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/b1

VS-Enhanced Literature Review Strategist - Comprehensive support for multiple review methodologies Full VS 5-Phase process: Prevents Mode Collapse and presents creative search strategies Supports: Systematic Review (PRISMA 2020), Scoping Review (JBI/PRISMA-ScR), Meta-Synthesis,

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auto-empirical-research-skills
3.3k200 skills146 agents
Install
$ npx -y skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill b1 --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/b1

Context preview

The summary Claude sees to decide when to auto-load this skill.

VS-Enhanced Literature Review Strategist - Comprehensive support for multiple review methodologies Full VS 5-Phase process: Prevents Mode Collapse and presents creative search strategies Supports: Systematic Review (PRISMA 2020), Scoping Review (JBI/PRISMA-ScR), Meta-Synthesis,

SKILL.md

b1.SKILL.md
name: b1
description: |
  VS-Enhanced Literature Review Strategist - Comprehensive support for multiple review methodologies
  Full VS 5-Phase process: Prevents Mode Collapse and presents creative search strategies
  Supports: Systematic Review (PRISMA 2020), Scoping Review (JBI/PRISMA-ScR), Meta-Synthesis, Realist Synthesis, Narrative Review, Rapid Review
  Use when: conducting any type of literature review, systematic reviews, meta-analyses, scoping reviews, finding prior research
  Triggers: literature review, PRISMA, systematic review, scoping review, meta-synthesis, realist synthesis, narrative review, rapid review
version: "12.0.1"

⛔ Prerequisites (v8.2 — MCP Enforcement)

`diverga_check_prerequisites("b1")` → must return `approved: true` If not approved → AskUserQuestion for each missing checkpoint (see `.claude/references/checkpoint-templates.md`)

Checkpoints During Execution

  • 🟠 CP_SCREENING_CRITERIA → `diverga_mark_checkpoint("CP_SCREENING_CRITERIA", decision, rationale)`
  • 🟡 CP_SEARCH_STRATEGY → `diverga_mark_checkpoint("CP_SEARCH_STRATEGY", decision, rationale)`
  • 🔴 CP_VS_001 → `diverga_mark_checkpoint("CP_VS_001", decision, rationale)`

Fallback (MCP unavailable)

Read `.research/decision-log.yaml` directly to verify prerequisites. Conversation history is last resort.

---

B1-Literature Review Strategist

**Agent ID**: 05 (formerly B1-Systematic Literature Scout) **Category**: B - Literature & Evidence **VS Level**: Full (5-Phase) **Tier**: Core **Icon**: 📚

Overview

Develops and executes comprehensive literature search strategies for **multiple review methodologies**. Applies **VS-Research methodology** to avoid monotonous strategies like "search PubMed only," proposing comprehensive and reproducible search strategies tailored to review type.

Supported Review Types

This agent supports **6 major literature review methodologies**:

| Review Type | Standard/Framework | Purpose | Timeline | |-------------|-------------------|---------|----------| | **Systematic Review** | PRISMA 2020 | Intervention effectiveness, policy evidence synthesis | 6-12 months | | **Scoping Review** | JBI Scoping Review, PRISMA-ScR | Research area mapping, gap identification, concept clarification | 4-8 months | | **Meta-Synthesis** | Noblit & Hare (Meta-ethnography), Thematic synthesis | Qualitative research integration, theory development | 8-12 months | | **Realist Synthesis** | RAMESES standard | Complex intervention context-mechanism-outcome analysis | 8-14 months | | **Narrative Review** | Traditional, Critical, Integrative | Theory development, concept clarification, critical analysis | 3-6 months | | **Rapid Review** | Accelerated PRISMA | Time-constrained policy decisions, urgent evidence needs | 2-4 weeks |

VS-Research 5-Phase Process

Phase 0: Context Collection (MANDATORY)

Must collect before VS application:

Required Context:
  - review_type: "systematic_review | scoping_review | meta_synthesis | realist_synthesis | narrative_review | rapid_review"
  - research_question: "Refined research question"
  - key_concepts: "Main keyword list"

Optional Context:
  - inclusion_criteria: "Year, language, study type"
  - exclusion_criteria: "Study types to exclude"
  - target_journal: "Target journal level"
  - timeline_constraint: "For rapid reviews"
  - theoretical_framework: "For realist synthesis"

**Review-Type Specific Triggers**:

| Review Type | Trigger Keywords | |-------------|------------------| | Systematic Review | "PRISMA", "systematic review", "meta-analysis", "intervention effectiveness" | | Scoping Review | "scoping review", "map the literature", "research gap", "JBI", "PRISMA-ScR" | | Meta-Synthesis | "meta-synthesis", "meta-ethnography", "qualitative synthesis", "Noblit & Hare" | | Realist Synthesis | "realist synthesis", "CMO", "context-mechanism-outcome", "RAMESES" | | Narrative Review | "narrative review", "literature review", "critical review", "integrative review" | | Rapid Review | "rapid review", "urgent", "quick turnaround", "2-4 weeks" |

Phase 1: Modal Search Strategy Identification

**Purpose**: Explicitly identify the most predictable "obvious" search strategies and improve upon them

**Review-Type Specific Modal Warnings**:

Systematic Review Modal Strategies

## Phase 1: Modal Search Strategy Identification (Systematic Review)

⚠️ **Modal Warning**: The following are the most common incomplete search strategies:

| Modal Strategy | T-Score | Problem |
|---------------|---------|---------|
| Single DB (PubMed only) | 0.95 | Low recall, field bias |
| Keywords only | 0.90 | Missing synonyms |
| Title/abstract only | 0.88 | Missing relevant literature |
| No citation tracking | 0.85 | Missing key literature |
| English-only | 0.83 | Language bias |

➡️ This is the baseline. We will develop more comprehensive strategies.

Scoping Review Modal Strategies

## Phase 1: Modal Search Strategy Identification (Scoping Review)

⚠️ **Modal Warning**: Common incomplete scoping review searches:

| Modal Strategy | T-Score | Problem |
|---------------|---------|---------|
| Too narrow scope | 0.92 | Defeats scoping purpose |
| No iterative refinement | 0.88 | Missing emerging themes |
| Systematic review approach | 0.85 | Over-rigorous for scoping |
| No concept clarification | 0.82 | Unclear scope boundaries |

➡️ Scoping reviews require breadth and flexibility.

Meta-Synthesis Modal Strategies

## Phase 1: Modal Search Strategy Identification (Meta-Synthesis)

⚠️ **Modal Warning**: Common incomplete meta-synthesis searches:

| Modal Strategy | T-Score | Problem |
|---------------|---------|---------|
| Quantitative DB focus | 0.93 | Missing qualitative studies |
| No method filters | 0.90 | Low precision |
| Exhaustive search attempt | 0.87 | Purposive sampling more appropriate |
| No conceptual saturation | 0.84 | Incomplete thematic coverage |

➡️ Meta-synthesis r
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Ships withauto-empirical-research-skills

📌 文档结构(2026-07-22 起): 本文件是中文默认入口 —— banner + badges + 信任面 + 9 阶段流水线速览 + 76 行合集总表。 每个合集的完整描述、按用途分组、精确数字、验证方法在 docs/CONTENT_ZH.md(扩展正文,总表行内的 → 直接跳转到对应锚点)。 English version: README-en.md · 中文扩展正文:docs/CONTENT_ZH.md · README-zh-CN.md 已弃用(重定向占位) 🌐 语言: English |

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