universal-ma-codebook
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.
npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill universal-ma-codebook --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Universal Meta-Analysis Codebook **Version**: 2.2 **Status**: Production **Codex Review**: APPROVE WITH MINOR CHANGES (2026-01-26) **Update**: Context-specific extensions (2026-01-26) ## Purpose A **universal, AI-Human collaboration codebook** for meta-analysis that enables: 1. AI extraction from PDFs (RAG/OCR) with confidence tracking 2. Human verification of AI-extracted values 3. 100% human-v
What does the universal-ma-codebook skill do?
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.
How do I install it?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill universal-ma-codebook --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From brycewang-stanford/Auto-Empirical-Research-Skills, a repository with 3,244 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.