Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
A skill your agent uses when preparing AAMAS supplementary material - proofs, extended game and mechanism definitions, extra multiagent experiments, opponent-set details, and the anonymized artifact…
Install Aamas Supplementary
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aamas-supplementary -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aamas-supplementary --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/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/AAMAS-Skills/skills/aamas-supplementary .claude/skills/aamas-supplementary && 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 "aamas-supplementary" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AAMAS-Skills/skills/aamas-supplementary into .claude/skills/aamas-supplementary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aamas-supplementary", 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/brycewang-stanford/Awesome-Journal-Skills/tree/main/AAMAS-Skills/skills/aamas-supplementaryType 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 brycewang-stanford/Awesome-Journal-Skills --skill aamas-supplementary -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aamas-supplementary --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/AAMAS-Skills/skills/aamas-supplementary .agents/skills/aamas-supplementary && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "aamas-supplementary" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AAMAS-Skills/skills/aamas-supplementary into .agents/skills/aamas-supplementary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aamas-supplementary", 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 brycewang-stanford/Awesome-Journal-Skills --skill aamas-supplementary -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aamas-supplementary --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/AAMAS-Skills/skills/aamas-supplementary .cursor/skills/aamas-supplementary && 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 "aamas-supplementary" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AAMAS-Skills/skills/aamas-supplementary into .cursor/skills/aamas-supplementary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aamas-supplementary", 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/brycewang-stanford/Awesome-Journal-Skills.git --path AAMAS-Skills/skills/aamas-supplementary--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 brycewang-stanford/Awesome-Journal-Skills --skill aamas-supplementary -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aamas-supplementary --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/AAMAS-Skills/skills/aamas-supplementary .gemini/skills/aamas-supplementary && 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 "aamas-supplementary" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AAMAS-Skills/skills/aamas-supplementary into .gemini/skills/aamas-supplementary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aamas-supplementary", 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 brycewang-stanford/Awesome-Journal-Skills aamas-supplementaryInstalls 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 brycewang-stanford/Awesome-Journal-Skills --skill aamas-supplementary -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/AAMAS-Skills/skills/aamas-supplementary .github/skills/aamas-supplementary && 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 "aamas-supplementary" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AAMAS-Skills/skills/aamas-supplementary into .github/skills/aamas-supplementary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aamas-supplementary", 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 brycewang-stanford/Awesome-Journal-Skills --skill aamas-supplementary -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aamas-supplementary --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/AAMAS-Skills/skills/aamas-supplementary .opencode/skills/aamas-supplementary && 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 "aamas-supplementary" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AAMAS-Skills/skills/aamas-supplementary into .opencode/skills/aamas-supplementary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aamas-supplementary", 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.
Facts
- Skill name
aamas-supplementary- GitHub stars
- 1.2k
- Token cost
- ~887 tokens
- SKILL.md length
- 388 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when preparing AAMAS supplementary material - proofs, extended game and mechanism definitions, extra multiagent experiments, opponent-set details, and the anonymized artifact…
- Preparing AAMAS supplementary material - proofs
- SKILL.md covers Supplement structure, Appendix architecture for…, What gets opened first and Vignette: splitting a…, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Extended game and mechanism definitions
What it does
Aamas Supplementary is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when preparing AAMAS supplementary material - proofs, extended game and mechanism definitions, extra multiagent experiments, opponent-set details, and the anonymized artifact zip - under the size cap, anonymity, and reviewer-discretion limits, including how to split a game-theory-plus-experiments paper across the 8-page body and the supplement.
Its SKILL.md is about 890 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. ｜ 覆盖主流期刊的… The licence is MIT.
When your agent uses it
- Preparing AAMAS supplementary material - proofs
- Extended game and mechanism definitions
- Extra multiagent experiments
- Opponent-set details
Example prompts
- “/aamas-supplementary”
What it can do on your machine
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Aamas Supplementary loads about 887 tokens when it runs. Until then it costs about 93 tokens; SKILL.md has 388 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.
Safety
Auto-check passed
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); files beside SKILL.md are not scanned.
SKILL.md
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 388 words, ~887 tokens.
Download SKILL.mdSave it as
.claude/skills/aamas-supplementary/SKILL.md (or your agent's skills folder).- name
- aamas-supplementary
- description
- Use when preparing AAMAS supplementary material - proofs, extended game and mechanism definitions, extra multiagent experiments, opponent-set details, and the anonymized artifact zip - under the size cap, anonymity, and reviewer-discretion limits, including how to split a game-theory-plus-experiments paper across the 8-page body and the supplement.
AAMAS Supplementary
Use this when assembling AAMAS supplementary material. The supplement can support the paper, but the 8-page main submission must stand on its own; a body that is unintelligible without the appendix reads as unreviewable within the page limit.
Supplement structure
- Put full proofs, extended game and mechanism definitions, extra ablations, opponent-set documentation, and robustness tables in a clean appendix or supplementary document.
- Put executable assets - game code, environments, learning rules - in the anonymized zip when the current OpenReview form allows it.
