Effective communication strategies for statistical methods. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

Custom licenceAuto-check passedWriting & Content

Install Methods Communicator

skills CLI
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill methods-communicator -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills methods-communicator --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/26-Data-Wise-scholar/skills/writing/methods-communicator .claude/skills/methods-communicator && rm -rf skills-src

Use ~/.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/

Facts

Skill name
methods-communicator
GitHub stars
4.5k
Token cost
~4.3k tokens
SKILL.md length
686 words
Files
1
Skills in repo
369
Repo updated
First seen
Licence
Custom licence

At a glance

Effective communication strategies for statistical methods. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

  • Works in 5 steps: What statistical training has this… → What is their primary goal… → How much mathematical notation is… → …
  • Writing & Content work in your project
  • SKILL.md covers Audience Adaptation, Plain Language Translations, Vignette Writing Framework and Interpretation Guide, plus 7 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Methods Communicator is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Effective communication strategies for statistical methods

Its SKILL.md is about 4.3k 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. The repository describes itself as: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI…

When your agent uses it

  • Writing & Content work in your project

Example prompts

  • “/methods-communicator”

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. What statistical training has this person likely had?
  2. What is their primary goal (understanding vs. applying)?
  3. How much mathematical notation is appropriate?
  4. What prior knowledge can I assume?
  5. What examples would resonate with their field?

What it can do on your machine

Read from SKILL.md and the folder at commit 9fa87d8. 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 (its code samples are markdown and r).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • devguide.ropensci.org

    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

Methods Communicator loads about 4.3k tokens when it runs. Until then it costs about 20 tokens; SKILL.md has 686 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~20
When it runs · the whole SKILL.md, loaded when a task matches
~4.3k

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

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 686 words (~4,286 tokens).

“Translating complex statistical methodology for applied researchers, practitioners, and students”

— opening of SKILL.md by brycewang-stanford, Custom licence
name
methods-communicator

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/26-Data-Wise-scholar/skills/writing/methods-communicator of brycewang-stanford/Auto-Empirical-Research-Skills.

Open the folder on GitHubat commit 9fa87d8

Compare with similar skills

Methods Communicator 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.

Methods Communicator compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Methods Communicator this skillbrycewang-stanford/Auto-Empirical-Research-Skills4.5k—~4.3kAutomated safety check: PassCustom licence
HumanizerAzure-Samples/interview-coach-agent-framework17237 repos~5.8kAutomated safety check: PassMIT
Avoid AI Writingconorbronsdon/avoid-ai-writing4.9k3 repos~8.1kAutomated safety check: PassMIT
JavaScript Concept Fact Checkerleonardomso/33-js-concepts67k1 repos~5kAutomated safety check: PassMIT
User-Facing Text Cleanupguillaumemeyer/watermarks-remover23k—~3.5kAutomated safety check: PassMIT
Install Anti Sloptrycompai/crm11k1 repos~881Automated safety check: PassMIT

Similar skills

  • Humanizer

    Azure-Samples/interview-coach-agent-framework

    Official

    Remove signs of AI-generated writing from text. An agent skill from Azure-Samples/interview-coach-agent-framework.

    172 GitHub starsUsed in 37 repos~5.8k tokens
    Writing & ContentAuto-check passed
  • Avoid AI Writing

    conorbronsdon/avoid-ai-writing

    Audit and rewrite content to remove AI writing patterns ("AI-isms").

    4.9k GitHub starsUsed in 3 repos~8.1k tokens
    Writing & ContentAuto-check passed
  • JavaScript Concept Fact Checker

    leonardomso/33-js-concepts

    Verifies the technical accuracy of JavaScript concept pages by checking code examples, MDN and ECMAScript claims and external links through a five-phase method.

    67k GitHub starsUsed in 1 repo~5k tokens
    Writing & ContentAuto-check passed
  • User-Facing Text Cleanup

    guillaumemeyer/watermarks-remover

    Audits prose for invisible Unicode characters and rewrites it while keeping facts, citations, code and required disclosures unchanged and the writer's voice intact.

    23k GitHub stars~3.5k tokensUpdated yesterday
    Writing & ContentAuto-check passed
  • Install Anti Slop

    trycompai/crm

    Install and configure the anti-slop Oxlint plugin in a local TypeScript or JavaScript repository.

