Bgpt Paper Search
K-Dense-AI/scientific-agent-skills
Searches BGPT scientific papers by topic or DOI and retrieves claim-level evidence extracted from full text, including experiments, reported statistics, scope, limitations, and provenance.
Agent skill
Universal Ma Codebook
by brycewang-stanford in brycewang-stanford/Auto-Empirical-Research-Skills
Universal Meta-Analysis Codebook v2.2 - AI-Human collaboration for meta-analysis data extraction.
Install Universal Ma Codebook
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill universal-ma-codebook -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills universal-ma-codebook --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ 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/universal-ma-codebook .claude/skills/universal-ma-codebook && rm -rf skills-srcUse ~/.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/
Install the "universal-ma-codebook" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/25-HosungYou-Diverga/skills/universal-ma-codebook into .claude/skills/universal-ma-codebook/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "universal-ma-codebook", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/25-HosungYou-Diverga/skills/universal-ma-codebookType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill universal-ma-codebook -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills universal-ma-codebook --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/25-HosungYou-Diverga/skills/universal-ma-codebook .agents/skills/universal-ma-codebook && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "universal-ma-codebook" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/25-HosungYou-Diverga/skills/universal-ma-codebook into .agents/skills/universal-ma-codebook/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "universal-ma-codebook", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill universal-ma-codebook -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills universal-ma-codebook --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/25-HosungYou-Diverga/skills/universal-ma-codebook .cursor/skills/universal-ma-codebook && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "universal-ma-codebook" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/25-HosungYou-Diverga/skills/universal-ma-codebook into .cursor/skills/universal-ma-codebook/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "universal-ma-codebook", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git --path skills/25-HosungYou-Diverga/skills/universal-ma-codebook--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill universal-ma-codebook -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills universal-ma-codebook --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/25-HosungYou-Diverga/skills/universal-ma-codebook .gemini/skills/universal-ma-codebook && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "universal-ma-codebook" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/25-HosungYou-Diverga/skills/universal-ma-codebook into .gemini/skills/universal-ma-codebook/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "universal-ma-codebook", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills universal-ma-codebookInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill universal-ma-codebook -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/25-HosungYou-Diverga/skills/universal-ma-codebook .github/skills/universal-ma-codebook && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "universal-ma-codebook" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/25-HosungYou-Diverga/skills/universal-ma-codebook into .github/skills/universal-ma-codebook/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "universal-ma-codebook", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill universal-ma-codebook -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills universal-ma-codebook --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/25-HosungYou-Diverga/skills/universal-ma-codebook .opencode/skills/universal-ma-codebook && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "universal-ma-codebook" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/25-HosungYou-Diverga/skills/universal-ma-codebook into .opencode/skills/universal-ma-codebook/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "universal-ma-codebook", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
universal-ma-codebook- GitHub stars
- 4.5k
- Token cost
- ~3.4k tokens
- SKILL.md length
- 871 words
- Files
- 1
- Skills in repo
- 369
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Universal Meta-Analysis Codebook v2.2 - AI-Human collaboration for meta-analysis data extraction.
- Works in 4 steps: AI Extraction (Automated) → Triage (Automated) → Human Review (Mandatory) → …
- Tasks that involve Literature review
- SKILL.md covers Purpose, Context-Specific Extensions, Architecture: Four-Layer Design and Workflow: AI-Human Collaboration, plus 6 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Universal Ma Codebook is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Universal Meta-Analysis Codebook v2.2 - AI-Human collaboration for meta-analysis data extraction. 4-layer design: Identifiers, Statistics, AI Provenance, Human Verification. Integrates with C5/C6/C7 agents and Category I systematic review pipeline. Triggers: meta-analysis, codebook, data extraction, Hedges g, effect size
Its SKILL.md is about 3.4k 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 Research & Science, covering Literature review and Statistics. 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 Literature review
- Tasks that involve Statistics
Example prompts
- “/universal-ma-codebook”
Requirements
- Python 3
Workflow steps
4 steps, taken from the step headings in SKILL.md.
- AI Extraction (Automated)
- Triage (Automated)
- Human Review (Mandatory)
- Final Sign-Off
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 python, json and bash).
