Skill: johnnychen1113/science-agent-recommend (version 1.0.0)

--- name: science-agent-recommend description: | 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". --- # 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](https://claw4science.org/#project-runchuan-bu-bioclaw) | 318 | OpenClaw-based | | Single-cell / multi-omics analysis | [OmicsClaw](https://claw4science.org/#project-tiangzlab-omicsclaw) | 114 | Python | | Spatial transcriptomics | [SpatialAgent](https://claw4science.org/#project-genentech-spatialagent) | 158 | Genentech | | CRISPR experiment design | [CRISPR-GPT](https://claw4science.org/#project-cong-lab-crispr-gpt-pub) | 156 | Python | | Protein structure + bio research | [STELLA](https://claw4science.org/#project-zaixizhang-stella) | 122 | Princeton | | Nucleome / genome-scale | [BioMaster](https://claw4science.org/#project-ai4nucleome-biomaster) | 91 | Python | | Biomedical multi-tool (67 tools) | [BioMedAgent](https://claw4science.org/#project-bobqwera-biomedagent) | 58 | Nature BME paper | #### Drug Discovery & Molecular | Need | Recommended | Stars | Install | |------|------------|-------|---------| | Drug-target interaction / pharmacology | [DrugClaw (QSong)](https://claw4science.org/#project-qsong-github-drugclaw) | 118 | 57 skills, LangGraph | | Cheminformatics + folding + docking | [BloClaw](https://claw4science.org/#project-qinheming-bioclaw) | 1 | All-in-one workspace | | Pharma pipeline end-to-end | [AIAgents4Pharma](https://claw4science.org/#project-virtualpatientengine-aiagents4pharma) | 76 | Python | | Molecular dynamics | [MDCrow](https://claw4science.org/#project-ur-whitelab-mdcrow) | 234 | OpenMM-based | | Molecular visualization | [PyMolClaw](https://claw4science.org/#project-junior1p-pymolclaw) | 1 | 13 PyMOL scripts | | Chemistry AI | [ChemClaw](https://claw4science.org/#project-ai4chem-chemclaw) | 32 | Python | | TCM network pharmacology | [TCM-Agent](https://claw4science.org/#project-aitcm-tcm-agent) | 10 | PubChem + TTD | #### Research & Paper Tools | Need | Recommended | Stars | Install | |------|------------|-------|---------| | Autonomous end-to-end research | [AutoResearchClaw](https://claw4science.org/#project-aiming-lab-autoresearchclaw) | 10608 | Python | | Evolutionary scientific discovery | [EvoScientist](https://claw4science.org/#project-evoscientist-evoscientist) | 2918 | Python | | Microsoft R&D automation | [RD-Agent](https://claw4science.org/#project-microsoft-rd-agent) | 12372 | Python | | Paper writing (Abstract→Conclusion) | [Research Paper Writing Skills](https://claw4science.org/skill-hubs) | 1109 | Skill | | AI writing humanization | [Humanizer](https://claw4science.org/skill-hubs) | 12880 | Skill | | Research writing prompts | [Awesome AI Research Writing](https://claw4science.org/skill-hubs) | 16316 | Skill | | Citation management | [CitationClaw](https://claw4science.org/#project-visionxlab-citationclaw) | 299 | Python | #### Clinical & Health | Need | Recommended | Stars | Install | |------|------------|-------|---------| | Personal health copilot | [HealthClaw](https://claw4science.org/#project-hc-guo-healthclaw) | 293 | Streamlit + Feishu | | Medical AI assistant | [MedgeClaw](https://claw4science.org/#project-xjtulyc-medgeclaw) | 953 | Python | | Lab workflow automation | [LabClaw](https://claw4science.org/#project-wu-yc-labclaw) | 935 | Python | #### Education | Need | Recommended | Stars | Install | |------|------------|-------|---------| | Math learning (middle/high school) | [MathClaw](https://claw4science.org/#project-mathclaw-ruc-mathclaw) | 64 | Python, multi-channel | | AI classroom | [OpenMAIC](https://claw4science.org/#project-thu-maic-openmaic) | 14136 | Tsinghua | #### Benchmarks & Evaluation | Need | Recommended | Stars | Install | |------|------------|-------|---------| | General agent evaluation | [Claw-Eval](https://claw4science.org/#project-claw-eval-claw-eval) | 339 | 300 tasks, 2159 rubrics | | Agent safety (prompt injection) | [ClawSafety Benchmark](https://claw4science.org/#project-weibowen555-clawsafety) | 2 | 120 test cases | | Bioinformatics agent evaluation | [BioAgent Bench](https://claw4science.org/#project-bioagent-bench-bioagent-bench) | 16 | arXiv paper | | ML agent benchmark | [HeurekaBench](https://claw4science.org/#project-mlbio-epfl-heurekabench) | — | EPFL | #### Security | Need | Recommended | Stars | Install | |------|------------|-------|---------| | Scan skills for vulnerabilities | [ClawSafety Scanner](https://claw4science.org/#project-relaxcloud-cn-clawsafety) | — | Rust CLI | | Agent security monitoring | [ClawKeeper](https://claw4science.org/#project-rad-security-clawkeeper) | — | Security | ### Step 3: Skill Hubs If the user needs installable skills rather than full agents: | Hub | Skills | Focus | |-----|--------|-------| | [ClawHub](https://clawhub.ai) | 6,300+ | Official OpenClaw registry | | [K-Dense Scientific Skills](https://claw4science.org/skill-hubs) | 240+ | Bioinformatics, clinical, ML | | [Orchestra Research Skills](https://claw4science.org/skill-hubs) | — | AI research training | | [Nobel Medicine Minds](https://claw4science.org/skill-hubs) | 52 | Cognitive frameworks of Nobel laureates | Browse all 32 skill hubs at [claw4science.org/skill-hubs](https://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](https://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](https://claw4science.org) - **Skill Hubs**: [claw4science.org/skill-hubs](https://claw4science.org/skill-hubs) - **Skill Search**: [claw4science.org/ai-search](https://claw4science.org/ai-search) - **Blog**: [claw4science.org/blog](https://claw4science.org/blog) - **API**: [claw4science.org/api/projects](https://claw4science.org/api/projects) - **Contribute a blog post**: [claw4science.org/contribute](https://claw4science.org/contribute) - **Same-name projects**: [claw4science.org/samename](https://claw4science.org/samename)


Security scan verdicts — ClawScan: clean | static analysis: clean | VirusTotal: clean | SkillSpector: clean (LOW)