Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
A skill your agent uses when drafting an AAMAS rebuttal to preliminary OpenReview reviews, covering the double-blind constraint, the no-new-results and no-revised-paper norms, how to answer…
Install Aamas Author Response
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aamas-author-response -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aamas-author-response --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-author-response .claude/skills/aamas-author-response && 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-author-response" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AAMAS-Skills/skills/aamas-author-response into .claude/skills/aamas-author-response/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aamas-author-response", 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-author-responseType 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-author-response -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aamas-author-response --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-author-response .agents/skills/aamas-author-response && 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-author-response" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AAMAS-Skills/skills/aamas-author-response into .agents/skills/aamas-author-response/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aamas-author-response", 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-author-response -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aamas-author-response --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-author-response .cursor/skills/aamas-author-response && 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-author-response" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AAMAS-Skills/skills/aamas-author-response into .cursor/skills/aamas-author-response/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aamas-author-response", 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-author-response--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-author-response -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills aamas-author-response --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-author-response .gemini/skills/aamas-author-response && 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-author-response" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AAMAS-Skills/skills/aamas-author-response into .gemini/skills/aamas-author-response/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aamas-author-response", 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-author-responseInstalls 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-author-response -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-author-response .github/skills/aamas-author-response && 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-author-response" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AAMAS-Skills/skills/aamas-author-response into .github/skills/aamas-author-response/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aamas-author-response", 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-author-response -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-author-response --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-author-response .opencode/skills/aamas-author-response && 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-author-response" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/AAMAS-Skills/skills/aamas-author-response into .opencode/skills/aamas-author-response/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aamas-author-response", 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-author-response- GitHub stars
- 1.2k
- Token cost
- ~970 tokens
- SKILL.md length
- 458 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when drafting an AAMAS rebuttal to preliminary OpenReview reviews, covering the double-blind constraint, the no-new-results and no-revised-paper norms, how to answer…
- Works in 4 steps: State the decision-critical correction… → Point to the exact submitted evidence… → Explain the strategic or empirical… → …
- Drafting an AAMAS rebuttal to preliminary OpenReview reviews
- SKILL.md covers Triage, Drafting pattern, Multi-reviewer pushback patterns and Response micro-example, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Aamas Author Response is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when drafting an AAMAS rebuttal to preliminary OpenReview reviews, covering the double-blind constraint, the no-new-results and no-revised-paper norms, how to answer game-theory, MARL, and systems reviewers at once, and how to give the area chair a clean acceptance rationale within a short response window.
Its SKILL.md is about 970 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
- Drafting an AAMAS rebuttal to preliminary OpenReview reviews
- Covering the double-blind constraint
- The no-new-results and no-revised-paper norms
- How to answer game-theory
Example prompts
- “/aamas-author-response”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- State the decision-critical correction or concession in the first line.
- Point to the exact submitted evidence (section, figure, appendix, or theorem number).
- Explain the strategic or empirical consequence for the reviewer's concern.
- Promise a camera-ready wording fix only if it adds no unsupported new claim.
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 Author Response loads about 970 tokens when it runs. Until then it costs about 83 tokens; SKILL.md has 458 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). 458 words, ~970 tokens.
Download SKILL.mdSave it as
.claude/skills/aamas-author-response/SKILL.md (or your agent's skills folder).- name
- aamas-author-response
- description
- Use when drafting an AAMAS rebuttal to preliminary OpenReview reviews, covering the double-blind constraint, the no-new-results and no-revised-paper norms, how to answer game-theory, MARL, and systems reviewers at once, and how to give the area chair a clean acceptance rationale within a short response window.
AAMAS Author Response
Use this after AAMAS preliminary reviews are released. Reopen the current OpenReview instructions and the rebuttal-window rules before drafting; response mechanics are cycle-specific and AAMAS reviews and decisions become public afterward.
Triage
- Answer only what can move the decision: correctness of the game model or proofs, the reality of the interaction claim, baseline/opponent fairness, reproducibility, and scope.
- Use evidence already in the submission: sections, appendices, the supplement, theorem statements, learning curves, and opponent-set definitions. AAMAS rebuttals do not add new results and typically do not upload a revised paper.
- Keep the reply anonymous: no institution, no named system, no private URLs or repository owners.