- Respect the current supplement size cap (25 MB single zip in 2026) and the deadline.
- Keep every supplementary file double-blind: no authors, institutions, acknowledgements, private paths, repository owners, or identifying metadata.
- Do not hide essential motivation, the core game definition, the main theorem statements, or the primary interaction results in the supplement.
- Verify the archive opens on a clean machine and carries no credentials, caches, or OS metadata.
Appendix architecture for proofs and games
- Order appendix sections to mirror the body: game and notation, main proofs, auxiliary lemmas, additional agents/opponents, then extended experiments.
- Restate each theorem and the relevant game before its proof so the appendix reads standalone without flipping back to the two-column body.
- Keep one proof sketch and the full game definition in the body itself; an AAMAS paper whose entire strategic argument lives in the appendix cannot be judged in eight pages.
- Cross-reference every appendix table, lemma, and opponent set from the body at least once; orphaned supplement material is invisible under reviewer discretion.
Show full SKILL.md (138 more words)Show less
What gets opened first
| Supplement item | Inspection likelihood | Practical implication |
|---|---|---|
| Proof of the headline equilibrium/mechanism result | High | Polish to main-text standard |
| Extended game or environment definition | High | Reviewers reconstruct the interaction from it |
| Extra opponent/population results | Medium | Reference each from the body |
| Code/environment archive | Variable, reviewer discretion | README must orient a reader in one minute |
| Raw episode logs | Low | Include for completeness, never rely on them |
Vignette: splitting a mechanism-design paper
A submission proving a truthful decentralized mechanism plus a self-play study: the body keeps the mechanism definition, the dominant-strategy theorem, one proof sketch, and the two decision-critical figures (truthfulness under learning and the efficiency gap); the appendix holds full proofs and sensitivity sweeps; the zip carries the game generator and the strategic-deviation harness. Nothing decision-critical lives only in the zip, because archive inspection is discretionary.
Output format
[Supplement status] Ready / Needs fixes / Not ready
[Files] <appendix/proofs/game-defs/code/logs>
[Size/deadline] <current cap and deadline with source>
[Anonymity checks] <passed/issues>
[Main-paper dependency] <what breaks if supplement is ignored>© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in AAMAS-Skills/skills/aamas-supplementary of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Aamas Supplementary 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 |
|---|---|---|---|---|---|---|
| Aamas Supplementary this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~887 | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 84k | 4 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Last30daysmvanhorn/last30days-skill | 64k | — | ~7.9k | Automated safety check: Notes | MIT |
Similar skills
GitHub Deep Research
bytedance/deer-flow
Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.
Nature Paper Card
Yuan1z0825/nature-skills
Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
Content Research Writer
weapp-tailwindcss/weapp-tailwindcss
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
Last30days
mvanhorn/last30days-skill
Research what people actually say about any topic in the last 30 days.
Peer Review
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
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Categories
Questions about Aamas Supplementary
What does Aamas Supplementary do?
A skill your agent uses when preparing AAMAS supplementary material - proofs, extended game and mechanism definitions, extra multiagent experiments, opponent-set details, and the anonymized artifact…. Aamas Supplementary is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when preparing AAMAS supplementary material - proofs, extended game and mechanism definitions, extra multiagent experiments, opponent-set details, and the anonymized artifact zip - under the size cap, anonymity, and reviewer-discretion limits, including how to split a game-theory-plus-experiments paper across the 8-page body and the supplement.
When should I use Aamas Supplementary?
Aamas Supplementary fits situations like: preparing AAMAS supplementary material - proofs; extended game and mechanism definitions; extra multiagent experiments; opponent-set details.
How do I install Aamas Supplementary in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aamas-supplementary -a claude-code`. Or copy the skill folder (AAMAS-Skills/skills/aamas-supplementary in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/aamas-supplementary in your project. Claude Code loads it when a task matches its description.
How do I install Aamas Supplementary in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aamas-supplementary -a codex`. Or copy the skill folder (AAMAS-Skills/skills/aamas-supplementary in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/aamas-supplementary in your project. Codex loads it when a task matches its description.
Can I use Aamas Supplementary in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aamas-supplementary -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/aamas-supplementary, .gemini/skills/aamas-supplementary, .github/skills/aamas-supplementary and .opencode/skills/aamas-supplementary in your project.
What does Aamas Supplementary need to run?
SKILL.md names no scripts, command-line tools or credentials: Aamas Supplementary is instructions for the agent only.
Does Aamas Supplementary access the network?
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.
Is Aamas Supplementary safe to install?
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. Review the folder before installing.
What licence does Aamas Supplementary use?
Aamas Supplementary is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Aamas Supplementary use?
About 887 tokens (SKILL.md is roughly 3.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Aamas Supplementary?
Skills that share tags, products or a category with Aamas Supplementary: Hypothesis Generation (spacering-net/codeg, 3.9k stars), GitHub Deep Research (bytedance/deer-flow, 84k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars) and Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Aamas Supplementary?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,231 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.
Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.