data-knowledge-architect-cn SKILL.md skillA

This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.

data-knowledge-architect-cn from ontology-of-everything/concept-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add ontology-of-everything/concept-skills/data-knowledge-architect-cn@v1.1.0

Pins v1.1.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
ontology-of-everything/concept-skills
Path
skills/zh-CN/data-knowledge-architect-cn/SKILL.md
Versions recorded
1
Latest version
v1.1.0, committed Oct 25, 2026
Size
3,754 bytes
Repository stars
13
License
Apache-2.0

把 API、CLI 与数据库契约转成有证据支撑的语义模型,通过 HTML 决策工作台审查后输出 Google OKF 或 YAML。适用于企业知识建模、语义层、维度建模与本体设计。.

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

# 数据知识架构师 — 为 API 与数据结构建立清晰的语义模型

把**接口契约**(REST/OpenAPI、CLI、表/DDL)一次通过地建成**受治理语义层**。四个阶段严格串行,每阶段一个参考文件、一组退出条件——满足才前进,不满足不硬闯:

```text
Phase 1 Ingest → Phase 2 Review → Phase 3 Emit → Phase 4 Verify
   ingest.md       review.md      emit-okf.md      verify.md
                                  emit-yaml.md
```

> 唯一真源是接口。**不臆造**字段/粒度/枚举/取值;缺证据停下,一次一问。

## Workflow

### Phase 1 · Ingest(`references/ingest.md`)

接口归一成「操作清单」,每个 op 判定角色(fact / dimension-lookup)。
**退出条件**:清单完整,每个 op 有角色与读写标记。

### Phase 2 · Review(`references/review.md`)

将对象拆为原子决策;显式展示目标、候选、证据、风险、依赖与权衡,并在
事实、维度、度量、路由分区提供固定 YAGNI 判断指导。生成 model JSON 注入
`assets/review-template.html`,由用户确认、选择、修正、补证或拒绝;反馈写入
`amendments.md` 后重出报告。
**退出条件**:收到 `approved:true`,且无未决或阻塞项。出报告后必须停下;
未批准禁止进入 Phase 3。

### Phase 3 · Emit(`references/emit-okf.md` 默认 / `references/emit-yaml.md` 可选)

默认生成 **Google OKF v0.1** bundle;用户明确要求时生成 repo-YAML(Kimball 星型)。字段语义两个目标共享(定义在 `emit-yaml.md` §2–§4)。≥2 个 bundle 时生成薄根索引。
**退出条件**:产物文件完整落盘。

### Phase 4 · Verify(`references/verify.md`)

跑结构检查 + 语义 lint +(如导出 OKF)OKF 硬约束,逐条回报 pass/fail。
**退出条件**:全部 pass;不可机械修复的 fail → 回 Phase 2 One blocking ask,不静默通过。

## Critical Rules
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add ontology-of-everything/concept-skills/data-knowledge-architect-cn@sha256:d61745ef702f0cb1

The line at the top of this page pins the label v1.1.0, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_lgfvvsuyna2tujb2.svg)](https://markdownregistry.com/a/art_lgfvvsuyna2tujb2)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Oct 25, 2026.

versioncommittedcommitsizeaudit
v1.1.0 latest2026-10-25 db1906e 3,754 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (3754 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

GitHub

ontology-of-everything/concept-skills · 13 stars · license Apache-2.0 · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_lgfvvsuyna2tujb2
GET https://markdownregistry.com/api/v1/resolve?ref=ontology-of-everything/concept-skills/data-knowledge-architect-cn
GET https://markdownregistry.com/api/v1/blob/d61745ef702f0cb14577ea13718cd1da322daf8ec51ec95d752527c73d7c3955

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.

More from ontology-of-everything/concept-skills

CLAUDE.md CLAUDE.md file
ontology-of-everything/concept-skills · CLAUDE.md
git:20261102.a0c200f · audit A · 13 stars
architect-4r SKILL.md skill
ontology-of-everything/concept-skills · skills/en/architect-4r/SKILL.md · Use Li Yunhua's 4R method to summarize a system model from discussion context or source code and produce architecture…
v0.1.0 · audit A · 13 stars
concept-design SKILL.md skill
ontology-of-everything/concept-skills · skills/en/concept-design/SKILL.md · Use only when explicitly invoked. Design, specify, implement, review, refactor, or explain software with Daniel…
v2.0.3 · audit A · 13 stars
data-knowledge-architect SKILL.md skill
ontology-of-everything/concept-skills · skills/en/data-knowledge-architect/SKILL.md · Builds semantic models from API, CLI, and database contracts with an HTML review and OKF/YAML export. Use when modeling…
v1.1.0 · audit A · 13 stars
personal-knowledge-architect SKILL.md skill
ontology-of-everything/concept-skills · skills/en/personal-knowledge-architect/SKILL.md · Extracts connected, reusable methods, scenarios, and entities from source texts. Use when organizing personal…
v0.4.0 · audit A · 13 stars
read-it-reframe-it-own-it SKILL.md skill
ontology-of-everything/concept-skills · skills/en/read-it-reframe-it-own-it/SKILL.md · Read, reframe, and own a topic by building a knowledge tree that absorbs ideas from different sources under your own…
v0.2.0 · audit A · 13 stars
architect-4r-cn SKILL.md skill
ontology-of-everything/concept-skills · skills/zh-CN/architect-4r-cn/SKILL.md · 基于李运华的 4R 方法,从上下文讨论或源代码中总结系统模型,生成图文结合的架构文档。
v0.1.0 · audit A · 13 stars
concept-design-cn SKILL.md skill
ontology-of-everything/concept-skills · skills/zh-CN/concept-design-cn/SKILL.md · 仅在显式调用时使用。用 Daniel Jackson 的概念与同步方法设计、实现、审查和重构软件,编写规格并解释软件行为。检查 CONCEPT.md/SYNCS.md 结构,生成 Mermaid 关系图。
v2.0.3 · audit A · 13 stars
personal-knowledge-architect-cn SKILL.md skill
ontology-of-everything/concept-skills · skills/zh-CN/personal-knowledge-architect-cn/SKILL.md · 把原文组织成相互关联、可复用的个人知识。适用于知识萃取、个人知识管理与场景/概念/实体建模:先去重并确认知识骨架,再依原文补全 IPO、分解、组装与关系。
v0.4.0 · audit A · 13 stars
read-it-reframe-it-own-it-cn SKILL.md skill
ontology-of-everything/concept-skills · skills/zh-CN/read-it-reframe-it-own-it-cn/SKILL.md · 阅读、重构并掌握一个主题:围绕自己的学习目标建立关键框架,吸收不同来源的知识,生成知识树。
v0.2.0 · audit A · 13 stars

Every file in ontology-of-everything/concept-skills

Other files named data-knowledge-architect-cn

data-knowledge-architect-cn SKILL.md skill
ontology-of-everything/semanticskills · skills/zh-CN/data-knowledge-architect-cn/SKILL.md · 把 API、CLI 与数据库契约转成有证据支撑的语义模型,通过 HTML 决策工作台审查后输出 Google OKF 或 YAML。适用于企业知识建模、语义层、维度建模与本体设计。
v1.1.0 · audit A · 13 stars

Browse by kind, by grade A, or by owner.