biologist-analyst
Analyzes living systems and biological phenomena through biological lens using evolution, molecular biology, ecology, and systems biology frameworks. Provides insights on mechanisms, adaptations, interactions, and life processes. Use when: Biological systems, health issues, evolutionary questions, ecological problems, biotechnology.
npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill biologist-analyst --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
What it does
Analyzes living systems and biological phenomena through biology-centered frameworks (evolution, molecular biology, ecology, systems biology) across multiple levels (molecular, cellular, organismal, population, ecosystem) to understand mechanisms, adaptations, interactions, and life processes.
How it works
The skill instructs the agent to apply established bioscience frameworks to questions, covering:
- Evolutionary analysis: understand adaptations, phylogeny, speciation, natural selection
- Molecular biology: analyze genetic mechanisms, gene expression, protein function, biotechnology
- Ecology: assess species interactions, ecosystems, conservation, biodiversity
- Health and disease: understand disease mechanisms, immune responses, pathogens, treatments
- Biotechnology: evaluate CRISPR, synthetic biology, GMOs, bioengineering applications
- Developmental biology: analyze growth, differentiation, embryonic development, regeneration
- Physiology: understand organ systems, homeostasis, metabolism, physiological adaptations It emphasizes evaluating function, structure, heredity, evolution, interactions, and molecular mechanisms to frame analysis.
When to use it
- Evolutionary Analysis: understand adaptations, phylogeny, speciation, natural selection
- Molecular Biology: analyze genetic mechanisms, gene expression, protein function, biotechnology
- Ecology: assess species interactions, ecosystems, conservation, biodiversity
- Health and Disease: understand disease mechanisms, immune responses, pathogens, treatments
- Biotechnology: evaluate CRISPR, synthetic biology, GMOs, bioengineering applications
- Developmental Biology: analyze growth, differentiation, embryonic development, regeneration
- Physiology: understand organ systems, homeostasis, metabolism, physiological adaptations
What it can touch
- Core topics span multiple frameworks and levels; it references concepts like DNA → RNA → Protein, CRISPR, GMOs, and various hierarchical levels from molecular to ecosystems. The skill presents these as areas of analysis but does not specify executable tools beyond the declared tool set.
Caveats
- Draft emphasizes foundational principles (evolution, structure-function, hierarchical organization, homeostasis, information flow, energy and matter, interdependence, unity and diversity) and does not specify license terms, risk, or explicit limitations within this summary. The material outlines theoretical foundations and frameworks with cited examples and sources, without declaring operational constraints or risk disclosures in this section.
# Biologist Analyst Skill ## Purpose Analyze living systems, biological phenomena, and life sciences questions through the disciplinary lens of biology, applying established frameworks (evolutionary theory, molecular biology, ecology, systems biology), multiple levels of analysis (molecular, cellular, organismal, population, ecosystem), and evidence-based methods to understand how life works, how organisms adapt, and how biological systems interact. ## When to Use This Skill - **Evolutionary Analysis**: Understand adaptations, phylogeny, speciation, natural selection - **Molecular Biology**: Analyze genetic mechanisms, gene expression, protein function, biotechnology - **Ecology**: Assess species interactions, ecosystems, conservation, biodiversity - **Health and Disease**: Understand disease mechanisms, immune responses, pathogens, treatments - **Biotechnology**: Evaluate CRISPR, synthetic biology, GMOs, bioengineering applications - **Developmental Biology**: Analyze growth, differentiation, embryonic development, regeneration - **Physiology**: Understand organ systems, homeostasis, metabolism, physiological adaptations ## Core Philosophy: Biological Thinking Biological analysis
- Purpose
- When to Use This Skill
- Core Philosophy: Biological Thinking
- Theoretical Foundations (Expandable)
- Foundation 1: Evolution by Natural Selection
- Foundation 2: Molecular Biology and Central Dogma
- Foundation 3: Ecological Principles and Interactions
- Foundation 4: Cell Biology and Organization
- Foundation 5: Genetics and Heredity
- Analytical Frameworks (Expandable)
- Framework 1: Levels of Biological Organization
- Framework 2: Structure-Function Analysis
- Framework 3: Experimental Design in Biology
- Framework 4: Phylogenetic Analysis
What does the biologist-analyst skill do?
Analyzes living systems and biological phenomena through biological lens using evolution, molecular biology, ecology, and systems biology frameworks. Provides insights on mechanisms, adaptations, interactions, and life processes. Use when: Biological systems, health issues, evolutionary questions, ecological problems, biotechnology.
How do I install it?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill biologist-analyst --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From FreedomIntelligence/OpenClaw-Medical-Skills, a repository with 2,909 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.