Avoid AI Writing
conorbronsdon/avoid-ai-writing
Audit and rewrite content to remove AI writing patterns ("AI-isms").
Agent skill
Sigmetrics Writing Style
by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when revising an ACM SIGMETRICS paper for a rigorously stated performance contribution on the first page, explicit modeling assumptions and their validity, theorems paired…
Install Sigmetrics Writing Style
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill sigmetrics-writing-style -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills sigmetrics-writing-style --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-writing-style .claude/skills/sigmetrics-writing-style && 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-writing-style" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/SIGMETRICS-Skills/skills/sigmetrics-writing-style into .claude/skills/sigmetrics-writing-style/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sigmetrics-writing-style", 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-writing-styleType 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-writing-style -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills sigmetrics-writing-style --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-writing-style .agents/skills/sigmetrics-writing-style && 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-writing-style" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/SIGMETRICS-Skills/skills/sigmetrics-writing-style into .agents/skills/sigmetrics-writing-style/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sigmetrics-writing-style", 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-writing-style -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills sigmetrics-writing-style --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-writing-style .cursor/skills/sigmetrics-writing-style && 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-writing-style" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/SIGMETRICS-Skills/skills/sigmetrics-writing-style into .cursor/skills/sigmetrics-writing-style/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sigmetrics-writing-style", 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-writing-style--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-writing-style -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Awesome-Journal-Skills sigmetrics-writing-style --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-writing-style .gemini/skills/sigmetrics-writing-style && 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-writing-style" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/SIGMETRICS-Skills/skills/sigmetrics-writing-style into .gemini/skills/sigmetrics-writing-style/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sigmetrics-writing-style", 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-writing-styleInstalls 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-writing-style -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-writing-style .github/skills/sigmetrics-writing-style && 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-writing-style" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/SIGMETRICS-Skills/skills/sigmetrics-writing-style into .github/skills/sigmetrics-writing-style/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sigmetrics-writing-style", 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-writing-style -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-writing-style --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-writing-style .opencode/skills/sigmetrics-writing-style && 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-writing-style" agent skill from https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/SIGMETRICS-Skills/skills/sigmetrics-writing-style into .opencode/skills/sigmetrics-writing-style/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sigmetrics-writing-style", 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
sigmetrics-writing-style- GitHub stars
- 1.2k
- Token cost
- ~1.4k tokens
- SKILL.md length
- 590 words
- Files
- 1
- Skills in repo
- 2,387
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when revising an ACM SIGMETRICS paper for a rigorously stated performance contribution on the first page, explicit modeling assumptions and their validity, theorems paired…
- Revising an ACM SIGMETRICS paper for a rigorously stated performance contribution on the first page
- SKILL.md covers Revision rules, Performance-evaluation paper…, Sentence-level rewrites and Assumption-and-validation…, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Explicit modeling assumptions and their validity
What it does
Sigmetrics Writing Style is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when revising an ACM SIGMETRICS paper for a rigorously stated performance contribution on the first page, explicit modeling assumptions and their validity, theorems paired with numerical/empirical validation, evidence proportional to the claim, double-anonymous wording, and disciplined use of the 20-page single-column acmsmall budget.
Its SKILL.md is about 1.4k 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 Writing & Content, covering Brand voice and tone. 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
- Revising an ACM SIGMETRICS paper for a rigorously stated performance contribution on the first page
- Explicit modeling assumptions and their validity
- Theorems paired with numerical/empirical validation
- Evidence proportional to the claim
Example prompts
- “/sigmetrics-writing-style”
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
Sigmetrics Writing Style loads about 1.4k tokens when it runs. Until then it costs about 91 tokens; SKILL.md has 590 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). 590 words, ~1,419 tokens.
Download SKILL.mdSave it as
.claude/skills/sigmetrics-writing-style/SKILL.md (or your agent's skills folder).- name
- sigmetrics-writing-style
- description
- Use when revising an ACM SIGMETRICS paper for a rigorously stated performance contribution on the first page, explicit modeling assumptions and their validity, theorems paired with numerical/empirical validation, evidence proportional to the claim, double-anonymous wording, and disciplined use of the 20-page single-column acmsmall budget.
