dev-ml-registry-pattern SKILL.md skillA
dev-ml-registry-pattern from fourteen1416/academic-agent-toolkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add fourteen1416/academic-agent-toolkit/dev-ml-registry-pattern@v1.2.0Pins v1.2.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- fourteen1416/academic-agent-toolkit
- Path
academic-toolkit/skills/dev-ml-registry-pattern/SKILL.md- Versions recorded
- 1
- Latest version
- v1.2.0, committed Sep 23, 2026
- Size
- 9,181 bytes
- Repository stars
- 12
- License
- a license file GitHub does not identify
Use only when creating new registrable ML components that require Factory or Registry patterns.
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
# Architecture Design - ML Project Template This skill defines the standard code architecture for machine learning projects based on the template structure. When modifying or extending code, follow these patterns to maintain consistency. ## Overview The project follows a modular, extensible architecture with clear separation of concerns. Each module (data, model, trainer, analysis) is independently organized using factory and registry patterns for maximum flexibility. ## When to Use Use this skill when: - Creating a new Dataset class that needs `@register_dataset` - Creating a new Model class that needs `@register_model` - Creating a new module directory with `__init__.py` factory wiring - Initializing a new ML project structure from scratch - Adding new component types such as Augmentation, CollateFunction, or Metrics ## When Not to Use Do not use this skill when: - Modifying existing functions or methods - Fixing bugs in existing code - Adding helper functions or utilities - Refactoring without adding new registrable components - Making simple code changes to a single file - Modifying configuration files - Reading or understanding existing code …
Read the whole file at its exact version.
How to install
mdr add fourteen1416/academic-agent-toolkit/dev-ml-registry-pattern@sha256:4e8271b836eb38a5The line at the top of this page pins the label v1.2.0, 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_fycm2bhlsjqfl2rz)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 23, 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 (9181 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
fourteen1416/academic-agent-toolkit · 12 stars · license a license file GitHub does not identify · pushed 2026-10-27 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_fycm2bhlsjqfl2rz GET https://markdownregistry.com/api/v1/resolve?ref=fourteen1416/academic-agent-toolkit/dev-ml-registry-pattern GET https://markdownregistry.com/api/v1/blob/4e8271b836eb38a5abd5653f517b211e5d24ca18da6d340c02d18e5168e96e61
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.