orbyn-ai-application SKILL.md skillA
orbyn-ai-application from kinqsradio/orbyn-fullstack-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add kinqsradio/orbyn-fullstack-skills/orbyn-ai-application@git:20261101.8be107bPins git:20261101.8be107b in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- kinqsradio/orbyn-fullstack-skills
- Path
skills/orbyn-ai-application/SKILL.md- Versions recorded
- 4
- Latest version
- git:20261101.8be107b, committed Nov 1, 2026
- First version recorded
- Oct 26, 2026
- Size
- 3,705 bytes
- Repository stars
- 4
- License
- MIT
Design, implement or evaluate model-powered application behavior: grounded answers, retrieval, structured generation, tool workflows and quality/cost operation. Not model training, generic AI-assisted coding or host/provider setup.
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
# Engineer a model-powered application Use for a model-powered product contract. For an ordinary API, UI, bug fix or agent-host setup without one, use its existing owner. For problem evidence and whether to build, use [product discovery](../orbyn-plan/references/product-discovery.md). This skill does not train models, install an SDK/provider, enable capture, purchase access or authorize live calls. A security scan still needs its own explicit request. ## Method 1. **Start from the user's task** and the consuming project's current source, authority, provider capabilities and data policy. AI is an implementation choice, not the outcome. 2. **Compare the baseline.** Weigh the existing/manual or deterministic baseline before adding a model, retrieval pipeline or autonomous loop. Use the smallest design that can meet the task's quality, latency, cost and failure requirements. 3. **Select the changed boundary** and read only its method: - [Application contract](references/application-contract.md): use-case baseline, model versus workflow/agent, prompt/context versions and structured outputs. …
Read the whole file at its exact version.
How to install
mdr add kinqsradio/orbyn-fullstack-skills/orbyn-ai-application@sha256:dff8667894981e08The line at the top of this page pins the label git:20261101.8be107b, 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_aqiilflctdpcfb3n)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Oct 26, 2026 and Nov 1, 2026, about one every 2 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261101.8be107b latest | 2026-11-01 | 8be107b | 3,705 B | A | view · diff |
| git:20261031.2390887 | 2026-10-31 | 2390887 | 3,636 B | A | view · diff |
| git:20261031.51fa223 | 2026-10-31 | 51fa223 | 3,466 B | A | view · diff |
| git:20261026.b67f9d5 | 2026-10-26 | b67f9d5 | 3,297 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 (3705 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
kinqsradio/orbyn-fullstack-skills · 4 stars · license MIT · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_aqiilflctdpcfb3n GET https://markdownregistry.com/api/v1/resolve?ref=kinqsradio/orbyn-fullstack-skills/orbyn-ai-application GET https://markdownregistry.com/api/v1/blob/dff8667894981e0872bd43b258553b6d5ec142a0006e1ffe0e8ada0bc335b040
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.