Analyzes living systems and biological phenomena through biological lens using evolution, molecular biology, ecology, and systems biology frameworks.

No licenceAuto-check passed

Install Biologist Analyst

skills CLI
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill biologist-analyst -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills biologist-analyst --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/biologist-analyst .claude/skills/biologist-analyst && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
biologist-analyst
GitHub stars
3.1k
Used in
1 other repo
Token cost
~8.4k tokens
SKILL.md length
3,494 words
Files
4
Skills in repo
170
Repo updated
First seen
Licence
None found

At a glance

Analyzes living systems and biological phenomena through biological lens using evolution, molecular biology, ecology, and systems biology frameworks.

  • Works in 9 steps: Define Biological Question → Gather Biological Context → Select Appropriate Level(s) of Analysis → …
  • : Biological systems
  • SKILL.md covers Purpose, When to Use This Skill, Core Philosophy: Biological… and Theoretical Foundations…, plus 4 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Biologist Analyst is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. 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. Evaluates: Function, structure, heredity, evolution, interactions, molecular mechanisms.

Its SKILL.md is about 8.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files (for example `QUICK_REFERENCE.md`, `README.md` and `tests/quiz.md`).

The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.

When your agent uses it

  • : Biological systems
  • Evolutionary questions
  • Ecological problems

Example prompts

  • “Use the biologist-analyst skill to analyz living systems and biological phenomena through biological lens using evolution, molecular biology…”
  • “/biologist-analyst”

Workflow steps

9 steps, taken from the step headings in SKILL.md.

  1. Define Biological Question
  2. Gather Biological Context
  3. Select Appropriate Level(s) of Analysis
  4. Apply Relevant Theoretical Frameworks
  5. Consider Evolutionary Context
  6. Analyze Mechanisms
  7. Evaluate Evidence
  8. Consider Practical Applications
  9. Communicate Findings

What it can do on your machine

Read from SKILL.md and the folder at commit b1f9b6e. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • ncbi.nlm.nih.gov
    • nature.com
    • evolution.berkeley.edu
    • khanacademy.org
    • esa.org
    • conbio.org
    • medlineplus.gov
    • omim.org
    • tolweb.org
    • cdc.gov
    • book.bionumbers.org
    • nejm.org
    • nationalacademies.org
    • coral.org
    • coralreef.noaa.gov

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Biologist Analyst loads about 8.4k tokens when it runs. Until then it costs about 110 tokens; SKILL.md has 3,494 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~110
When it runs · the whole SKILL.md, loaded when a task matches
~8.4k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 3,494 words (~8,366 tokens).

“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…”

— opening of SKILL.md by FreedomIntelligence
name
biologist-analyst
version
1.0.0

Read the full SKILL.md on GitHub

Files

SKILL.md and 3 other files in skills/biologist-analyst of FreedomIntelligence/OpenClaw-Medical-Skills.

  • SKILL.md
  • QUICK_REFERENCE.md
  • README.md
  • tests/quiz.md

Open the folder on GitHubat commit b1f9b6e

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in FreedomIntelligence/OpenClaw-Medical-Skills, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Biologist Analyst next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Biologist Analyst compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Biologist Analyst this skillFreedomIntelligence/OpenClaw-Medical-Skills3.1k1 repos~8.4kAutomated safety check: PassNone
Live DashboardNousResearch/hermes-agent252k—~2.1kAutomated safety check: PassMIT
Evolutionsickn33/agentic-awesome-skills47k2 repos~3.1kAutomated safety check: PassMIT
Openclaw Live Updateropenclaw/openclaw392k—~3.7kAutomated safety check: PassMIT
Live Dashboardnexu-io/open-design100k—~2.1kAutomated safety check: PassApache-2.0
Audit Livenessben-manes/caffeine18k—~501Automated safety check: PassApache-2.0

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Questions about Biologist Analyst

What does Biologist Analyst do?

Analyzes living systems and biological phenomena through biological lens using evolution, molecular biology, ecology, and systems biology frameworks. Biologist Analyst is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Analyzes living systems and biological phenomena through biological lens using evolution, molecular biology, ecology, and systems biology frameworks.

When should I use Biologist Analyst?

Biologist Analyst fits situations like: : Biological systems; evolutionary questions; ecological problems.

How do I install Biologist Analyst in Claude Code?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill biologist-analyst -a claude-code`. Or copy the skill folder (skills/biologist-analyst in FreedomIntelligence/OpenClaw-Medical-Skills) into .claude/skills/biologist-analyst in your project. Claude Code loads it when a task matches its description.

How do I install Biologist Analyst in Codex?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill biologist-analyst -a codex`. Or copy the skill folder (skills/biologist-analyst in FreedomIntelligence/OpenClaw-Medical-Skills) into .agents/skills/biologist-analyst in your project. Codex loads it when a task matches its description.

Can I use Biologist Analyst in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill biologist-analyst -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/biologist-analyst, .gemini/skills/biologist-analyst, .github/skills/biologist-analyst and .opencode/skills/biologist-analyst in your project.

What does Biologist Analyst need to run?

SKILL.md names no scripts, command-line tools or credentials: Biologist Analyst is instructions for the agent only.

Does Biologist Analyst access the network?

SKILL.md names 15 domains. As links in the text: ncbi.nlm.nih.gov, nature.com, evolution.berkeley.edu, khanacademy.org, esa.org, conbio.org, medlineplus.gov, omim.org, tolweb.org, cdc.gov, book.bionumbers.org, nejm.org, nationalacademies.org, coral.org and coralreef.noaa.gov. This is read from the text; nothing was executed.

Is Biologist Analyst safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Biologist Analyst use?

No licence was found for Biologist Analyst or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Biologist Analyst use?

About 8.4k tokens (SKILL.md is roughly 33k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Biologist Analyst?

Skills that share tags, products or a category with Biologist Analyst: Live Dashboard (NousResearch/hermes-agent, 252k stars), Evolution (sickn33/agentic-awesome-skills, 47k stars), Openclaw Live Updater (openclaw/openclaw, 392k stars) and Live Dashboard (nexu-io/open-design, 100k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Biologist Analyst?

FreedomIntelligence (a GitHub organization) maintains it in FreedomIntelligence/OpenClaw-Medical-Skills, which has 3,052 GitHub stars. The repository holds 170 skills in this directory. The repository was last updated on July 21, 2026.

Source: FreedomIntelligence/OpenClaw-Medical-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.