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QualityStata

AAMAS Reproducibility

by brycewang-stanford

AAMAS Reproducibility is a Quality skill for Claude Code, published by brycewang-stanford in Awesome-Journal-Skills.

974 stars114 forkson brycewang-stanford/Awesome-Journal-SkillsAdded 2026/07/20+2% in starsRepository updated 2026/08/03
academic-researchacademic-writingagent-skillsai-agentsanthropicawesome-listcausal-inferenceclaudeclaude-codeeconometricseconomicsempirical-researchfinancejournalllmmcppeer-reviewreplicationresearch-toolsscholarly-publishing
Install in seconds
Install AAMAS Reproducibility
Copy AAMAS Reproducibility into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.
terminal
npx degit https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AAMAS-Skills/skills/aamas-reproducibility ~/.claude/skills/aamas-reproducibility

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/brycewang-stanford/Awesome-Journal-Skills.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file
AAMAS-Skills/skills/aamas-reproducibility/SKILL.md in brycewang-stanford/Awesome-Journal-Skills
Installs to
~/.claude/skills/aamas-reproducibility
Collection
One of 53 skills cataloged from this repository
Category
Quality1897 skills

What AAMAS Reproducibility does

Audit and strengthen reproducibility evidence for multi-agent interaction claims in AAMAS papers, covering game definitions, opponent sets, seeds, uncertainty, and artifact consistency.

AAMAS Reproducibility is cataloged under Quality on DirSkills. AAMAS Reproducibility comes from a repository tagged academic-research, academic-writing, agent-skills, ai-agents and anthropic.

Documentation

README

AAMAS Reproducibility

Use this before submission and again before camera-ready. The reproducibility question at AAMAS is not only "can I rerun the model" but "can I reproduce the interaction - the same agents, the same game, the same emergent outcome."

Evidence map

This is the opening of the README. Read the full README on GitHub.

Frequently asked about AAMAS Reproducibility

  • What else does brycewang-stanford publish alongside AAMAS Reproducibility?

    AAMAS Reproducibility is one of 53 skills that DirSkills catalogs from brycewang-stanford/Awesome-Journal-Skills, the repository it ships in. Its siblings there include AAAI Artifact Evaluation, AAAI Author Response and AAAI Camera Ready. Each one is a separate skill with its own page in this directory, installs the same way AAMAS Reproducibility does, and is maintained by brycewang-stanford in that same repository. The rest of the collection is listed on the brycewang-stanford/Awesome-Journal-Skills page.

  • How does AAMAS Reproducibility compare to other Quality skills?

    AAMAS Reproducibility ranks #855 by stars among the 1897 Quality skills in this catalog. The most-starred ones next to it are Benchmark, Benchmark Optimization Loop and API Design Patterns. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of AAMAS Reproducibility against them. Open each page to compare what they document and how they install.

More from brycewang-stanford/Awesome-Journal-Skills

AAMAS Reproducibility is one of 53 skills cataloged on DirSkills from brycewang-stanford/Awesome-Journal-Skills.

See all 53 skills