SIGMETRICS Writing Style
Use this when revising the main paper. SIGMETRICS papers are POMACS journal articles read by performance-evaluation specialists, so they need a precise performance contribution stated on the first page and claims a reviewer can check. The failure this skill prevents is a paper that reads like a systems demo (numbers, no model) or a theory paper with no systems relevance (theorems, no validation).
Revision rules
- Lead with the performance contribution, stated rigorously: the systems-performance problem, a precise metric (mean vs. tail latency, throughput, regret, energy), why current models/policies fall short, the contribution (a model, policy, methodology — ideally with a proven bound), the validation, and what changes for real systems.
- State assumptions where the result uses them. A theorem is only as strong as its assumptions; name the arrival process, service distribution, independence, and stationarity your result needs, and show they are plausible for the target system. Hidden assumptions are the fastest reject.
- Pair every quantitative claim with proportional evidence — a proof for an analytic claim, a simulation whose curve matches the analysis, confidence intervals over repeated runs, effect sizes for a comparison — not adjectives.
- Validate the model against measurement. The SIGMETRICS signature move is showing that the analytic prediction and the measured/simulated data agree; a theorem with no validation, or a measurement with no model, is half a paper.
- Respect the 20-page acmsmall budget as a design constraint. References are unlimited, but body text, figures, and in-body appendices are not. A paper that only fits by shrinking the assumptions or the validation is over-scoped.
- Maintain double-anonymity in self-citations, system names, trace provenance, and acknowledgements (except in the Operational Systems Track).
Performance-evaluation paper skeleton
| Section | Job it must do | Common failure |
|---|---|---|
| Intro | Problem, precise metric, inadequacy, contribution, validation preview, systems payoff — first page | Leads with a trend and "improves performance," no metric or model |
| Model / System | The model and its assumptions, stated precisely and justified | Assumptions hidden or unjustified against the real workload |
| Analysis | Theorems/bounds with proofs (full proofs in an appendix) | A claimed bound with a hand-waved or incomplete proof |
| Validation | Analysis-vs-simulation agreement; measurement of the real system | A plot with no analytic comparison, or no confidence intervals |
| Evaluation | Baselines, fairly tuned; the systems payoff on real workloads | Untuned baseline; toy inputs; benchmark score as the whole result |
| Assumption validity / threats | Where assumptions hold and where they are stressed | Deferred or absent; no estimation-error / robustness discussion |
Show full SKILL.md (191 more words)Show less
Sentence-level rewrites
| Draft pattern | SIGMETRICS-safe rewrite |
|---|---|
| "Our policy significantly improves performance." | "reduces p99 latency by X% (95% CI ...) over <tuned baseline> on <workload>, matching Thm. 1" |
| "We assume the standard queueing model." | "We assume M/G/1 with service-time distribution fit to the trace (§5.1, QQ-plot Fig. 6)" |
| "The bound holds in general." | "Thm. 1 holds under assumptions A1-A3; §6 quantifies degradation when A2 is violated" |
| "Simulation confirms our approach." | "the analytic p99 curve lies within the simulated confidence intervals across three distributions (Fig. 4)" |
| "State-of-the-art results." | Claim scoped to the metric, workload, and regime actually analyzed and measured |
Assumption-and-validation discipline
[Assumptions] list each (arrival, service, independence, stationarity); justify against the target
[Analysis] prove the bound; put full derivations in an appendix within the reviewed pages
[Validation] overlay analysis on simulation/measurement; report CIs and number of runs
[Robustness] quantify what happens when an assumption is stressed (estimation error, heavy tails)
-> a theorem, its assumptions, and its validation are one unit -- present them togetherVignette: compressing a proof-plus-measurement paper
A draft with three theorems, a long simulator description, and a sprawling measurement section: keep all three theorem statements and their assumptions in the body, move full proofs to an appendix with forward references, keep the one figure showing analysis-vs-simulation agreement and the table with the trace-driven payoff, and cut redundant simulator detail to the artifact. The test of a good cut: a reviewer should be able to answer "what is claimed, under what assumptions, and does the measurement back it?" from the body alone.
