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?#

DomainGo toBioinformatics / Genomics / Omics→ Biomedicine & OmicsDrug Discovery / Chemistry / Molecular→ Drug & MolecularGeneral research / Literature / Writing→ Research & Paper ToolsClinical / Medical / Health→ Clinical & HealthEducation / Teaching→ EducationEvaluating / Benchmarking agents→ BenchmarksSecurity / Auditing→ Security

Step 2: Domain-Specific Recommendations#

Biomedicine & Omics

NeedRecommendedStarsInstallGeneral bioinformatics assistantBioClaw318OpenClaw-basedSingle-cell / multi-omics analysisOmicsClaw114PythonSpatial transcriptomicsSpatialAgent158GenentechCRISPR experiment designCRISPR-GPT156PythonProtein structure + bio researchSTELLA122PrincetonNucleome / genome-scaleBioMaster91PythonBiomedical multi-tool (67 tools)BioMedAgent58Nature BME paper

Drug Discovery & Molecular

NeedRecommendedStarsInstallDrug-target interaction / pharmacologyDrugClaw (QSong)11857 skills, LangGraphCheminformatics + folding + dockingBloClaw1All-in-one workspacePharma pipeline end-to-endAIAgents4Pharma76PythonMolecular dynamicsMDCrow234OpenMM-basedMolecular visualizationPyMolClaw113 PyMOL scriptsChemistry AIChemClaw32PythonTCM network pharmacologyTCM-Agent10PubChem + TTD

Research & Paper Tools

NeedRecommendedStarsInstallAutonomous end-to-end researchAutoResearchClaw10608PythonEvolutionary scientific discoveryEvoScientist2918PythonMicrosoft R&D automationRD-Agent12372PythonPaper writing (Abstract→Conclusion)Research Paper Writing Skills1109SkillAI writing humanizationHumanizer12880SkillResearch writing promptsAwesome AI Research Writing16316SkillCitation managementCitationClaw299Python

Clinical & Health

NeedRecommendedStarsInstallPersonal health copilotHealthClaw293Streamlit + FeishuMedical AI assistantMedgeClaw953PythonLab workflow automationLabClaw935Python

Education

NeedRecommendedStarsInstallMath learning (middle/high school)MathClaw64Python, multi-channelAI classroomOpenMAIC14136Tsinghua

Benchmarks & Evaluation

NeedRecommendedStarsInstallGeneral agent evaluationClaw-Eval339300 tasks, 2159 rubricsAgent safety (prompt injection)ClawSafety Benchmark2120 test casesBioinformatics agent evaluationBioAgent Bench16arXiv paperML agent benchmarkHeurekaBench—EPFL

Security

NeedRecommendedStarsInstallScan skills for vulnerabilitiesClawSafety Scanner—Rust CLIAgent security monitoringClawKeeper—Security

Step 3: Skill Hubs#

If the user needs installable skills rather than full agents:

HubSkillsFocusClawHub6,300+Official OpenClaw registryK-Dense Scientific Skills240+Bioinformatics, clinical, MLOrchestra Research Skills—AI research trainingNobel Medicine Minds52Cognitive frameworks of Nobel laureates

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

How To Respond#

1. Ask domain if not clear: "What's your research area?"
2. Match to table: Find 2-3 best fits from the domain section
3. Explain fit: One sentence on why each is relevant
4. Show stars + link: Include Claw4Science listing URL
5. Suggest skills: If they need specific skills, point to skill hubs
6. 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

Links#

• Full Directory: claw4science.org
• Skill Hubs: claw4science.org/skill-hubs
• Skill Search: claw4science.org/ai-search
• Blog: claw4science.org/blog
• API: claw4science.org/api/projects
• Contribute a blog post: claw4science.org/contribute
• Same-name projects: claw4science.org/samename