reproducibility skills

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

Browse within: MLOps 34machine-learning 34Distributed Computing 33streamlit 33workflow-orchestration 33claude-plugin 16pre-registration 16python 16scientific-computing 13autonomous-laboratory 11lab-automation 11self-driving-labs 11dime 6reproducible-research 6

design-lab

01

fl-sean03/OpenSDL

Skill Claude CodeCodex

Scope the physical and interface design of a laboratory before configuring it. Use when a user asks how to approach a lab buildout, how to break a cell into components, which mechanism or instrument to choose, how to tailor a reference design to their material system or hazards, whether a design is over-engineered, or…

102 2d ago A 75 tokens original Apache-2.0

orient-lab

02

fl-sean03/OpenSDL

Skill Claude CodeCodex

Inspect the current OpenSDL repository and declared laboratory state. Use when a user asks for current status or needs a declared-state baseline before a concrete task; use start-here for setup planning, inventory changes, or new equipment.

102 2d ago A 49 tokens original Apache-2.0

start-here

03

fl-sean03/OpenSDL

Skill Claude CodeCodex

Establish or resume an OpenSDL laboratory through a normal agent conversation. Use when a user says start here, set up or configure my lab, plan a new lab or cell, describe existing equipment, continue a lab build, or turn a laboratory idea into a simulator-first implementation plan.

102 2d ago A 61 tokens original Apache-2.0

techpack-creator

04

mcs-cli/mcs

Skill Claude CodeCodex

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…

93 1mo ago A 190 tokens original MIT

scitex

05

scitex-ai/scitex-python

Skill Claude CodeCodex

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

85 2d ago A 155 tokens AGPL-3.0

stx.cli

06

scitex-ai/scitex-python

Skill Claude CodeCodex

Command-line interface for SciTeX platform operations — 30+ subcommands with lazy loading. Specialization of scitex-cli-convention.

85 2d ago A 33 tokens AGPL-3.0

add-pipeline-stage

07

calkit/calkit

Skill Claude CodeCodex

Add a single new stage to an existing Calkit pipeline. Use when the user invokes /calkit:add-pipeline-stage or asks to add a script, notebook, or command to the pipeline.

54 2d ago A 47 tokens original MIT

conventions

08

calkit/calkit

Skill Claude CodeCodex

Calkit conventions and foundational context. Load whenever working in a Calkit project—defines calkit.yaml structure, environments, pipeline stages, CLI commands, and version control conventions.

54 2d ago A 40 tokens original MIT

create-pipeline

09

calkit/calkit

Skill Claude CodeCodex

Convert an existing repo with ad hoc scripts into a fully reproducible Calkit pipeline. Use when the user invokes /calkit:create-pipeline or asks to make a project reproducible end-to-end.

54 2d ago A 47 tokens original MIT

ieee-data

10

XiansenWu954/IEEE-suite-skills

Skill Claude CodeCodex

Draft IEEE Research Reproducibility data/code availability statements with DOI hosting for IEEE journal submissions.

21 3mo ago A 23 tokens

agilab-deep-audit

11

ThalesGroup/agilab

Skill Claude CodeCodex

Produce deep AGILAB audit and code-review artifacts with evidence-backed findings, mandatory architecture-foundation readiness, blast-radius tracing, security/test posture, and prioritized recommendations. Use when the user says "review AGILAB", "audit AGILAB", "code review AGILAB", "deep review", "architecture…

21 5d ago A 95 tokens

agilab-testing

13

ThalesGroup/agilab

Skill Claude CodeCodex

Quick, targeted test strategy for AGILAB (core unit tests, app smoke tests, regression).

21 5d ago A 25 tokens

arxivist

14

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…

19 28d ago A 178 tokens original MIT

stata-data-cleaning

15

JonasWeinert/EconAgentSkills

Skill Claude CodeCodex

Generates rigorous, reproducible Stata data-cleaning workflows that follow World Bank DIME Analytics conventions (iefieldkit, ietoolkit, iefolder DataWork structure, ieboilstart, iecodebook, ieduplicates, iecompdup, extended missing values, master datasets, encryption for PII, dynamic absolute paths). Defaults to…

17 3mo ago A 158 tokens

working-with-data

16

JonasWeinert/EconAgentSkills

Skill Claude CodeCodex

Foundational data-discipline skill for econometrics work in any language. Enforces the discipline that every other data, analysis, and writing skill depends on: define the unit of analysis before anything else; treat IDs as a contract; merge with explicit cardinality and validation; never silently change the unit of…

17 3mo ago A 231 tokens

paper-workshop

17

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…

10 23d ago A 524 tokens

bio-workbench

18

poplarity/dsh-science-workbench

Skill Claude CodeCodex

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.

9 6d ago A 116 tokens original MIT

figure-composer

19

poplarity/dsh-science-workbench

Skill Claude CodeCodex

Compose one publication-grade multi-panel figure. Entry from a one-line claim + data files, OR from an existing figure via deriveoutlineprompt (you read the PNG). Runs a per-figure loop: outline (12-col grid, per-panel ask + labelbudget) → render each panel with paneltask (loading figure-style), one at a time or…

9 6d ago A 169 tokens copy · 92% MIT

figure-style

20

poplarity/dsh-science-workbench

Skill Claude CodeCodex

Publication-grade figure correctness and legibility rules. Load before drawing any plot and call applyfigurestyle() — sets a role-mapped font-size ladder, outward ticks, frameless legends, and 300-dpi output. The skill is a checklist, not a house look: data fidelity (claim-titles tested against every row, excluded…

9 6d ago A 167 tokens copy · 86% MIT

SPYfighting/my-academic-skills

Skill Claude CodeCodex

Gated protein design campaign: each expert judgement is a checkpoint a human signs off before compute is spent. 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…

4 13d ago A 148 tokens original MIT

figure-design

22

jeonnoin-alt/Eureka

Skill Claude CodeCodex

Use when creating, updating, or reviewing a research figure (plot, chart, brain map, heatmap, schematic) — guides chart-type selection, typography, colorblind-safe palette, layout, and journal-specific export specs. Dispatches a figure-reviewer subagent after rendering. Complements claims-audit (which checks figure…

2 4mo ago A 75 tokens original MIT

hypothesis-first

23

jeonnoin-alt/Eureka

Skill Claude CodeCodex

Use when running any experiment or analysis — hypothesis and analysis plan must be registered before seeing results, the scientific equivalent of test-driven development.

2 4mo ago A 30 tokens original MIT

manuscript-writing

24

jeonnoin-alt/Eureka

Skill Claude CodeCodex

Use when writing a research manuscript — guides section-by-section writing with prerequisite gates, citation discipline, number traceability, and per-section subagent review. Activated after experiment results are reviewed and before claims-audit.

2 4mo ago A 47 tokens original MIT