A comprehensive discovery engine that matches researchers with specialized AI agents and Openclaw Skills across 10 scientific categories.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install science-agent-recommend
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install science-agent-recommend using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Science Agent Recommend?
Science Agent Recommend is a technical discovery tool designed to bridge the gap between researchers and the rapidly evolving world of scientific AI. By leveraging a curated database of 131+ projects and 32 skill hubs, it provides personalized suggestions for researchers looking to automate bioinformatics, drug discovery, and clinical workflows. This tool is a central entry point for navigating the vast directory of Openclaw Skills specifically tuned for high-impact scientific discovery.
The system utilizes a structured decision tree to analyze user research domains—ranging from genomics to cheminformatics—and identifies the most mature, star-rated projects available. Whether you are looking for a full-scale research agent like AutoResearchClaw or modular scripts for molecular visualization, this skill ensures you find the right technical fit for your laboratory needs.
Science Agent Recommend Use Cases
- Locate specialized bioinformatics assistants for single-cell and multi-omics data analysis.
- Identify end-to-end pharmaceutical pipelines for drug-target interaction and molecular docking.
- Discover Openclaw Skills for autonomous research paper writing and literature reviews.
- Evaluate AI agent safety and performance using dedicated scientific benchmarking tools.
- Streamline lab workflow automation and clinical health data processing with vetted AI agents.
How Science Agent Recommend Works
- The researcher describes their specific field, task, or technical workflow requirements.
- The system categorizes the request into a primary research domain such as Biomedicine, Drug Discovery, or Research Tools.
- The agent queries a database of 131+ curated projects to match the user's requirements with the highest-rated Openclaw Skills.
- A refined list of 2-3 recommendations is generated, including project descriptions, repository stars, and installation methods.
- If the user requires modular functionality, the agent points them toward specialized skill hubs like ClawHub or K-Dense Scientific Skills.
Science Agent Recommend Setup
To access the underlying directory metadata programmatically, you can use the provided API. This allows developers to integrate the Openclaw Skills repository into their own custom research agents.
# Retrieve all projects, skills, and skill hubs with metadata
curl -s "https://claw4science.org/api/projects"
The response includes a full list of projects, each featuring a title, description, repository link, and static star count for easy filtering.
Science Agent Recommend Data Schema & Taxonomy
The skill utilizes a structured metadata taxonomy to organize its scientific recommendations. This data ensures that users receive the most relevant Openclaw Skills for their specific research context.
| Entity | Metadata Fields |
|---|---|
| Project | Title, Description, Repository URL, Star Count, Installation Type |
| Skill Hubs | Total Skills, Technical Focus (e.g., Clinical, ML, Cognitive) |
| Categories | Domain (Bioinformatics, Chemistry, etc.), Task (Analysis, Writing, Benchmarking) |
The system currently tracks over 6,300 skills in the official registry and over 240 specialized scientific skills in the K-Dense hub.
Science Agent Recommend Advanced Features
- Multi-level domain filtering across 10 specialized scientific categories.
- Access to over 32 skill hubs including Nobel Medicine Minds for cognitive reasoning frameworks.
- Integration with security-focused Openclaw Skills like ClawSafety Scanner for vulnerability auditing.
- Real-time API access to the full Claw4Science directory for automated tool discovery.
- Support for evolutionary scientific discovery agents and Microsoft R&D automation tools.
SKILL.md
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