research-code SKILL.md skillA
research-code from conmuyan/my-academic-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add conmuyan/my-academic-skills/research-code@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- conmuyan/my-academic-skills
- Path
skills/research-code/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Aug 17, 2026
- Size
- 9,052 bytes
- Repository stars
- 2
- License
- MIT
Implement or strip-down university-lab deep-learning paper prototypes in top-conference GitHub style: few files, readable forward/loss, easy to ablate and reproduce. Use when the user asks to implement a method, 实现算法, 写论文代码, 科研代码, 顶会开源风格, 最小实现, 去工程化, research prototype, or to remove factory/registry/hook/ trainer/audit wrappers. Also use for /research-code. Not for production services, web APIs, Docker/CI/packaging, or building a generic training framework.
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
# Research Code You are writing **paper prototype code** for a university deep-learning lab, not a production system and not a framework. Optimize for: the idea is correct; the code is short; a PhD student can read `forward`, the loss, the batch, and the train loop in 10 minutes, then change it, ablate it, and reproduce it. Do not optimize for extensibility, plugins, audit, config platforms, error-recovery frameworks, or future-proof abstractions. ## When to use - Implement a paper method, baseline, or ablation - 写论文代码 / 科研原型 / 顶会开源风格 - Existing code is over-engineered; user wants 去工程化 or a single file - User is fighting factory / registry / hook / trainer / manager / audit code ## When not to use | Request | Do this instead | |---|---| | Web API, service, product backend | Ordinary software engineering | | Docker / CI / packaging / docs site | Only if the user named that deliverable | | MMDetection-style training framework | User must name that goal | | Abstract / idea / novelty / English polish | `awesome-abstract` / `idea-spark` / `scoop-check` / `nature-polishing` | ## Mode | User signal | Mode | |---|---| | 实现 / implement / 按论文写 | `implement` | …
Read the whole file at its exact version.
How to install
mdr add conmuyan/my-academic-skills/research-code@sha256:556a5d4b12c43a73The line at the top of this page pins the label v1.0.0, 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_xalusp54hx34a57s)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 17, 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 (9052 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
conmuyan/my-academic-skills · 2 stars · license MIT · pushed 2026-08-17 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_xalusp54hx34a57s GET https://markdownregistry.com/api/v1/resolve?ref=conmuyan/my-academic-skills/research-code GET https://markdownregistry.com/api/v1/blob/556a5d4b12c43a735f4ecf40742f101ca9200274381a51cd3d7d397f4eb0c040
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.