System diagnostics and health checks for Diverga plugin. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

Custom licenceAuto-check passed

Install Doctor

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

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

GitHub CLI
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills doctor --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/25-HosungYou-Diverga/skills/doctor .claude/skills/doctor && 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
doctor
GitHub stars
4.6k
Token cost
~2.4k tokens
SKILL.md length
697 words
Files
1
Skills in repo
383
Repo updated
First seen
Licence
Custom licence

At a glance

System diagnostics and health checks for Diverga plugin. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

  • SKILL.md covers Description, Instructions and Implementation Notes
  • Calls node; needs GROQ_API_KEY and ANTHROPIC_API_KEY

What it does

Doctor is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. System diagnostics and health checks for Diverga plugin. OpenClaw-style Check-Report-Fix pattern with 5-layer diagnostics. Triggers: /diverga:doctor, diverga doctor, system check, diagnose, 진단

Its SKILL.md is about 2.4k 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

  • “/doctor”

Requirements

  • Node.js
  • A credential in GROQ_API_KEY
  • A credential in ANTHROPIC_API_KEY

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

    Shell commands in SKILL.md call:

    • node

    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 these keys or tokens, usually read from environment variables:

    • GROQ_API_KEY
    • ANTHROPIC_API_KEY
    • OPENAI_API_KEY
    • GEMINI_API_KEY
    • SEMANTIC_SCHOLAR_API_KEY
    • SCOPUS_API_KEY
    • WOS_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Doctor loads about 2.4k tokens when it runs. Until then it costs about 50 tokens; SKILL.md has 697 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~50
When it runs · the whole SKILL.md, loaded when a task matches
~2.4k

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 697 words (~2,363 tokens).

name
doctor
version
12.0.1

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/25-HosungYou-Diverga/skills/doctor of brycewang-stanford/Auto-Empirical-Research-Skills.

Open the folder on GitHubat commit 9fa87d8

Compare with similar skills

Doctor 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.

Doctor compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Doctor this skillbrycewang-stanford/Auto-Empirical-Research-Skills4.6k—~2.4kAutomated safety check: PassCustom licence
Org Health Diagnosticalirezarezvani/claude-skills28k1 repos~2.1kAutomated safety check: PassMIT
SaaS Business Health Diagnosticdeanpeters/Product-Manager-Skills7.2k1 repos~5.8kAutomated safety check: PassCustom licence
Skin Health Analyzersickn33/agentic-awesome-skills47k2 repos~293Automated safety check: PassMIT
Healthagenticnotetaking/arscontexta3.5k—~7.1kAutomated safety check: NotesMIT
Doctoralsk1992/CloddsBot3k—~1.6kAutomated safety check: NotesMIT

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  • Five Questions

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Questions about Doctor

What does Doctor do?

System diagnostics and health checks for Diverga plugin. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Doctor is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. System diagnostics and health checks for Diverga plugin.

How do I install Doctor in Claude Code?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill doctor -a claude-code`. Or copy the skill folder (skills/25-HosungYou-Diverga/skills/doctor in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/doctor in your project. Claude Code loads it when a task matches its description.

How do I install Doctor in Codex?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill doctor -a codex`. Or copy the skill folder (skills/25-HosungYou-Diverga/skills/doctor in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/doctor in your project. Codex loads it when a task matches its description.

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

What does Doctor need to run?

Going by SKILL.md and its folder, Doctor needs the command-line tools its instructions call (node) and credentials named GROQ_API_KEY, ANTHROPIC_API_KEY, OPENAI_API_KEY and GEMINI_API_KEY. Our summary lists: Node.js; A credential in GROQ_API_KEY; A credential in ANTHROPIC_API_KEY.

Does Doctor 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 Doctor 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 Doctor use?

Doctor 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 Doctor use?

About 2.4k tokens (SKILL.md is roughly 9.5k 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 Doctor?

Skills that share tags, products or a category with Doctor: Org Health Diagnostic (alirezarezvani/claude-skills, 28k stars), SaaS Business Health Diagnostic (deanpeters/Product-Manager-Skills, 7.2k stars), Skin Health Analyzer (sickn33/agentic-awesome-skills, 47k stars) and Health (agenticnotetaking/arscontexta, 3.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Doctor?

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.