- Correct outright factual errors first, then address requests for missing comparisons, ablations, equilibrium analysis, or seeds.
Drafting pattern
- State the decision-critical correction or concession in the first line.
- Point to the exact submitted evidence (section, figure, appendix, or theorem number).
- Explain the strategic or empirical consequence for the reviewer's concern.
- Promise a camera-ready wording fix only if it adds no unsupported new claim.
Multi-reviewer pushback patterns
AAMAS pools game theorists, MARL researchers, and systems-minded reviewers on one paper, so a single rebuttal often answers three different lenses at once.
| Pushback | What it signals | AAMAS-ready fix |
|---|---|---|
| "This is really a single-agent method" | The interaction claim did not land | Point to where the result depends on other agents co-adapting; cite the ablation that freezes them |
| "Which equilibrium do you converge to?" | A game theorist read the solution concept | Name it (Nash / correlated / coarse / no-regret) and cite the proof or convergence plot |
| "Baselines are self-play only" | Opponent set looks weak | Anchor to the held-out opponents or population in the appendix, or concede a camera-ready addition |
| "Seeds and variance are missing" | An empirical reviewer checked rigor | Reference the seeded runs and standard errors; do not promise new experiments as fact |
Show full SKILL.md (151 more words)Show less
Response micro-example
Reviewer objection: the cooperation result may be an artifact of a single random seed. Reply skeleton:
- Note that Figure 3 already aggregates 30 seeds with standard errors.
- Quote the exact aggregate so the reviewer need not re-open the PDF.
- Point to Appendix C for the per-seed spread and the opponent set used.
- Offer one camera-ready sentence stating the seed count in the caption.
Discussion-window calibration
- One decision-critical point per reviewer beats an exhaustive reply; the area chair reads for whether the central interaction or correctness objection was actually resolved.
- Never paste a fresh proof or a new game variant into the response box; sketch the argument and anchor it in submitted material.
- Reply early - AAMAS rebuttal windows are short and reviewers who engage once rarely return.
- Remember the reviews and your response may become public with the paper; write as if they will.
Output format
[Priority issue] <reviewer concern>
[Decision dimension] correctness / interaction-reality / significance / reproducibility / scope
[Draft response] <AAMAS-ready anonymous text>
[Evidence anchor] <section/appendix/figure/theorem>
[Forbidden content removed] <identity leaks, new results, revised-paper promises>© 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-author-response of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Aamas Author Response 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 Author Response this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~970 | 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 Author Response
What does Aamas Author Response do?
A skill your agent uses when drafting an AAMAS rebuttal to preliminary OpenReview reviews, covering the double-blind constraint, the no-new-results and no-revised-paper norms, how to answer…. Aamas Author Response is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when drafting an AAMAS rebuttal to preliminary OpenReview reviews, covering the double-blind constraint, the no-new-results and no-revised-paper norms, how to answer game-theory, MARL, and systems reviewers at once, and how to give the area chair a clean acceptance rationale within a short response window.
When should I use Aamas Author Response?
Aamas Author Response fits situations like: drafting an AAMAS rebuttal to preliminary OpenReview reviews; covering the double-blind constraint; the no-new-results and no-revised-paper norms; how to answer game-theory.
How do I install Aamas Author Response in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aamas-author-response -a claude-code`. Or copy the skill folder (AAMAS-Skills/skills/aamas-author-response in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/aamas-author-response in your project. Claude Code loads it when a task matches its description.
How do I install Aamas Author Response in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill aamas-author-response -a codex`. Or copy the skill folder (AAMAS-Skills/skills/aamas-author-response in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/aamas-author-response in your project. Codex loads it when a task matches its description.
Can I use Aamas Author Response 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-author-response -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-author-response, .gemini/skills/aamas-author-response, .github/skills/aamas-author-response and .opencode/skills/aamas-author-response in your project.
What does Aamas Author Response need to run?
SKILL.md names no scripts, command-line tools or credentials: Aamas Author Response is instructions for the agent only.
Does Aamas Author Response 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 Author Response 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 Author Response use?
Aamas Author Response 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 Author Response use?
About 970 tokens (SKILL.md is roughly 3.9k 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 Author Response?
Skills that share tags, products or a category with Aamas Author Response: 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 Author Response?
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.