Rigor Run skill for README-first deep learning repo reproduction.
$ npx skills add lllllllama/RigorPilot-Skills --skill minimal-run-and-audit -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install lllllllama/RigorPilot-Skills minimal-run-and-audit --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/lllllllama/RigorPilot-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/minimal-run-and-audit .claude/skills/minimal-run-and-audit && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "minimal-run-and-audit" agent skill from https://github.com/lllllllama/RigorPilot-Skills/tree/main/skills/minimal-run-and-audit into .claude/skills/minimal-run-and-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "minimal-run-and-audit", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/lllllllama/RigorPilot-Skills/tree/main/skills/minimal-run-and-auditType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add lllllllama/RigorPilot-Skills --skill minimal-run-and-audit -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install lllllllama/RigorPilot-Skills minimal-run-and-audit --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lllllllama/RigorPilot-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/minimal-run-and-audit .agents/skills/minimal-run-and-audit && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "minimal-run-and-audit" agent skill from https://github.com/lllllllama/RigorPilot-Skills/tree/main/skills/minimal-run-and-audit into .agents/skills/minimal-run-and-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "minimal-run-and-audit", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add lllllllama/RigorPilot-Skills --skill minimal-run-and-audit -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install lllllllama/RigorPilot-Skills minimal-run-and-audit --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lllllllama/RigorPilot-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/minimal-run-and-audit .cursor/skills/minimal-run-and-audit && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "minimal-run-and-audit" agent skill from https://github.com/lllllllama/RigorPilot-Skills/tree/main/skills/minimal-run-and-audit into .cursor/skills/minimal-run-and-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "minimal-run-and-audit", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/lllllllama/RigorPilot-Skills.git --path skills/minimal-run-and-audit--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add lllllllama/RigorPilot-Skills --skill minimal-run-and-audit -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install lllllllama/RigorPilot-Skills minimal-run-and-audit --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lllllllama/RigorPilot-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/minimal-run-and-audit .gemini/skills/minimal-run-and-audit && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "minimal-run-and-audit" agent skill from https://github.com/lllllllama/RigorPilot-Skills/tree/main/skills/minimal-run-and-audit into .gemini/skills/minimal-run-and-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "minimal-run-and-audit", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install lllllllama/RigorPilot-Skills minimal-run-and-auditInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add lllllllama/RigorPilot-Skills --skill minimal-run-and-audit -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/lllllllama/RigorPilot-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/minimal-run-and-audit .github/skills/minimal-run-and-audit && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "minimal-run-and-audit" agent skill from https://github.com/lllllllama/RigorPilot-Skills/tree/main/skills/minimal-run-and-audit into .github/skills/minimal-run-and-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "minimal-run-and-audit", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add lllllllama/RigorPilot-Skills --skill minimal-run-and-audit -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install lllllllama/RigorPilot-Skills minimal-run-and-audit --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lllllllama/RigorPilot-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/minimal-run-and-audit .opencode/skills/minimal-run-and-audit && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "minimal-run-and-audit" agent skill from https://github.com/lllllllama/RigorPilot-Skills/tree/main/skills/minimal-run-and-audit into .opencode/skills/minimal-run-and-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "minimal-run-and-audit", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
minimal-run-and-auditRigor Run skill for README-first deep learning repo reproduction.
Minimal Run And Audit is an agent skill from lllllllama/RigorPilot-Skills. Rigor Run skill for README-first deep learning repo reproduction. Use when the task is specifically to capture or normalize evidence from the selected smoke test or documented inference or evaluation command and write standardized reprooutputs/ files, including patch notes when repository files changed. Do not use for training execution, initial repo intake, generic environment setup, paper lookup, target selection, hidden scientific-meaning changes, or end-to-end orchestration by itself.
Its SKILL.md is about 690 tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including scripts and reference files (for example `agents/openai.yaml`, `references/reporting-policy.md` and `scripts/run_command.py`).
It sits in Testing & QA, covering Deep learning, QA and bug reports and Academic paper search. The repository describes itself as: README-first research reproduction skills with bounded execution, auditable evidence, and byte-preserving README annotations. The licence is MIT.
Read from SKILL.md and the folder at commit fb3ccdf. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Ships 2 files in scripts/ (Python), which the agent can run.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Minimal Run And Audit loads about 691 tokens when it runs, and up to ~878 if it reads all its reference files. Until then it costs about 130 tokens; SKILL.md has 271 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
The full file from lllllllama/RigorPilot-Skills at commit fb3ccdf, republished under its MIT licence (© lllllllama). 271 words, ~691 tokens.
.claude/skills/minimal-run-and-audit/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.Use this as the Rigor Run skill. The installed slug remains
minimal-run-and-audit for compatibility.
Use the shared operating principles in
../ai-research-reproduction/references/agent-operating-principles.md; this skill should make run
evidence auditable without turning every command into a rigid protocol.
repro_outputs/ filesSCIENTIFIC_CHANGELOG.md for changed scientific meaning and evidence statusCOMPARABILITY_REPORT.md for README/paper/baseline comparabilityPATCHES.md when repo files changedUse references/reporting-policy.md, ../ai-research-reproduction/references/research-rigor-principles.md, scripts/run_command.py, and scripts/write_outputs.py.
