Cost-benefit analysis. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

Custom licenceAuto-check: notesMobile

Install Cost Benefit

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

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

GitHub CLI
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills cost-benefit --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/58-charlescoverdale-econstack/cost-benefit .claude/skills/cost-benefit && 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
cost-benefit
GitHub stars
4.6k
Token cost
~11k tokens
SKILL.md length
3,981 words
Files
2
Skills in repo
383
Repo updated
First seen
Licence
Custom licence

At a glance

Cost-benefit analysis. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

  • Works in 11 steps: Detect computation backend (silent) → Load project, options, costs, and benefits → Compute (silent) → …
  • Tasks that involve Mobile testing and debugging
  • SKILL.md covers Arguments, Supported frameworks, Instructions and Framework-specific rules, plus 3 more sections
  • Calls git and python3; reaches github.com

What it does

Cost Benefit is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Cost-benefit analysis. Produces economic NPV and financial NPV side by side, with BCR, optimism bias (with mitigation), Marginal Excess Tax Burden, real-terms rebasing, WELLBY / QALY / VPF wellbeing valuation, sensitivity, switching values, EANC for unequal-life options, validation gate, and a one-line headline verdict (socially worthwhile vs financially self-sustaining). Backed by the greenbook R package (HM Treasury Green Book primitives) when available, with graceful fallback. Supports HMT Green Book, EU…

Its SKILL.md is about 11k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file.

It sits in Mobile, covering Mobile testing and debugging. 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 Mobile testing and debugging

Example prompts

  • “/cost-benefit”

Requirements

  • Python 3
  • Pre-approved tools (allowed-tools): Bash, Read, Write, Glob, AskUserQuestion, Skill

Workflow steps

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

  1. Detect computation backend (silent)
  2. Load project, options, costs, and benefits
  3. Compute (silent)
  4. Financial case (silent)
  5. Headline verdict (silent)
  6. Sensitivity (silent)
  7. Referent group identity check (silent, uk-gb and au-vic)
  8. 5: Validation gate (silent, abort on failure)
  9. Write the output
  10. 5: Sidecar JSON
  11. Auto-audit hook (default on)

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 these tools, so the agent can use them without asking each time:

    • Bash
    • Read
    • Write
    • Glob
    • AskUserQuestion
    • Skill

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • git
    • python3

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

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • github.com

    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

Cost Benefit loads about 11k tokens when it runs. Until then it costs about 158 tokens; SKILL.md has 3,981 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~158
When it runs · the whole SKILL.md, loaded when a task matches
~11k

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: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: Bash, Read, Write, Glob, AskUserQuestion, Skill

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 3,981 words (~10,927 tokens).

“Only stop to ask the user when: project description is missing, there are fewer than 2 options (including do-nothing), or cost / benefit magnitudes cannot be estimated. Never stop to ask about: perspective, additionality rates, stakeholder tagging, sensitivity method, output…”

— opening of SKILL.md by brycewang-stanford, Custom licence
name
cost-benefit
allowed-tools
Bash, Read, Write, Glob, AskUserQuestion, Skill

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file in skills/58-charlescoverdale-econstack/cost-benefit of brycewang-stanford/Auto-Empirical-Research-Skills.

  • SKILL.md
  • SKILL.tmpl

Open the folder on GitHubat commit 9fa87d8

Compare with similar skills

Cost Benefit 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.

Cost Benefit compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Cost Benefit this skillbrycewang-stanford/Auto-Empirical-Research-Skills4.6k—~11kAutomated safety check: NotesCustom licence
Construction LawLeoYeAI/openclaw-master-skills2.2k—~2.3kAutomated safety check: PassMIT
Orca iOS Simulator Controlstablyai/orca89k1 repos~584Automated safety check: PassApache-2.0
UI Kitten Showcase QAakveo/react-native-ui-kitten11k—~2.3kAutomated safety check: PassMIT
Apple Crash Log .NET Symbolicationdotnet/skills5.6k1 repos~2.4kAutomated safety check: PassMIT
Mobilerun Docs Referencedroidrun/mobilerun9.6k—~943Automated safety check: PassMIT

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Questions about Cost Benefit

What does Cost Benefit do?

Cost-benefit analysis. An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Cost Benefit is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Cost-benefit analysis.

When should I use Cost Benefit?

Cost Benefit fits situations like: tasks that involve Mobile testing and debugging.

How do I install Cost Benefit in Claude Code?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill cost-benefit -a claude-code`. Or copy the skill folder (skills/58-charlescoverdale-econstack/cost-benefit in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/cost-benefit in your project. Claude Code loads it when a task matches its description.

How do I install Cost Benefit in Codex?

Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill cost-benefit -a codex`. Or copy the skill folder (skills/58-charlescoverdale-econstack/cost-benefit in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/cost-benefit in your project. Codex loads it when a task matches its description.

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

What does Cost Benefit need to run?

Going by SKILL.md and its folder, Cost Benefit needs the command-line tools its instructions call (git and python3). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Bash, Read, Write, Glob, AskUserQuestion, Skill.

Does Cost Benefit access the network?

SKILL.md names 1 domain. In commands or code: github.com; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.

Is Cost Benefit safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Cost Benefit use?

Cost Benefit 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 Cost Benefit use?

About 11k tokens (SKILL.md is roughly 44k 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 Cost Benefit?

Skills that share tags, products or a category with Cost Benefit: Construction Law (LeoYeAI/openclaw-master-skills, 2.2k stars), Orca iOS Simulator Control (stablyai/orca, 89k stars), UI Kitten Showcase QA (akveo/react-native-ui-kitten, 11k stars) and Apple Crash Log .NET Symbolication (dotnet/skills, 5.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Cost Benefit?

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.