A curated guide for LLM-agent-driven scientific research automation
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Automate the research workflow with LLM Agents: literature review → idea generation → experiment execution → paper writing → peer review.
This repo serves two audiences: practitioners (fastest way to get started) and researchers (track the latest advances).
| Who you are | Start here | Then read |
|---|---|---|
| 🟢 New to Vibe Research | Getting Started | Tools & Platforms |
| 🔵 Developer / Builder | Tools & Platforms | Systems · Experiment |
| 🔴 Researcher | Surveys | Ideation · Benchmarks |
Only have 5 minutes? Install InnoClaw and try it out.
| Project | Description | Link |
|---|---|---|
| InnoClaw | Open-source AI research agent for scientific innovation | GitHub |
| ResearchClaw | Personal AI research assistant (CLI / Web / Slack) | GitHub |
| FARS (Analemma) | Fully automated research system (Fudan MOSS team) | GitHub · Website |
| AI-Scientist | End-to-end research automation | GitHub |
| EvoScientist | Self-evolving multi-agent AI scientist | GitHub |
| Orchestra | AI-for-Science cloud platform | Website |
| OpenClaw | Agent skill ecosystem | Docs |
More tools & comparisons: → Tools & Platforms
| Project | Description | Link |
|---|---|---|
| OpenClaw | Personal AI assistant framework that powers a broader multi-skill ecosystem | GitHub · Docs |
| ScienceClaw | Self-evolving AI research colleague for scientific workflows | GitHub |
| ScienceClaw (alt repo) | Another research-focused ScienceClaw implementation built on the Claw ecosystem | GitHub |
| MetaClaw | Self-evolving AI agent framework that learns from real-world conversations | GitHub · Website |
| AutoResearchClaw | Fully autonomous research pipeline for generating conference-style papers from an idea | GitHub |
| ResearchClaw Desktop App | Desktop-first AI paper reading and note-taking workflow | Website |
| Topic | Description | Link |
|---|---|---|
| 🚀 Getting Started | 5-min demo → 30-min agent deployment → full automation | → Getting Started |
| 🧰 Tools & Platforms | Core platforms, literature tools, writing aids, experiment tools | → Tools & Platforms |
| Topic | Core Question | Papers | Link |
|---|---|---|---|
| 📄 Surveys | Landscape & evolution of the field | 5 | → Surveys |
| ⚙️ Systems | How to design end-to-end research systems | 6 | → Systems |
| 💡 Ideation | Can LLMs generate novel ideas | 6 | → Ideation |
| 📚 Synthesis | How to synthesize literature at scale | 5 | → Synthesis |
| 🧪 Experiment | How agents automate experiments | 4 | → Experiment |
| ✍️ Writing & Review | LLM-assisted writing & peer review | 4 | → Writing & Review |
| 📊 Benchmarks | How to evaluate research agents | 5 | → Benchmarks |
Introductions: AI for Science (Nature) · LLM Agents (Lilian Weng) · Agentic Patterns (Andrew Ng)
Awesome Lists: LLM Agent Survey · AI Agents · Scientific Idea Generation
Tools: Semantic Scholar · Elicit · Consensus · Connected Papers
Conferences: NeurIPS · ICML · ICLR · ACL · AAAI · EMNLP
Submit resources via Resource Suggestion · Contribute via PR · Follow the curation guidelines
Citation
@misc{viberesearch2026,
title = {Vibe Research Guide},
author = {Aaron Wang and Contributors},
year = {2026},
url = {https://github.com/SpectrAI-Initiative/Vibe-Research-Guide},
}
Changelog
- 2026-W13: Added core tools & platforms (InnoClaw, ResearchClaw, FARS, Orchestra, OpenClaw, EvoScientist); added Deep Research tools, OpenAI Prism, MCP Servers; switched all content to English; expanded to 35+ papers across 9 topic files
- 2026-W13: Added more Claw ecosystem references, including OpenClaw GitHub, ScienceClaw repos, and the ResearchClaw desktop app
- 2026-W13: Added MetaClaw and AutoResearchClaw to the Claw ecosystem project references
- 2026-W12: Hub-and-spoke architecture reorganization
- 2026-W12: Initial public release
Full history: CHANGELOG.md
MIT License ·