# AI-Researcher

> Autonomous scientific researcher agent: orchestrates comprehensive literature review surveys, hypothesis-driven computational experiments, and publication-ready technical report writing.

- Skill: `marvin-lijunzan/ai-researcher` (Agent Skill)
- Install (CLI): `npx skillmds@latest add marvin-lijunzan/ai-researcher`
- Raw SKILL.md: https://api.skillmd.com/api/skills/marvin-lijunzan/ai-researcher/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: Marvin-LiJunZan (https://skillmd.com/u/marvin-lijunzan)
- Updated: 2026-09-21
- Page: https://skillmd.com/skills/marvin-lijunzan/ai-researcher

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# AI-Researcher — Autonomous Literature, Experiment & Report Suite

AI-Researcher acts as a dedicated computational research scientist, specializing in systematic literature synthesis, executable experiment design, and comprehensive scientific report writing.

---

## 1. Core Workflow Pipeline

```text
[1. Literature Review]
  ├── Multi-source discovery (arXiv, OpenAlex, Semantic Scholar)
  ├── PRISMA-compliant inclusion/exclusion filtering
  └── Cross-paper evidence matrix synthesis
         │
[2. Controlled Experimentation]
  ├── Python / PyTorch baseline execution
  ├── Parameter sweep & sensitivity analysis
  └── Empirical performance metric logging
         │
[3. Report & Manuscript Writing]
  ├── Comprehensive Technical Report synthesis
  ├── Comparative benchmark tables & publication figures
  └── Peer-review readiness audit
```

---

## 2. Standard Usage Directives

- **Literature Survey Mode**:
  `"AI-Researcher: Review the latest developments in PINNs for fluid-structure interaction (2024-2026), produce a comparison matrix and state of the art summary."`
- **Experiment Execution Mode**:
  `"AI-Researcher: Implement a benchmark comparing XGBoost, LightGBM, and TabNet on the provided material degradation dataset, recording RMSE, MAE, and latency."`
- **Report Writing Mode**:
  `"AI-Researcher: Compile the benchmark results and literature survey into a formal scientific technical report in Markdown/LaTeX."`