run-experiment SKILL.md skillB
run-experiment from yichen-zju/claude-for-research is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add yichen-zju/claude-for-research/run-experiment@git:20261014.9f2a5e0Pins git:20261014.9f2a5e0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- yichen-zju/claude-for-research
- Path
claude/skills/run-experiment/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261014.9f2a5e0, committed Oct 14, 2026
- Size
- 14,062 bytes
- Repository stars
- 12
- License
- none declared
Deploy and run ML experiments on local, remote, Vast.ai, or Modal serverless GPU. Use when user says "run experiment", "deploy to server", "跑实验", or needs to launch training jobs.
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
<!-- 来源: ARIS (https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep), MIT License. 本环境未做内容修改。 --> # Run Experiment Deploy and run ML experiment: $ARGUMENTS ## Workflow ### Step 1: Detect Environment Read the project's `CLAUDE.md` to determine the experiment environment: - **Local GPU** (`gpu: local`): Look for local CUDA/MPS setup info - **Remote server** (`gpu: remote`): Look for SSH alias, conda env, code directory - **Vast.ai** (`gpu: vast`): Check for `vast-instances.json` at project root — if a running instance exists, use it. Also check `CLAUDE.md` for a `## Vast.ai` section. - **Modal** (`gpu: modal`): Serverless GPU via Modal. No SSH, no Docker, auto scale-to-zero. Delegate to the `remote-compute-modal` skill. **Modal detection:** If `CLAUDE.md` has `gpu: modal` or a `## Modal` section, the entire deployment is handled by the `remote-compute-modal` skill. Jump to **Step 4: Deploy (Modal)** — Steps 2-3 are not needed (Modal handles code sync and GPU allocation automatically). **Environment contract** (`../shared-references/compute-env-contract.md`, installed with skills): before building or trusting any environment, read the provider's env ledger …
Read the whole file at its exact version.
How to install
mdr add yichen-zju/claude-for-research/run-experiment@sha256:158841173ecb8f53The line at the top of this page pins the label git:20261014.9f2a5e0, 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_fxpteskr32pnt5ub)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 14, 2026.
Audit of the latest version
- fail: No script tag (matched: <script)
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (14062 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
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
yichen-zju/claude-for-research · 12 stars · license none declared · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_fxpteskr32pnt5ub GET https://markdownregistry.com/api/v1/resolve?ref=yichen-zju/claude-for-research/run-experiment GET https://markdownregistry.com/api/v1/blob/158841173ecb8f53c899ad9a38b1394ee823f9286505d7eaff2e600074c05a22
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.
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