reproducibility skills

64 tagged reproducibility, measured the same way as everything else here.

Browse within: MLOps 35machine-learning 34Distributed Computing 33workflow-orchestration 33agent-orchestrator 26air-gap 26audit-trail 26deterministic-replay 26provenance 26claude-plugin 16pre-registration 16scientific-computing 13deep-learning 12autonomous-laboratory 11

bernstein-run

01

sipyourdrink-ltd/bernstein

Skill Claude CodeCodex

Run a verified multi-agent goal with Bernstein. Use when a task is too large for a single agent session: Bernstein decomposes the goal into tasks, spawns CLI coding agents in parallel git worktrees, verifies their output, and merges results. Also use to check run status, costs, and to verify a finished run against its…

not rated 1.3k +64 changed 1mo ago A SkillSpector: pass 75 tokens original Apache-2.0

lllllllama/RigorPilot-Skills

Skill Codex

Rigor Reproduce compatible skill slug for README-first deep learning repository reproduction. Use when the user wants an end-to-end, minimal-trustworthy flow that reads the repository first, selects the smallest documented inference or evaluation target, coordinates intake, setup, trusted execution, optional trusted…

not rated 482 +20 changed 23d ago A Socket: warnSnyk: passSkillSpector: warn 136 tokens original MIT

techpack-creator

03

mcs-cli/mcs

Skill Claude Code

Scan a repository that already has Claude Code configuration (hooks, skills, CLAUDE.md, settings, MCP servers) and package it into a valid MCS techpack.yaml for distribution via mcs. Use this skill whenever the user wants to create a tech pack from an existing repo, convert a Claude Code setup into a shareable MCS…

not rated 91 +1 changed 20d ago A SkillSpector: warn 190 tokens original MIT

scitex

04

scitex-ai/scitex-python

Skill Claude Code

Skill "scitex" from scitex-ai/scitex-python, covering scitex — umbrella package, mechanics, sub-skills index, quick reference and mandatory leaves.

not rated 85 today A 155 tokens AGPL-3.0

SPYfighting/my-academic-skills

Skill Claude CodeCodex

Plan and run a protein design campaign within a user-approved stage and resource boundary. Branches: de novo binder design (epitope choice, generation, co-folding ensemble ranking, ranked order sheet); structure and complex prediction with calibrated confidence; protein engineering (stability, enzyme, interface).…

not rated 22 changed 15d ago A 143 tokens original MIT

arxivist

06

qosi-org/arxivist

Skill Claude CodeCodex

ArXivist is a multi-agent orchestration skill that converts scientific papers (arXiv PDFs or URLs) into fully executable, reproducible Git repositories through a structured pipeline. Use this skill whenever a user mentions: converting a paper to code, reproducing a research paper, implementing an arXiv paper, turning…

not rated 19 2mo ago A 178 tokens original MIT

paper-workshop

07

tjhavranek/paper-workshop

Skill Claude CodeCodex

CRUCIBLE: a Claude-only adversarial expert workshop that stress-tests a scientific paper and then, opt-in, rebuilds it. ACT I (TRIBUNAL): from the paper PDF (plus a few public cited works it fetches), a topic-adapted fleet of expert referee subagents (every contested claim argued from at least two COMPETING…

not rated 11 2mo ago A 524 tokens

bio-workbench

08

poplarity/dsh-science-workbench

Skill Claude CodeCodex needs its repo

A set of rules for running reproducible bioinformatics analyses, which study biological data with software. It uses small self-contained scripts, recorded inputs and outputs, environment details, and version history so results can be repeated.

not rated 11 +1 changed yesterday A 147 tokens original MIT

rigorous-research

09

Sivasuthan9/ai-research-skill

Skill Claude CodeCodex

Conduct AI/ML research as a science - first-principles reasoning, mechanism-level hypotheses, falsifiable predictions, discriminative experiments, honest evaluation, and claims that survive hostile review. Use when starting or steering an AI/ML research project, deciding what to investigate next, choosing datasets…

not rated 2 1mo ago A 153 tokens original MIT

rrdoctor-verify

10

Tom409114/research-repo-doctor

Skill Claude CodeCodex

Use rrdoctor as the deterministic, offline definition of done for preparing a research repository for Artifact Evaluation or public release.

not rated 1 3mo ago A 28 tokens original MIT

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