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
Universal Ma Codebook loads about 3.4k tokens when it runs. Until then it costs about 86 tokens; SKILL.md has 871 words of instructions outside code blocks.
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 871 words (~3,379 tokens).
“Version: 2.2 Status: Production Codex Review: APPROVE WITH MINOR CHANGES (2026-01-26) Update: Context-specific extensions (2026-01-26)”
- name
- universal-ma-codebook
- version
- 12.0.1
Files
Just SKILL.md in skills/25-HosungYou-Diverga/skills/universal-ma-codebook of brycewang-stanford/Auto-Empirical-Research-Skills.
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Universal Ma Codebook 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Universal Ma Codebook this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~3.4k | Automated safety check: Pass | Custom licence | |
| Bgpt Paper SearchK-Dense-AI/scientific-agent-skills | 48k | 1 repos | ~2k | Automated safety check: Pass | MIT | |
| Research Paper WritingRedWoodOG/Hermes-Desktop | 177 | 6 repos | ~16k | Automated safety check: Notes | MIT | |
| Aistats Related Workbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~855 | Automated safety check: Pass | MIT | |
| Colt Related Workbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Restat Literature Positioningbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.2k | Automated safety check: Pass | MIT |
Similar skills
Research Paper Writing
RedWoodOG/Hermes-Desktop
End-to-end pipeline for writing ML/AI research papers — from experiment design through analysis, drafting, revision, and submission.
Aistats Related Work
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when positioning an AISTATS submission against AI, machine-learning, statistics, and uncertainty literature, including arXiv preprints, workshop versions, concurrent…
Colt Related Work
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when positioning a COLT (Conference on Learning Theory) submission against prior bounds and models — building the known-versus-new comparison across COLT/ALT lineage…
Restat Literature Positioning
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when the marginal contribution of a The Review of Economics and Statistics (REStat) manuscript against the closest prior work is fuzzy, generic, or oversold.
Uai Related Work
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when positioning a UAI submission within the probabilistic reasoning, graphical-model, causality, and Bayesian ML literature, covering PMLR archival status of recent UAI…
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Related
Categories
Questions about Universal Ma Codebook
What does Universal Ma Codebook do?
Universal Meta-Analysis Codebook v2.2 - AI-Human collaboration for meta-analysis data extraction. Universal Ma Codebook is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.2 - AI-Human collaboration for meta-analysis data extraction.
When should I use Universal Ma Codebook?
Universal Ma Codebook fits situations like: tasks that involve Literature review; tasks that involve Statistics.
How do I install Universal Ma Codebook in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill universal-ma-codebook -a claude-code`. Or copy the skill folder (skills/25-HosungYou-Diverga/skills/universal-ma-codebook in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/universal-ma-codebook in your project. Claude Code loads it when a task matches its description.
How do I install Universal Ma Codebook in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill universal-ma-codebook -a codex`. Or copy the skill folder (skills/25-HosungYou-Diverga/skills/universal-ma-codebook in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/universal-ma-codebook in your project. Codex loads it when a task matches its description.
Can I use Universal Ma Codebook 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 universal-ma-codebook -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/universal-ma-codebook, .gemini/skills/universal-ma-codebook, .github/skills/universal-ma-codebook and .opencode/skills/universal-ma-codebook in your project.
What does Universal Ma Codebook need to run?
SKILL.md names no scripts, command-line tools or credentials: Universal Ma Codebook is instructions for the agent only. Our summary lists: Python 3.
Does Universal Ma Codebook 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 Universal Ma Codebook 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 Universal Ma Codebook use?
Universal Ma Codebook 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 Universal Ma Codebook use?
About 3.4k tokens (SKILL.md is roughly 14k 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 Universal Ma Codebook?
Skills that share tags, products or a category with Universal Ma Codebook: Bgpt Paper Search (K-Dense-AI/scientific-agent-skills, 48k stars), Research Paper Writing (RedWoodOG/Hermes-Desktop, 177 stars), Aistats Related Work (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars) and Colt Related Work (brycewang-stanford/Awesome-Journal-Skills, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Universal Ma Codebook?
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.