Output format
[Writing diagnosis] clear / under-specified-assumptions / unvalidated / over-claimed / over-scoped
[First-page fix] <new framing leading with the precise performance contribution>
[Assumption audit] <assumption -> stated? justified against workload? where used?>
[Validation fix] <theorem/claim -> analysis-vs-measurement evidence to add>
[Anonymity edits] <system names / self-citations / trace provenance to rewrite>© 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 SIGMETRICS-Skills/skills/sigmetrics-writing-style of brycewang-stanford/Awesome-Journal-Skills.
Open the folder on GitHubat commit 932eb23
Compare with similar skills
Sigmetrics Writing Style 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 Writing Style this skillbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Avoid AI Writingconorbronsdon/avoid-ai-writing | 4.9k | 3 repos | ~8.1k | Automated safety check: Pass | MIT | |
| BrandOhh-889/skyroc | 795 | 13 repos | ~733 | Automated safety check: Pass | MIT | |
| Khazix WeChat Article WriterKKKKhazix/khazix-skills | 21k | 1 repos | ~2.9k | Automated safety check: Pass | MIT | |
| Writing Guidelinesvercel-labs/agent-skills | 32k | 7 repos | ~309 | Automated safety check: Pass | None | |
| Unslop AI Writing Cleanuptheclaymethod/unslop | 518 | — | ~1.7k | Automated safety check: Pass | MIT |
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Questions about Sigmetrics Writing Style
What does Sigmetrics Writing Style do?
A skill your agent uses when revising an ACM SIGMETRICS paper for a rigorously stated performance contribution on the first page, explicit modeling assumptions and their validity, theorems paired…. Sigmetrics Writing Style is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when revising an ACM SIGMETRICS paper for a rigorously stated performance contribution on the first page, explicit modeling assumptions and their validity, theorems paired with numerical/empirical validation, evidence proportional to the claim, double-anonymous wording, and disciplined use of the 20-page single-column acmsmall budget.
When should I use Sigmetrics Writing Style?
Sigmetrics Writing Style fits situations like: revising an ACM SIGMETRICS paper for a rigorously stated performance contribution on the first page; explicit modeling assumptions and their validity; theorems paired with numerical/empirical validation; evidence proportional to the claim.
How do I install Sigmetrics Writing Style in Claude Code?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill sigmetrics-writing-style -a claude-code`. Or copy the skill folder (SIGMETRICS-Skills/skills/sigmetrics-writing-style in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/sigmetrics-writing-style in your project. Claude Code loads it when a task matches its description.
How do I install Sigmetrics Writing Style in Codex?
Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill sigmetrics-writing-style -a codex`. Or copy the skill folder (SIGMETRICS-Skills/skills/sigmetrics-writing-style in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/sigmetrics-writing-style in your project. Codex loads it when a task matches its description.
Can I use Sigmetrics Writing Style 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 sigmetrics-writing-style -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-writing-style, .gemini/skills/sigmetrics-writing-style, .github/skills/sigmetrics-writing-style and .opencode/skills/sigmetrics-writing-style in your project.
What does Sigmetrics Writing Style need to run?
SKILL.md names no scripts, command-line tools or credentials: Sigmetrics Writing Style is instructions for the agent only.
Does Sigmetrics Writing Style 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 Sigmetrics Writing Style 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 Sigmetrics Writing Style use?
Sigmetrics Writing Style 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 Sigmetrics Writing Style use?
About 1.4k tokens (SKILL.md is roughly 5.7k 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 Sigmetrics Writing Style?
Skills that share tags, products or a category with Sigmetrics Writing Style: Avoid AI Writing (conorbronsdon/avoid-ai-writing, 4.9k stars), Brand (Ohh-889/skyroc, 795 stars), Khazix WeChat Article Writer (KKKKhazix/khazix-skills, 21k stars) and Writing Guidelines (vercel-labs/agent-skills, 32k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Sigmetrics Writing Style?
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.