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science-agent-recommend（科学 Agent 人推荐）

Agent Skill

science-agent-recommend 用于查找、检索和筛选相关信息，适合在 OpenClaw 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态，以及是否会触发联网、命令执行或文件读写。

总安装

5,180

周安装

218

GitHub Stars

公开资料未说明

下载量

1,814

OpenClaw

安装说明

本站只整理中文说明和来源信息，不托管安装包，也不代用户安装。

GitHub

来源数

许可证

MIT-0

最后核验

2026-05-01

来源状态

来源可访问

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手，先确认命令和权限，再让它执行。

请帮我安装这个 Agent Skill：science-agent-recommend（科学 Agent 人推荐）
来源仓库：https://github.com/johnnychen1113/science-agent-recommend
安装命令：
openclaw skills install science-agent-recommend
安装前请先检查当前环境是否支持对应 CLI，并向我确认将要执行的命令、安装目录、联网范围和文件读写权限；确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 OpenClaw 从第三方来源获取 Skill；本站只展示命令，不托管安装包，也不自动执行。

ClawHubOpenClaw

openclaw skills install science-agent-recommend

简介

根据研究领域推荐个性化 AI 代理工具。

描述任务流程后获取来自 131+ 项目的建议。
覆盖科研全流程辅助需求。science-agent-recommend 属于研究检索类 Skill，可作为该场景下的辅助能力补充。
需详细说明具体应用场景与约束条件。
建议试用推荐工具后再做最终选择。适用宿主包括 OpenClaw，接入前应确认版本、权限和运行环境要求。

SKILL.md

name: science-agent-recommend
description: |

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

# 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

适合场景

OpenClaw 用户查找和安装 Skill 时

用户想查找某类 Agent Skill 时

需要根据任务场景推荐可安装能力包时

需要对比不同来源的安装命令和来源信息时

能力概览

能力 1

按任务关键词查找相关 Skills

能力 2

展示可复制的安装命令

能力 3

保留来源站点、仓库和原始说明，方便继续核验

能力 4

补充不同宿主或平台的使用分布数据

能力 5

展示第三方安全扫描或审计结果

安装后应在对应宿主中按原始 README 的触发条件使用；具体调用方式请以来源页面和 README 为准。

平台分布

OpenClaw

75.08%

按下载量换算1,362

安全审计

VirusTotal

通过

ClawScan

通过

Static analysis

通过

权限和风险

需要联网

该 Skill 可能需要联网访问来源站点、仓库或外部 API；具体网络访问范围需要结合源码和 README 复核。

安装前确认

本站仅展示第三方公开信息，不托管安装包，不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。当前只有一个来源，正式发布前建议补源仓库或其他目录站核验。

来源信息

GitHub 仓库

github.com

/johnnychen1113/science-agent-recommend

SKILL.md 来源

clawhub.ai