New project
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npx -y skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill new-projectAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
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Full research pipeline from idea to paper. Orchestrates all phases — discovery, strategy, analysis, writing, peer review, and submission. Use when starting a new research project from scratch.
SKILL.md
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New Project
Launch a full research pipeline from idea to paper, orchestrated through the dependency graph.
Input: $ARGUMENTS — a research topic or interactive for a guided start via /discover interview.
Pipeline Overview
This skill orchestrates the full dependency graph. Each phase activates when its dependencies are met. The orchestrator manages agent dispatch, three-strikes escalation, and quality gates.
Phase 1: Discovery
├── /discover interview → Research Spec + Domain Profile
├── /discover lit → Literature Synthesis + BibTeX
└── /discover data → Data Assessment
Phase 2: Strategy (depends on Phase 1)
└── /strategize → Strategy Memo + Robustness Plan
Phase 3: Execution (depends on Phase 2)
├── /analyze → Scripts + Tables + Figures
└── /write → Paper Sections
Phase 4: Peer Review (depends on Phase 3)
├── /review --all → Comprehensive Quality Score
└── /review --peer → domain-referee + methods-referee Reports
Phase 5: Submission (depends on Phase 4, score >= 95)
├── /submit target → Journal Recommendations
├── /submit package → Replication Package
└── /submit final → Final Verification
Workflow
Step 0: Enter Plan Mode
Before any work begins:
- Enter plan mode — use
EnterPlanMode - Create the project folder structure —
data/raw/,data/cleaned/,scripts/R/,paper/sections/,paper/figures/,paper/tables/, etc. - Draft a high-level plan — what phases are needed, estimated scope
- Save to disk —
quality_reports/plans/YYYY-MM-DD_new-project.md - Present to user — wait for approval before proceeding
- Exit plan mode — only after approval
Step 1: Discovery Phase
-
If
interactiveor no research spec exists: Run/discover interviewto produce:- Research specification (
quality_reports/research_spec_*.md) - Domain profile (
.claude/references/domain-profile.md) — if still template
- Research specification (
-
Run
/discover litwith the research topic:- Librarian collects literature
- librarian-critic reviews coverage
- Output: literature synthesis + BibTeX entries
-
Run
/discover datato find datasets:- Explorer searches for data sources
- explorer-critic assesses data quality
Gate: Research spec and literature review must exist before proceeding.
Step 2: Strategy Phase
- Run
/strategizeto design the empirical strategy:- Strategist proposes identification strategy
- strategist-critic validates the design
Gate: Strategy memo must pass strategist-critic review (score >= 80).
Step 3: Execution Phase
-
Run
/analyzeto implement the strategy:- Data-engineer cleans data and creates figures
- Coder writes analysis scripts
- coder-critic reviews code
-
Run
/writeto draft the paper:- Writer drafts sections
- Humanizer pass strips AI patterns
Gate: Code must pass coder-critic review. Paper sections must exist.
Step 4: Peer Review Phase
-
Run
/review --allfor comprehensive review:- strategist-critic + coder-critic + writer-critic + Verifier in parallel
- Weighted aggregate score computed
-
Run
/review --peerfor simulated peer review:- domain-referee (subject expertise) + methods-referee (econometrics)
- Independent, blind reports
- Orchestrator synthesizes editorial decision
Gate: Aggregate score >= 80 (commit-ready). Score >= 90 for submission.
Step 5: Submission Phase (optional, user-triggered)
- Run
/submit targetfor journal recommendations - Run
/submit packagefor replication package - Run
/submit finalfor final verification
User Interaction Points
The pipeline pauses for user input at these points:
- After interview (approve research spec)
- After strategy memo (approve identification strategy)
- After data analysis (review results before paper drafting)
- After peer review (review feedback before revision)
- Before submission (approve journal choice)
Between pauses, the orchestrator runs autonomously per workflow.md.
Principles
- This is always orchestrated. Unlike other skills,
/new-projectalways runs through the full pipeline. - Dependency-driven. Phases activate by dependency, not forced sequence.
- Quality-gated. Each phase transition requires passing quality checks.
- User retains control. Pipeline pauses at key decision points.
- Resumable. If interrupted, the pipeline resumes from the last completed phase.