Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
Agent skill
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when deciding what belongs in an ACM SIGMETRICS paper body versus its appendices and anonymized artifact, covering the 20-page single-column acmsmall budget, the rule that…
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill sigmetrics-supplementary -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills sigmetrics-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/SIGMETRICS-Skills/skills/sigmetrics-supplementary .claude/skills/sigmetrics-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 "sigmetrics-supplementary" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/SIGMETRICS-Skills/skills/sigmetrics-supplementary into .claude/skills/sigmetrics-supplementary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sigmetrics-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/SIGMETRICS-Skills/skills/sigmetrics-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 sigmetrics-supplementary -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills sigmetrics-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/SIGMETRICS-Skills/skills/sigmetrics-supplementary .agents/skills/sigmetrics-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 "sigmetrics-supplementary" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/SIGMETRICS-Skills/skills/sigmetrics-supplementary into .agents/skills/sigmetrics-supplementary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sigmetrics-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 sigmetrics-supplementary -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills sigmetrics-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/SIGMETRICS-Skills/skills/sigmetrics-supplementary .cursor/skills/sigmetrics-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 "sigmetrics-supplementary" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/SIGMETRICS-Skills/skills/sigmetrics-supplementary into .cursor/skills/sigmetrics-supplementary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sigmetrics-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 SIGMETRICS-Skills/skills/sigmetrics-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 sigmetrics-supplementary -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills sigmetrics-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/SIGMETRICS-Skills/skills/sigmetrics-supplementary .gemini/skills/sigmetrics-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 "sigmetrics-supplementary" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/SIGMETRICS-Skills/skills/sigmetrics-supplementary into .gemini/skills/sigmetrics-supplementary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sigmetrics-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 sigmetrics-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 sigmetrics-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/SIGMETRICS-Skills/skills/sigmetrics-supplementary .github/skills/sigmetrics-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 "sigmetrics-supplementary" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/SIGMETRICS-Skills/skills/sigmetrics-supplementary into .github/skills/sigmetrics-supplementary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sigmetrics-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 sigmetrics-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 sigmetrics-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/SIGMETRICS-Skills/skills/sigmetrics-supplementary .opencode/skills/sigmetrics-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 "sigmetrics-supplementary" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/SIGMETRICS-Skills/skills/sigmetrics-supplementary into .opencode/skills/sigmetrics-supplementary/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sigmetrics-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.
sigmetrics-supplementaryA skill your agent uses when deciding what belongs in an ACM SIGMETRICS paper body versus its appendices and anonymized artifact, covering the 20-page single-column acmsmall budget, the rule that…
Sigmetrics Supplementary is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding what belongs in an ACM SIGMETRICS paper body versus its appendices and anonymized artifact, covering the 20-page single-column acmsmall budget, the rule that decision-critical claims (theorem statements, assumptions, headline validation) stay inside the reviewed pages, full proofs in appendices, double-anonymous supplementary material, and how to split a proof-plus-measurement paper.
Its SKILL.md is about 1.2k 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.
Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.
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.
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.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Sigmetrics Supplementary loads about 1.2k tokens when it runs. Until then it costs about 107 tokens; SKILL.md has 427 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.
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.
The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 427 words, ~1,183 tokens.
.claude/skills/sigmetrics-supplementary/SKILL.md (or your agent's skills folder).Use this when assembling SIGMETRICS supplementary material. The governing rule is simple and strict: the paper must be judgeable from the reviewed pages alone. Appendices and the artifact support the paper; they do not hold the argument. Reviewers read the artifact at their discretion, so anything the decision depends on — the theorem statements, their assumptions, and the headline validation — lives in the body.
| Content | Body (within the 20-page budget) | Appendix / artifact |
|---|---|---|
| Theorem/bound statements and their assumptions | Yes | — |
| Full proofs | The statement + key idea | Full derivations (appendix) |
| The model and why its assumptions are plausible | Yes | Extended sensitivity analysis |
| The headline analysis-vs-measurement validation | Yes | Full simulation sweeps, extra distributions |
| Baselines and the main comparison | Yes | Full parameter grids, per-workload tables |
| Simulator, trace-processing scripts, seeds | — | Yes (anonymized) |
| Trace/dataset itself | Summary + provenance | The processed dataset (or documented access) |
If a reviewer would need to open the artifact (or dig into an appendix) to know whether the central claim holds, the paper is mis-partitioned — move that evidence into the body.
