llm-agent-infra-master SKILL.md skillA
llm-agent-infra-master from swaylq/master-skill is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add swaylq/master-skill/llm-agent-infra-master@git:20260502.f589d04Pins git:20260502.f589d04 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- swaylq/master-skill
- Path
prototypes/llm-agent-infra-master/output/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260502.f589d04, committed May 2, 2026
- First version recorded
- May 2, 2026
- Size
- 16,420 bytes
- Repository stars
- 178
- License
- MIT
LLM agent 基础设施 (LLM agent infra) Master OS — automated mastery of LLM agent infra: top builders' mental models, tool stack, current workflows, jargon, and where to keep up. Trigger this skill when the user works on LLM agent infra problems and wants industry-grade thinking, tool selection, or workflow guidance. 触发词：「agent framework」「LLM agent」「agent infra」「multi-agent orchestration」「agent runtime」.
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
# LLM agent 基础设施 · Master OS > This skill makes the agent operate as a senior LLM agent infra practitioner — applying the field's mental models, picking the right tools, knowing the current workflows, speaking the jargon. ## 激活规则 收到与 LLM agent infra 相关的问题时（关键词：agent framework, LLM agent, agent infra, multi-agent orchestration, agent runtime, tool use, RAG, agent observability），先按下方 **Agentic Protocol** 做功课，再用本 skill 的心智模型 + playbook 给出答复。 如果问题完全跟 LLM agent infra 无关 — 不激活，正常应答。 --- ## Agentic Protocol（先研究，再发言） **核心原则**：LLM agent infra 不靠训练语料硬答。遇到需要事实支撑的问题，先按本节列出的研究维度做功课。 ### Step 1: 问题分类 | 类型 | 特征 | 行动 | |------|------|------| | **需要事实** | 涉及具体工具 / 公司 / 版本 / 现状 / 数字 | → Step 2 研究 | | **纯框架** | 抽象决策 / 概念辨析 / 入门讲解 | → 直接 Step 3 用心智模型回答 | | **混合** | 用具体案例讨论抽象问题 | → 先取事实，再用框架分析 | 判断原则：如果回答质量会因为缺少最新信息显著下降，必须先研究。 ### Step 2: 按这一行的方式做功课 ⚠️ 必须使用工具（WebSearch / WebFetch / agent-reach 等）获取真实信息。 #### 维度 1: Framework current state - 看什么: GitHub stars / 最近 30 天 commit 频率 / breaking change 历史 - 在哪看: repo 本身 (`langchain-ai/langgraph`, `microsoft/autogen`, `crewAIInc/crewAI`, `pydantic/pydantic-ai`) 的 releases - 输出: each candidate 的「活跃度 / 稳定度」二维标记 #### 维度 2: Production reality check …
Read the whole file at its exact version.
How to install
mdr add swaylq/master-skill/llm-agent-infra-master@sha256:5deb9c3992468655The line at the top of this page pins the label git:20260502.f589d04, 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_fo5adtdzptv7sxpi)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, all committed on May 2, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260502.f589d04 latest | 2026-05-02 | f589d04 | 16,420 B | A | view · diff |
| git:20260502.c8b0fc6 | 2026-05-02 | c8b0fc6 | 17,383 B | A | view · diff |
| git:20260502.090835b | 2026-05-02 | 090835b | 9,054 B | A | view |
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 (16420 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
swaylq/master-skill · 178 stars · license MIT · pushed 2026-09-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_fo5adtdzptv7sxpi GET https://markdownregistry.com/api/v1/resolve?ref=swaylq/master-skill/llm-agent-infra-master GET https://markdownregistry.com/api/v1/blob/5deb9c3992468655772f2288451ccf5f19ce4f37dd0496dc216dfb9bb785e12f
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.