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experiment-reproducibility SKILL.md skillA

experiment-reproducibility from khaledsaeed18/dotclaude is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add khaledsaeed18/dotclaude/experiment-reproducibility@git:20260921.c8f5dc3

Pins git:20260921.c8f5dc3 in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: khaledsaeed18/dotclaude
Path: .claude-plugin/plugins/thesis/skills/experiment-reproducibility/SKILL.md
Versions recorded: 1
Latest version: git:20260921.c8f5dc3, committed Sep 21, 2026
Size: 5,188 bytes
Repository stars: 5
License: MIT

Make a thesis's computational experiments reproducible by the examiner and by the student three months later: pinned environments, seeded randomness, a single config per run, a run manifest that records code version, data version, parameters, hardware, and timings, results written to versioned files that figures and tables are generated from, and a one-command rerun. Use when setting up experiments, before the first real run, or when a result cannot be regenerated.

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

A result that cannot be regenerated from a command is an anecdote. Reproducibility is cheap at the start and impossible at the end, so this is set up before the first run that will appear in the thesis.

## Layout

```
experiments/
  env/          environment.yml or requirements.txt with exact pins; Dockerfile if system deps matter
  configs/      one YAML per experiment: exp01-baseline.yaml, exp02-ours.yaml
  data/         raw/ (never modified), processed/ (generated by scripts), DATA.md (source, licence, version, checksum)
  src/          the code; run.py takes --config and --seed
  runs/         one directory per run: <exp>-<seed>-<timestamp>/ with manifest.json, metrics.json, log.txt
  results/      aggregated tables (CSV) generated from runs/ by aggregate.py
  figures/      generated from results/ by figure scripts (research-figures)
  Makefile      or justfile: `make exp01` runs all seeds; `make results` aggregates; `make figures`
```
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add khaledsaeed18/dotclaude/experiment-reproducibility@sha256:19f966538c221eb9

The line at the top of this page pins the label git:20260921.c8f5dc3, 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.

Badge

[![mdr](https://markdownregistry.com/badge/art_dr667ol4y3co7otv.svg)](https://markdownregistry.com/a/art_dr667ol4y3co7otv)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Sep 21, 2026.

version	committed	commit	size	audit
git:20260921.c8f5dc3 latest	2026-09-21	c8f5dc3	5,188 B	A	view

Audit of the latest version

A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.

pass: Frontmatter block present
pass: Frontmatter declares a name
pass: Frontmatter declares a description
pass: Size between 200 bytes and 200 KB (5188 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

GitHub

khaledsaeed18/dotclaude · 5 stars · license MIT · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_dr667ol4y3co7otv
GET https://markdownregistry.com/api/v1/resolve?ref=khaledsaeed18/dotclaude/experiment-reproducibility
GET https://markdownregistry.com/api/v1/blob/19f966538c221eb95b2164ba8ec7da8c0d21ba758e51ab015223be583037aff3

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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