ai-research-reproduction SKILL.md skillA
ai-research-reproduction from sutchan/agent-skills-hub is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add sutchan/agent-skills-hub/ai-research-reproduction@git:20261007.ab00264Pins git:20261007.ab00264 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- sutchan/agent-skills-hub
- Path
skills/ai-research-reproduction/SKILL.md- Versions recorded
- 7
- Latest version
- git:20261007.ab00264, committed Oct 7, 2026
- First version recorded
- Aug 21, 2026
- Size
- 7,417 bytes
- Repository stars
- 2
- License
- MIT
Rigor Reproduce 兼容技能，面向 README 优先的深度学习仓库复现。当用户想按 README 复现实验结果、核对环境/依赖/随机种子、定位复现差异时使用。.
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
# ai-research-reproduction ## Purpose Guide README-first deep learning reproduction toward the smallest trustworthy run with auditable evidence. Preserve documented meaning; record assumptions, deviations and blockers instead of changing semantics to manufacture success. Load specialized references only for a concrete uncertainty. ## Fast Path For a routine bounded run, keep the control path short: 1. Read the target README and only the target test/config/source needed to understand the documented command. 2. Run `scripts/orchestrate_repro.py --repo <repo> --plan-only --agent-output` with any explicit user timeout bound (`--timeout` or `--train-timeout`) already supplied; review `command_candidates`, the selected `cmd-XX`, side-effect contract, selection fingerprint, and returned `reviewed_run_args`. With no `--output-dir`, later evidence goes to `<repo>/repro_outputs` regardless of caller cwd. …
Read the whole file at its exact version.
How to install
mdr add sutchan/agent-skills-hub/ai-research-reproduction@sha256:1f64b28dd79154cdThe line at the top of this page pins the label git:20261007.ab00264, 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_32wuekgvtsmzcfds)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 7 versions of this file, between Aug 21, 2026 and Oct 7, 2026, about one every 8 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261007.ab00264 latest | 2026-10-07 | ab00264 | 7,417 B | A | view · diff |
| git:20261001.6c38d68 | 2026-10-01 | 6c38d68 | 7,412 B | A | view · diff |
| git:20260909.998370c | 2026-09-09 | 998370c | 7,285 B | A | view · diff |
| git:20260822.6662c18 | 2026-08-22 | 6662c18 | 6,916 B | A | view · diff |
| git:20260821.3c8c941 | 2026-08-21 | 3c8c941 | 6,904 B | A | view · diff |
| git:20260821.714d067 | 2026-08-21 | 714d067 | 6,904 B | A | view · diff |
| git:20260821.9959381 | 2026-08-21 | 9959381 | 6,925 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 (7417 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
sutchan/agent-skills-hub · 2 stars · license MIT · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_32wuekgvtsmzcfds GET https://markdownregistry.com/api/v1/resolve?ref=sutchan/agent-skills-hub/ai-research-reproduction GET https://markdownregistry.com/api/v1/blob/1f64b28dd79154cd497c8d80a5202fcd6cc42c6bcfc523155f48e7a5e291cf0d
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.