© lllllllama, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 4 other files (scripts, references) in skills/minimal-run-and-audit of lllllllama/RigorPilot-Skills.
Open the folder on GitHubat commit fb3ccdf
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in lllllllama/RigorPilot-Skills, which our catalogue first saw on October 7, 2026.
Minimal Run And Audit next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Minimal Run And Audit this skilllllllllama/RigorPilot-Skills | 497 | 1 repos | ~691 | Automated safety check: Pass | MIT | |
| Early Experience DataOSU-NLP-Group/EarlyExperience | 103 | — | ~4.1k | Automated safety check: Pass | MIT | |
| Scrub Issuepytorch/pytorch | 104k | — | ~4.6k | Automated safety check: Pass | Custom licence | |
| Blackwell Build Compatibility Auditormirage-project/mirage | 2.5k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Edge Bringupexeex/edge-cores | 110 | — | ~1.7k | Automated safety check: Notes | Apache-2.0 | |
| Developer Experience Auditgarrytan/gstack | 136k | — | ~19k | Automated safety check: Notes | MIT |
OSU-NLP-Group/EarlyExperience
A skill your agent uses whenever the user asks to generate, collect, inspect, or prepare early-experience training data (Implicit World Modeling or Self-Reflection, in the sense of arXiv:2510.08558)…
pytorch/pytorch
Fetch, analyze, reproduce, and minimize GitHub issue reproductions.
mirage-project/mirage
A skill your agent uses when the user wants to confirm whether an existing CUDA extension/binary can run on B200, configure compute100/sm100 or the architecture-specific sm100a, or check PTX/cubin…
exeex/edge-cores
Prepare a macOS or Ubuntu machine for edge-e3 development, diagnose missing Verilator/LLVM/Python dependencies, initialize the public repository, and answer or act on the example prompts in the root…
garrytan/gstack
Tests a product's developer experience live in a browser: follows the docs and getting-started flow, times it, captures errors and produces a scorecard.
yennanliu/CS_basics
File a LeetCode Python solution into this repo the way the existing ones are filed — find the problem's real slug, write the Python file in the house layout (problem docstring, V0 with an IDEA block…
lllllllama/RigorPilot-Skills
Rigor Reproduce compatible skill slug for README-first deep learning repository reproduction.
lllllllama/RigorPilot-Skills
Rigor Explore compatible skill slug for meaningful and potentially novel deep learning research candidates.
lllllllama/RigorPilot-Skills
Rigor Analyze / Rigor Audit read-only skill for deep learning research repositories.
lllllllama/RigorPilot-Skills
Rigor Setup skill for README-first deep learning repo reproduction.
lllllllama/RigorPilot-Skills
Rigor Improve implementation leaf skill for auditable candidate implementation in deep learning research repositories.
lllllllama/RigorPilot-Skills
Rigor Improve / Rigor Explore run leaf skill for bounded exploratory evidence in deep learning research repositories.
Categories
Rigor Run skill for README-first deep learning repo reproduction. Minimal Run And Audit is an agent skill from lllllllama/RigorPilot-Skills. Rigor Run skill for README-first deep learning repo reproduction.
Minimal Run And Audit fits situations like: the task is specifically to capture; normalize evidence from the selected smoke test; documented inference; evaluation command and write standardized reprooutputs/ files.
Run `npx skills add lllllllama/RigorPilot-Skills --skill minimal-run-and-audit -a claude-code`. Or copy the skill folder (skills/minimal-run-and-audit in lllllllama/RigorPilot-Skills) into .claude/skills/minimal-run-and-audit in your project. Claude Code loads it when a task matches its description.
Run `npx skills add lllllllama/RigorPilot-Skills --skill minimal-run-and-audit -a codex`. Or copy the skill folder (skills/minimal-run-and-audit in lllllllama/RigorPilot-Skills) into .agents/skills/minimal-run-and-audit in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add lllllllama/RigorPilot-Skills --skill minimal-run-and-audit -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/minimal-run-and-audit, .gemini/skills/minimal-run-and-audit, .github/skills/minimal-run-and-audit and .opencode/skills/minimal-run-and-audit in your project.
Going by SKILL.md and its folder, Minimal Run And Audit needs Python for the scripts in its folder. Our summary lists: Python 3.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Minimal Run And Audit is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 691 tokens (SKILL.md is roughly 2.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 187 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Minimal Run And Audit: Early Experience Data (OSU-NLP-Group/EarlyExperience, 103 stars), Scrub Issue (pytorch/pytorch, 104k stars), Blackwell Build Compatibility Auditor (mirage-project/mirage, 2.5k stars) and Edge Bringup (exeex/edge-cores, 110 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
lllllllama (a GitHub user) maintains it in lllllllama/RigorPilot-Skills, which has 497 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on September 23, 2026.
Source: lllllllama/RigorPilot-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.
