CE
cellular-senescence-agent：Cellular senescence analysis：marker scoring，SASP profiling，tissue aging assessment。
FreedomIntelligence/OpenClaw-Medical-Skills查看
流程自动化
KR
kragen-knowledge-graph
维护者 FreedomIntelligence · 最近更新 2026年4月1日
kragen-knowledge-graph：KRAGEN knowledge graph ，用于 biomedical entity relationships 、 reasoning。
原始来源
FreedomIntelligence/OpenClaw-Medical-Skills
https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/kragen-knowledge-graph
- 维护者
- FreedomIntelligence
- 许可
- MIT
- 最近更新
- 2026年4月1日
技能摘要
来自 SKILL.md 的关键信息
核心说明
- knowledge graph-enhanced Retrieval-Augmented Generation system ，用于 biomedical problem solving，，使用 Graph-of-Thoughts (GoT) reasoning。
- Complex Reasoning：Questions requiring multi-hop deduction (e.g.，"How does gene influence disease B ，通过 protein C?")。
- Hypothesis Verification：Checking if proposed mechanism is supported by existing knowledge graphs。
- Literature Synthesis：Combining facts ，面向 structured DBs 、 unstructured text。
- Complex Reasoning：Questions requiring multi-hop deduction (e.g.，"How does gene influence disease B ，通过 protein C?"). Hypothesis Verification：Checking if proposed mechanism is supported by existing knowledge graphs. * Literature Synthesis：Combining facts ，面向 structured DBs 、 unstructured text。
原始文档
SKILL.md 摘录
Core Capabilities
- Graph Retrieval: Query biomedical knowledge graphs (e.g., PrimeKG, SPOKE).
- Graph-of-Thoughts: structured reasoning over retrieved nodes.
- Vector DB Integration: Combines graph data with vector embeddings for hybrid search.
Workflow
- Input: Natural language question.
- Retrieval: Fetch relevant sub-graph and similar text chunks.
- Reasoning: LLM traverses the graph to find connecting paths.
- Answer: Generate response with citation of graph nodes.
Example Usage
User: "Explain the mechanism connecting BRCA1 mutations to ovarian cancer."
Agent Action:
适用场景
- Use kragen-knowledge-graph in 科研工作流 aligned ，支持 this subject area。
- Follow upstream documentation ，用于 full working procedure。
不适用场景
- Do not rely on this catalog entry alone ，用于 installation 或 maintenance details。
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