Design survey instruments: questions, scales, flow, social desirability.

Custom licenceAuto-check passed

Install Survey Design

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

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

GitHub CLI
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills survey-design --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/54-scdenney-open-science-skills/skills/survey-design .claude/skills/survey-design && 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
survey-design
GitHub stars
4.6k
Token cost
~4.4k tokens
SKILL.md length
2,234 words
Files
1
Skills in repo
383
Repo updated
First seen
Licence
Custom licence

At a glance

Design survey instruments: questions, scales, flow, social desirability.

  • Works in 7 steps: Question Construction → Scale Design → Survey Flow and Organization → …
  • SKILL.md covers Instructions and Quality Checks
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Survey Design is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Design survey instruments: questions, scales, flow, social desirability.

Its SKILL.md is about 4.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

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…

Example prompts

  • “/survey-design”

Workflow steps

7 steps, taken from the step headings in SKILL.md.

  1. Question Construction
  2. Scale Design
  3. Survey Flow and Organization
  4. Pretesting and Cognitive Interviewing
  5. Respondent Burden and Survey Length
  6. Sensitive Questions and Social Desirability
  7. Treatment Delivery in Surveys

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.

    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

Survey Design loads about 4.4k tokens when it runs. Until then it costs about 22 tokens; SKILL.md has 2,234 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~22
When it runs · the whole SKILL.md, loaded when a task matches
~4.4k

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 2,234 words (~4,392 tokens).

name
survey-design
argument-hint
[describe your survey question or design challenge]

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/54-scdenney-open-science-skills/skills/survey-design of brycewang-stanford/Auto-Empirical-Research-Skills.

Open the folder on GitHubat commit 9fa87d8

Compare with similar skills

Survey Design 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.

Survey Design compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Survey Design this skillbrycewang-stanford/Auto-Empirical-Research-Skills4.6k—~4.4kAutomated safety check: PassCustom licence
Creating SurveysPostHog/posthog40k—~1.6kAutomated safety check: PassCustom licence
Surveysdavepoon/buildwithclaude3.6k—~1.5kAutomated safety check: PassMIT
Survey DesignOwl-Listener/designer-skills2.9k1 repos~1.4kAutomated safety check: PassMIT
Observability And Instrumentationsickn33/agentic-awesome-skills47k1 repos~2.9kAutomated safety check: PassMIT
Scale Benchmarkssickn33/agentic-awesome-skills47k1 repos~1.4kAutomated safety check: PassMIT

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    40k GitHub stars~1.6k tokensUpdated today
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Questions about Survey Design

What does Survey Design do?

Design survey instruments: questions, scales, flow, social desirability. Survey Design is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Design survey instruments: questions, scales, flow, social desirability.

How do I install Survey Design in Claude Code?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill survey-design -a claude-code`. Or copy the skill folder (skills/54-scdenney-open-science-skills/skills/survey-design in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/survey-design in your project. Claude Code loads it when a task matches its description.

How do I install Survey Design in Codex?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill survey-design -a codex`. Or copy the skill folder (skills/54-scdenney-open-science-skills/skills/survey-design in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/survey-design in your project. Codex loads it when a task matches its description.

Can I use Survey Design 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 survey-design -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/survey-design, .gemini/skills/survey-design, .github/skills/survey-design and .opencode/skills/survey-design in your project.

What does Survey Design need to run?

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

Does Survey Design 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 Survey Design 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 Survey Design use?

Survey Design 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 Survey Design use?

About 4.4k tokens (SKILL.md is roughly 18k 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 Survey Design?

Skills that share tags, products or a category with Survey Design: Creating Surveys (PostHog/posthog, 40k stars), Surveys (davepoon/buildwithclaude, 3.6k stars), Survey Design (Owl-Listener/designer-skills, 2.9k stars) and Observability And Instrumentation (sickn33/agentic-awesome-skills, 47k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Survey Design?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,556 GitHub stars. The repository holds 383 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.