求离线时，说明只完成了推演，不能声称已联网验证。 ## Gotchas - 反常既包括「预期条件缺失，结果却出现」，也包括「条件已出现，预期结果没有出现」。普通现象也可以通过重新追问其生成过程成为研究对象。 …
Read the whole file at its exact version.
How to install
mdr add lijigang/ljg-skills/ljg-mechanism@sha256:fdc947928969431bThe line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_fdvu24o2witbocb2)
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Versions
The registry has recorded 1 version of this file, committed on Oct 3, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (5206 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
lijigang/ljg-skills · 7,668 stars · license MIT · pushed 2026-11-02 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_fdvu24o2witbocb2 GET https://markdownregistry.com/api/v1/resolve?ref=lijigang/ljg-skills/ljg-mechanism GET https://markdownregistry.com/api/v1/blob/fdc947928969431b373f5d3a5c47bb841008e118ceecfc827f1fb4de453eaf2a
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.