Science Agent Recommend - Find the Right AI Tool for Research

Get personalized AI agent recommendations for your research domain. Describe your field, task, or workflow → receive curated suggestions from 131+ projects across 10 categories and 32 skill hubs. Trigger words: "recommend a science agent", "best AI for research", "what agent for bioinformatics", "suggest tools for my lab", "AI agent for drug discovery", "help me find a research tool".

Johnny Chen@johnnychen1113

Install

openclaw skills install @johnnychen1113/science-agent-recommend

Science Agent Recommend: Find the Right AI Tool for Your Research

Describe your research domain or task. Get personalized recommendations from 131+ curated AI science agents.

Decision Tree

Guide the user through these questions to narrow down recommendations:

Step 1: What's your research domain?

Domain	Go to
Bioinformatics / Genomics / Omics	→ Biomedicine & Omics
Drug Discovery / Chemistry / Molecular	→ Drug & Molecular
General research / Literature / Writing	→ Research & Paper Tools
Clinical / Medical / Health	→ Clinical & Health
Education / Teaching	→ Education
Evaluating / Benchmarking agents	→ Benchmarks
Security / Auditing	→ Security

Step 2: Domain-Specific Recommendations

Biomedicine & Omics

Need	Recommended	Stars	Install
General bioinformatics assistant	BioClaw	318	OpenClaw-based
Single-cell / multi-omics analysis	OmicsClaw	114	Python
Spatial transcriptomics	SpatialAgent	158	Genentech
CRISPR experiment design	CRISPR-GPT	156	Python
Protein structure + bio research	STELLA	122	Princeton
Nucleome / genome-scale	BioMaster	91	Python
Biomedical multi-tool (67 tools)	BioMedAgent	58	Nature BME paper

Drug Discovery & Molecular

Need	Recommended	Stars	Install
Drug-target interaction / pharmacology	DrugClaw (QSong)	118	57 skills, LangGraph
Cheminformatics + folding + docking	BloClaw	1	All-in-one workspace
Pharma pipeline end-to-end	AIAgents4Pharma	76	Python
Molecular dynamics	MDCrow	234	OpenMM-based
Molecular visualization	PyMolClaw	1	13 PyMOL scripts
Chemistry AI	ChemClaw	32	Python
TCM network pharmacology	TCM-Agent	10	PubChem + TTD

Research & Paper Tools

Need	Recommended	Stars	Install
Autonomous end-to-end research	AutoResearchClaw	10608	Python
Evolutionary scientific discovery	EvoScientist	2918	Python
Microsoft R&D automation	RD-Agent	12372	Python
Paper writing (Abstract→Conclusion)	Research Paper Writing Skills	1109	Skill
AI writing humanization	Humanizer	12880	Skill
Research writing prompts	Awesome AI Research Writing	16316	Skill
Citation management	CitationClaw	299	Python

Clinical & Health

Need	Recommended	Stars	Install
Personal health copilot	HealthClaw	293	Streamlit + Feishu
Medical AI assistant	MedgeClaw	953	Python
Lab workflow automation	LabClaw	935	Python

Education

Need	Recommended	Stars	Install
Math learning (middle/high school)	MathClaw	64	Python, multi-channel
AI classroom	OpenMAIC	14136	Tsinghua

Benchmarks & Evaluation

Need	Recommended	Stars	Install
General agent evaluation	Claw-Eval	339	300 tasks, 2159 rubrics
Agent safety (prompt injection)	ClawSafety Benchmark	2	120 test cases
Bioinformatics agent evaluation	BioAgent Bench	16	arXiv paper
ML agent benchmark	HeurekaBench	—	EPFL

Security

Need	Recommended	Stars	Install
Scan skills for vulnerabilities	ClawSafety Scanner	—	Rust CLI
Agent security monitoring	ClawKeeper	—	Security

Step 3: Skill Hubs

If the user needs installable skills rather than full agents:

Hub	Skills	Focus
ClawHub	6,300+	Official OpenClaw registry
K-Dense Scientific Skills	240+	Bioinformatics, clinical, ML
Orchestra Research Skills	—	AI research training
Nobel Medicine Minds	52	Cognitive frameworks of Nobel laureates

Browse all 32 skill hubs at claw4science.org/skill-hubs.

How To Respond

Ask domain if not clear: "What's your research area?"
Match to table: Find 2-3 best fits from the domain section
Explain fit: One sentence on why each is relevant
Show stars + link: Include Claw4Science listing URL
Suggest skills: If they need specific skills, point to skill hubs
Close with directory: "Browse all 131+ projects at claw4science.org"

API Access

bash

# Get all projects with metadata
curl -s "https://claw4science.org/api/projects"

# Response includes: projects[], skills[], skill_hubs[]
# Each project has: title, description, repo, group, tags, static_stars