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Agent skill

Diverga

by brycewang-stanford in brycewang-stanford/Auto-Empirical-Research-Skills

Diverga Dashboard - Live configuration status and feature overview.

Custom licenceAuto-check passedAgent Workflows

Install Diverga

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

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

GitHub CLI
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills diverga --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/diverga .claude/skills/diverga && 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
diverga
GitHub stars
4.5k
Token cost
~1.5k tokens
SKILL.md length
271 words
Files
1
Skills in repo
383
Repo updated
First seen
Licence
Custom licence

At a glance

Diverga Dashboard - Live configuration status and feature overview.

  • Works in 6 steps: Display ASCII Logo → Read Configuration → Check Project Status → …
  • Tasks that involve Human-in-the-loop approvals
  • SKILL.md covers Instructions and Implementation Notes
  • Calls claude; needs SEMANTIC_SCHOLAR_API_KEY and SCOPUS_API_KEY

What it does

Diverga is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Diverga Dashboard - Live configuration status and feature overview. 24 specialized agents across 9 categories for social science research. VS methodology prevents mode collapse. Human checkpoints enforce human-in-the-loop decisions. Triggers: /diverga, diverga dashboard, diverga status

Its SKILL.md is about 1.5k 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 Agent Workflows, covering Human-in-the-loop approvals. It works with Model Context Protocol. 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

  • Tasks that involve Human-in-the-loop approvals

Example prompts

  • “/diverga”

Requirements

  • A credential in SEMANTIC_SCHOLAR_API_KEY
  • A credential in SCOPUS_API_KEY

Workflow steps

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

  1. Display ASCII Logo
  2. Read Configuration
  3. Check Project Status
  4. Check API/MCP Status
  5. Display Dashboard
  6. Offer MCP Setup Guidance (if requested)

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:

    • claude

    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:

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

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

Context cost

Diverga loads about 1.5k tokens when it runs. Until then it costs about 74 tokens; SKILL.md has 271 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~74
When it runs · the whole SKILL.md, loaded when a task matches
~1.5k

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 271 words (~1,468 tokens).

“When the user runs /diverga (the base command), display a live configuration dashboard.”

— opening of SKILL.md by brycewang-stanford, Custom licence
name
diverga
version
12.0.1

Read the full SKILL.md on GitHub

Files

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

Open the folder on GitHubat commit 9fa87d8

Compare with similar skills

Diverga 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.

Diverga compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Diverga this skillbrycewang-stanford/Auto-Empirical-Research-Skills4.5k—~1.5kAutomated safety check: PassCustom licence
Ask User QuestionMemTensor/MemOS12k—~1kAutomated safety check: PassApache-2.0
Agentmemory Forgetrohitg00/agentmemory29k—~612Automated safety check: PassApache-2.0
Linggenlinggen/linggen-memory109—~8.6kAutomated safety check: NotesMIT-0
Plan and Implement Workflowmp-web3/claude-starter-kit109—~913Automated safety check: NotesMIT
Agent Self-Customizationnanocoai/nanoclaw31k—~1.5kAutomated safety check: NotesMIT

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Works with

Categories

Questions about Diverga

What does Diverga do?

Diverga Dashboard - Live configuration status and feature overview. Diverga is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Diverga Dashboard - Live configuration status and feature overview.

When should I use Diverga?

Diverga fits situations like: tasks that involve Human-in-the-loop approvals.

How do I install Diverga in Claude Code?

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

How do I install Diverga in Codex?

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

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

What does Diverga need to run?

Going by SKILL.md and its folder, Diverga needs the command-line tools its instructions call (claude) and credentials named SEMANTIC_SCHOLAR_API_KEY, SCOPUS_API_KEY, WOS_API_KEY and GROQ_API_KEY. Our summary lists: A credential in SEMANTIC_SCHOLAR_API_KEY; A credential in SCOPUS_API_KEY.

Does Diverga 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 Diverga 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 Diverga use?

Diverga 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 Diverga use?

About 1.5k tokens (SKILL.md is roughly 5.9k 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 Diverga?

Skills that share tags, products or a category with Diverga: Ask User Question (MemTensor/MemOS, 12k stars), Agentmemory Forget (rohitg00/agentmemory, 29k stars), Linggen (linggen/linggen-memory, 109 stars) and Plan and Implement Workflow (mp-web3/claude-starter-kit, 109 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Diverga?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,542 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.