SIGMETRICS's acmsmall budget (2026: 20 pages of technical content including tables and figures; plus unlimited references) is single-column and finite for everything except references. Consequences:
[No identity] no authors, affiliations, acknowledgements, grants, cluster paths, group/system
names, or trace provenance revealing the institution -- except in the Operational
Systems Track, which may name the system/org
[Anonymized links] any code/data link points at an anonymizing host, not a personal repo
[Clean archive] no .git history, .DS_Store, credentials, caches, or large irrelevant files
[Opens clean] verify the archive unzips and a README orients a reader in one minute on a fresh
machine (what the model is, how to regenerate a figure, how to check a proof)A paper with a scheduling theorem and a trace-driven evaluation: the body keeps the model, the theorem statements with assumptions, the proof ideas, the headline analysis-vs-simulation figure, and the main trace-driven comparison with effect sizes; the appendix holds the full proofs and an assumption-sensitivity sweep; the artifact holds the seeded simulator, the trace-processing scripts with pinned provenance, and the analysis notebooks. Nothing decision-critical lives only in the artifact, because artifact inspection is discretionary and the reviewers judge from the pages.
[Supplement status] ready / needs fixes / not ready
[Partition check] anything decision-critical (theorem/assumption/headline validation) outside the body? <none / move: what>
[Page budget] body within 20 pages? appendices counted correctly per the call? yes/no
[Anonymity] archive + appendix clean of identity + metadata? passed/issues (note Operational-track exception)
[Body dependency] <what a reviewer can decide without opening the artifact>© 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
Just SKILL.md in SIGMETRICS-Skills/skills/sigmetrics-supplementary of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Sigmetrics 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 |
|---|---|---|---|---|---|---|
| Sigmetrics Supplementary this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.2k | 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 |
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
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.
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.
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.
mvanhorn/last30days-skill
Research what people actually say about any topic in the last 30 days.
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running and reporting the analysis for an Annals of the American Association of Geographers manuscript — spatial statistics and modeling, remote-sensing accuracy, or…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when positioning an Annals of the American Association of Geographers manuscript in the literature — engaging geographic scholarship across the relevant area and the…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when responding to an Annals of the American Association of Geographers decision letter (major/minor revision) — building a point-by-point response to the subject editor and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when defending the research design of an Annals of the American Association of Geographers manuscript — spatial/quantitative analysis and GIScience, remote-sensing and…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when you need to understand how the Annals of the American Association of Geographers evaluates a manuscript — double-anonymous review routed through a subject editor by…
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when running the final pre-submission preflight for the Annals of the American Association of Geographers via ScholarOne Manuscripts — area/article-type selection…
Categories
A skill your agent uses when deciding what belongs in an ACM SIGMETRICS paper body versus its appendices and anonymized artifact, covering the 20-page single-column acmsmall budget, the rule that…. Sigmetrics Supplementary is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when deciding what belongs in an ACM SIGMETRICS paper body versus its appendices and anonymized artifact, covering the 20-page single-column acmsmall budget, the rule that decision-critical claims (theorem statements, assumptions, headline validation) stay inside the reviewed pages, full proofs in appendices, double-anonymous supplementary material, and how to split a proof-plus-measurement paper.
Sigmetrics Supplementary fits situations like: deciding what belongs in an ACM SIGMETRICS paper body versus its appendices and anonymized artifact; covering the 20-page single-column acmsmall budget; the rule that decision-critical claims (theorem statements; headline validation) stay inside the reviewed pages.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill sigmetrics-supplementary -a claude-code`. Or copy the skill folder (SIGMETRICS-Skills/skills/sigmetrics-supplementary in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/sigmetrics-supplementary in your project. Claude Code loads it when a task matches its description.
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill sigmetrics-supplementary -a codex`. Or copy the skill folder (SIGMETRICS-Skills/skills/sigmetrics-supplementary in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/sigmetrics-supplementary in your project. Codex loads it when a task matches its description.
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 sigmetrics-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/sigmetrics-supplementary, .gemini/skills/sigmetrics-supplementary, .github/skills/sigmetrics-supplementary and .opencode/skills/sigmetrics-supplementary in your project.
SKILL.md names no scripts, command-line tools or credentials: Sigmetrics Supplementary is instructions for the agent only.
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.
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.
Sigmetrics Supplementary is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.2k tokens (SKILL.md is roughly 4.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Sigmetrics 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.
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.