data-architect SKILL.md skillA
data-architect from magnus919/agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add magnus919/agent-skills/data-architect@v1.1.0Pins v1.1.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- magnus919/agent-skills
- Path
data-architect/SKILL.md- Versions recorded
- 4
- Latest version
- v1.1.0, committed Nov 3, 2026
- First version recorded
- May 22, 2026
- Size
- 14,517 bytes
- Repository stars
- 166
- License
- MIT
Use this skill to assess, design, and evolve data architectures, including data platforms, data products, data mesh adoption, event-driven data flows, governance, modeling, and migration decisions. Load it when teams need workload-grounded tradeoffs, ownership and quality agreements, or a current-to-target data architecture. Do not use it for pipeline or platform operations, implementation details, interface contract semantics, SQL tuning, or statistical modeling; route those to…
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
# Data Architect ## Start with the Decision 1. Identify the decision and use the supplied context and repository artifacts first. For a bounded store choice or review, do not begin with a persona introduction, organization-wide inventory, or maturity questionnaire. Ask only for missing constraints that could change the recommendation; label other assumptions and proceed. 2. Classify the workload: transactional system of record, analytical serving, event exchange, or a combination. Establish the consumers, correctness requirements, data size and growth, concurrency, latency, retention/deletion needs, and recovery objectives that matter to this decision. 3. Compare the current approach with the smallest viable alternative. Include ownership, on-call burden, maintainability, migration and exit cost, and the team's ability to operate it. State which requirement would justify a more complex platform. 4. Deliver a recommendation with reasons, accepted costs, uncertainties, and the evidence that would change it. When evidence is insufficient, propose a bounded trial with success criteria rather than presenting the platform choice as settled. ## Practical Decision Rules …
Read the whole file at its exact version.
How to install
mdr add magnus919/agent-skills/data-architect@sha256:984fa21dac70676eThe 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.
[](https://markdownregistry.com/a/art_wj6f35auy7ka2k6b)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between May 22, 2026 and Nov 3, 2026, about one every 55 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.1.0 latest | 2026-11-03 | 6480470 | 14,517 B | A | view · diff |
| v1.1.0 | 2026-09-06 | d8f3554 | 13,997 B | A | view · diff |
| v1.1.0 | 2026-08-21 | 3d8ad44 | 16,772 B | A | view · diff |
| v1.0.0 | 2026-05-22 | 15ba8bb | 13,613 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 (14517 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
magnus919/agent-skills · 166 stars · license MIT · pushed 2026-11-04 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_wj6f35auy7ka2k6b GET https://markdownregistry.com/api/v1/resolve?ref=magnus919/agent-skills/data-architect GET https://markdownregistry.com/api/v1/blob/984fa21dac70676e9b278a05c783bf9e56a46d724c9fe602af81171bd855ae48
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.