    11k GitHub starsUsed in 1 repo~881 tokens
    Writing & ContentAuto-check passed
  • Social Content

    freekmurze/dotfiles

    When the user wants help creating, scheduling, or optimizing social media content for LinkedIn, Twitter/X, Instagram, TikTok, Facebook, or other platforms.

    1k GitHub starsUsed in 22 repos~2.1k tokens
    Writing & ContentAuto-check passed

More from brycewang-stanford/Auto-Empirical-Research-Skills

All 369 skills in this repo
  • Latex Paper En

    brycewang-stanford/Auto-Empirical-Research-Skills

    English LaTeX academic paper assistant for existing .tex projects.

    4.5k GitHub starsUsed in 1 repo~2.2k tokens
    Auto-check passed
  • Bayesian Workflow

    brycewang-stanford/Auto-Empirical-Research-Skills

    Opinionated Bayesian modeling workflow with PyMC and ArviZ. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

    4.5k GitHub stars~3.5k tokensUpdated 2 days ago
    Auto-check passed
  • Five Questions

    brycewang-stanford/Auto-Empirical-Research-Skills

    Deeply analyze any empirical economics PDF using the five-question framework (五问框架): research question, identification strategy, core estimand, robustness logic, and scholarly contribution.

    4.5k GitHub stars~1.7k tokensUpdated 2 days ago
    Auto-check: notes
  • Kaggle Research

    brycewang-stanford/Auto-Empirical-Research-Skills

    A skill your agent uses when a research task needs reproducible Kaggle discovery, metadata inspection, bounded public-data downloads, competition or kernel discovery, model discovery, or an…

    4.5k GitHub stars~868 tokensUpdated 2 days ago
    Auto-check passed
  • Latex Thesis Zh

    brycewang-stanford/Auto-Empirical-Research-Skills

    Chinese LaTeX thesis assistant for existing .tex degree thesis projects (XeLaTeX/LuaLaTeX/latexmk).

    4.5k GitHub stars~1.5k tokensUpdated 2 days ago
    Auto-check passed
  • Obsidian Project Memory

    brycewang-stanford/Auto-Empirical-Research-Skills

    This skill should be used when the user asks to maintain an Obsidian knowledge base for a research project, import an existing research repository into Obsidian, keep project memory or daily notes…

    4.5k GitHub stars~2.4k tokensUpdated 2 days ago
    Auto-check passed

Questions about Methods Communicator

What does Methods Communicator do?

Effective communication strategies for statistical methods. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Methods Communicator is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

When should I use Methods Communicator?

Methods Communicator fits situations like: writing & Content work in your project.

How do I install Methods Communicator in Claude Code?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill methods-communicator -a claude-code`. Or copy the skill folder (skills/26-Data-Wise-scholar/skills/writing/methods-communicator in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/methods-communicator in your project. Claude Code loads it when a task matches its description.

How do I install Methods Communicator in Codex?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill methods-communicator -a codex`. Or copy the skill folder (skills/26-Data-Wise-scholar/skills/writing/methods-communicator in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/methods-communicator in your project. Codex loads it when a task matches its description.

Can I use Methods Communicator 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/Auto-Empirical-Research-Skills --skill methods-communicator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/methods-communicator, .gemini/skills/methods-communicator, .github/skills/methods-communicator and .opencode/skills/methods-communicator in your project.

What does Methods Communicator need to run?

SKILL.md names no scripts, command-line tools or credentials: Methods Communicator is instructions for the agent only.

Does Methods Communicator access the network?

SKILL.md names 1 domain. As links in the text: devguide.ropensci.org. This is read from the text; nothing was executed.

Is Methods Communicator 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 Methods Communicator use?

Methods Communicator has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Methods Communicator use?

About 4.3k tokens (SKILL.md is roughly 17k 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 Methods Communicator?

Skills that share tags, products or a category with Methods Communicator: Humanizer (Azure-Samples/interview-coach-agent-framework, 172 stars), Avoid AI Writing (conorbronsdon/avoid-ai-writing, 4.9k stars), JavaScript Concept Fact Checker (leonardomso/33-js-concepts, 67k stars) and User-Facing Text Cleanup (guillaumemeyer/watermarks-remover, 23k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Methods Communicator?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,517 GitHub stars. The repository holds 369 skills in this directory. The repository was last updated on October 5, 2026.

Source: brycewang-stanford/Auto-Empirical-Research-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.